[2025-10-10T00:25:59.052444] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-10T00:25:59.226392] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-10T00:25:59.398628] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-10T00:25:59.575733] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-10T00:25:59.576140] [WARN ] [STATE     ] State set to: WAITING
[2025-10-10T00:25:59.576219] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-10T00:25:59.584409] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-10T00:25:59.589284] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-09), and is a dependency of this service.
[2025-10-10T00:25:59.593824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T00:25:59.597772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T00:25:59.601462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T00:25:59.601807] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-10T00:25:59.601900] [INFO ] [CACHE     ] Starting cache update
[2025-10-10T00:25:59.601984] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-10-10T00:25:59.605920] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-10-10T00:25:59.606319] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-10-10T00:25:59.606401] [INFO ] [CACHE     ] Cache update completed successfully
[2025-10-10T00:25:59.606503] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-10-10T00:25:59.606593] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-10T00:25:59.650952] [DEBUG] [REMOTE    ] Fetched 1690 unique symbols from directory listing.
[2025-10-10T00:25:59.654803] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNC
[2025-10-10T00:25:59.655049] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRGV
[2025-10-10T00:25:59.655545] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHG
[2025-10-10T00:25:59.655753] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BLD
[2025-10-10T00:25:59.655989] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRP
[2025-10-10T00:25:59.656223] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RA
[2025-10-10T00:25:59.656439] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDX
[2025-10-10T00:25:59.656676] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBF
[2025-10-10T00:25:59.656885] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAF
[2025-10-10T00:25:59.657073] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RAMP
[2025-10-10T00:25:59.657290] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSTG
[2025-10-10T00:25:59.657483] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BSTZ
[2025-10-10T00:25:59.657674] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRT
[2025-10-10T00:25:59.657904] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OEC
[2025-10-10T00:25:59.658095] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDT
[2025-10-10T00:25:59.658306] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RVT
[2025-10-10T00:25:59.658488] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PARR
[2025-10-10T00:25:59.658705] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOAH
[2025-10-10T00:25:59.658945] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HAE
[2025-10-10T00:25:59.659157] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NKX
[2025-10-10T00:25:59.659336] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OFG
[2025-10-10T00:25:59.659531] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRGO
[2025-10-10T00:25:59.659733] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OLN
[2025-10-10T00:25:59.659936] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RXO
[2025-10-10T00:25:59.660132] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CIMN
[2025-10-10T00:25:59.660333] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTZ
[2025-10-10T00:25:59.660520] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NDMO
[2025-10-10T00:25:59.660759] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGVT
[2025-10-10T00:25:59.660930] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRT
[2025-10-10T00:25:59.661135] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FVR
[2025-10-10T00:25:59.661299] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RACE
[2025-10-10T00:25:59.661495] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AP
[2025-10-10T00:25:59.661707] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMI
[2025-10-10T00:25:59.661891] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXG
[2025-10-10T00:25:59.662070] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PIPR
[2025-10-10T00:25:59.662239] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RFM
[2025-10-10T00:25:59.662406] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NHI
[2025-10-10T00:25:59.662598] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OIA
[2025-10-10T00:25:59.662818] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNK
[2025-10-10T00:25:59.663025] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTG
[2025-10-10T00:25:59.663217] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QVCC
[2025-10-10T00:25:59.663407] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RIV
[2025-10-10T00:25:59.663610] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAZ
[2025-10-10T00:25:59.663810] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMI
[2025-10-10T00:25:59.663976] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGS
[2025-10-10T00:25:59.664141] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOTE
[2025-10-10T00:25:59.664323] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NBHC
[2025-10-10T00:25:59.664503] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOC
[2025-10-10T00:25:59.664691] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CION
[2025-10-10T00:25:59.664855] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBOT
[2025-10-10T00:25:59.665024] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRDY
[2025-10-10T00:25:59.665178] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MFG
[2025-10-10T00:25:59.665342] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RHP
[2025-10-10T00:25:59.665518] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NBR
[2025-10-10T00:25:59.665809] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBRK
[2025-10-10T00:25:59.665948] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QTWO
[2025-10-10T00:25:59.666114] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSFE
[2025-10-10T00:25:59.666304] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHI
[2025-10-10T00:25:59.666480] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OI
[2025-10-10T00:25:59.666636] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHIN
[2025-10-10T00:25:59.666812] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBC
[2025-10-10T00:25:59.666960] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NYT
[2025-10-10T00:25:59.667117] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNGR
[2025-10-10T00:25:59.667317] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EIX
[2025-10-10T00:25:59.667470] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RTX
[2025-10-10T00:25:59.667625] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFL
[2025-10-10T00:25:59.667819] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMM
[2025-10-10T00:25:59.668014] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NE
[2025-10-10T00:25:59.668164] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMAX
[2025-10-10T00:25:59.668314] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSN
[2025-10-10T00:25:59.668488] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPW
[2025-10-10T00:25:59.668701] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTUS
[2025-10-10T00:25:59.668862] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: REX
[2025-10-10T00:25:59.669025] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DFH
[2025-10-10T00:25:59.669169] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: REXR
[2025-10-10T00:25:59.669306] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PTY
[2025-10-10T00:25:59.669482] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTB
[2025-10-10T00:25:59.669680] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PD
[2025-10-10T00:25:59.669866] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OPFI
[2025-10-10T00:25:59.670023] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RTO
[2025-10-10T00:25:59.670174] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MVF
[2025-10-10T00:25:59.670331] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RSI
[2025-10-10T00:25:59.670485] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OPAD
[2025-10-10T00:25:59.670632] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RWT
[2025-10-10T00:25:59.670818] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PVL
[2025-10-10T00:25:59.670958] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBI
[2025-10-10T00:25:59.671111] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTN
[2025-10-10T00:25:59.671257] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PATH
[2025-10-10T00:25:59.671443] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTRI
[2025-10-10T00:25:59.671600] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTOS
[2025-10-10T00:25:59.671779] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFO
[2025-10-10T00:25:59.671935] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RFL
[2025-10-10T00:25:59.672112] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BNY
[2025-10-10T00:25:59.672257] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMT
[2025-10-10T00:25:59.672439] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DEA
[2025-10-10T00:25:59.672622] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AQN
[2025-10-10T00:25:59.672815] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MX
[2025-10-10T00:25:59.672989] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MRK
[2025-10-10T00:25:59.673139] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OSCR
[2025-10-10T00:25:59.673288] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGVC
[2025-10-10T00:25:59.673425] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CVI
[2025-10-10T00:25:59.673566] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXRT
[2025-10-10T00:25:59.673789] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NWG
[2025-10-10T00:25:59.673948] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PM
[2025-10-10T00:25:59.674099] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RQI
[2025-10-10T00:25:59.674236] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OMF
[2025-10-10T00:25:59.674384] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RJF
[2025-10-10T00:25:59.674571] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMT
[2025-10-10T00:25:59.674763] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHD
[2025-10-10T00:25:59.674972] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EFC
[2025-10-10T00:25:59.675111] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NREF
[2025-10-10T00:25:59.675261] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBU
[2025-10-10T00:25:59.675416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCN
[2025-10-10T00:25:59.675553] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDM
[2025-10-10T00:25:59.675726] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVO
[2025-10-10T00:25:59.675883] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NINE
[2025-10-10T00:25:59.676029] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NIO
[2025-10-10T00:25:59.676177] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RFI
[2025-10-10T00:25:59.676317] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ODV
[2025-10-10T00:25:59.676459] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OOMA
[2025-10-10T00:25:59.676606] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NQP
[2025-10-10T00:25:59.676798] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVS
[2025-10-10T00:25:59.676937] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RCS
[2025-10-10T00:25:59.677086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PEO
[2025-10-10T00:25:59.677251] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATR
[2025-10-10T00:25:59.677418] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BSAC
[2025-10-10T00:25:59.677560] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUW
[2025-10-10T00:25:59.677817] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CBZ
[2025-10-10T00:25:59.678004] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWG
[2025-10-10T00:25:59.678161] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NLOP
[2025-10-10T00:25:59.678304] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTH
[2025-10-10T00:25:59.678454] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAM
[2025-10-10T00:25:59.678603] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CUK
[2025-10-10T00:25:59.678793] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PINE
[2025-10-10T00:25:59.678958] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAN
[2025-10-10T00:25:59.679108] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NJR
[2025-10-10T00:25:59.679271] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NX
[2025-10-10T00:25:59.679418] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RH
[2025-10-10T00:25:59.679564] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RSKD
[2025-10-10T00:25:59.679743] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RSG
[2025-10-10T00:25:59.679891] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NSA
[2025-10-10T00:25:59.680049] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PB
[2025-10-10T00:25:59.680190] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BIPC
[2025-10-10T00:25:59.680330] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RHI
[2025-10-10T00:25:59.680502] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ECG
[2025-10-10T00:25:59.680674] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFLT
[2025-10-10T00:25:59.680824] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXP
[2025-10-10T00:25:59.680974] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OWL
[2025-10-10T00:25:59.681119] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NNI
[2025-10-10T00:25:59.681267] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRW
[2025-10-10T00:25:59.681412] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OR
[2025-10-10T00:25:59.681585] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KMX
[2025-10-10T00:25:59.681905] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSBD
[2025-10-10T00:25:59.682071] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PGRE
[2025-10-10T00:25:59.682225] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDO
[2025-10-10T00:25:59.682382] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NIE
[2025-10-10T00:25:59.682530] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OWLT
[2025-10-10T00:25:59.682735] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AXP
[2025-10-10T00:25:59.682883] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTRE
[2025-10-10T00:25:59.683029] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAR
[2025-10-10T00:25:59.683178] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSA
[2025-10-10T00:25:59.683322] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RC
[2025-10-10T00:25:59.683476] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXDT
[2025-10-10T00:25:59.683628] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCQ
[2025-10-10T00:25:59.683801] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBT
[2025-10-10T00:25:59.683941] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QUAD
[2025-10-10T00:25:59.684153] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JPC
[2025-10-10T00:25:59.684315] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NWN
[2025-10-10T00:25:59.684474] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PACK
[2025-10-10T00:25:59.684633] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APAM
[2025-10-10T00:25:59.684804] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONIT
[2025-10-10T00:25:59.684955] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRI
[2025-10-10T00:25:59.685094] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DRI
[2025-10-10T00:25:59.685253] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BFS
[2025-10-10T00:25:59.685416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCDL
[2025-10-10T00:25:59.685577] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DIN
[2025-10-10T00:25:59.685752] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ORC
[2025-10-10T00:25:59.685908] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NSP
[2025-10-10T00:25:59.686086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GNTY
[2025-10-10T00:25:59.686239] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOA
[2025-10-10T00:25:59.686394] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DEI
[2025-10-10T00:25:59.686555] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFGC
[2025-10-10T00:25:59.686796] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUSA
[2025-10-10T00:25:59.686943] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RM
[2025-10-10T00:25:59.687095] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRK
[2025-10-10T00:25:59.687250] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCZ
[2025-10-10T00:25:59.687400] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PKE
[2025-10-10T00:25:59.687555] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MQY
[2025-10-10T00:25:59.687741] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RDW
[2025-10-10T00:25:59.687928] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTAL
[2025-10-10T00:25:59.688047] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PINS
[2025-10-10T00:25:59.688167] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRO
[2025-10-10T00:25:59.688333] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIR
[2025-10-10T00:25:59.688481] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PX
[2025-10-10T00:25:59.688594] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSB
[2025-10-10T00:25:59.688783] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PKST
[2025-10-10T00:25:59.688898] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSDL
[2025-10-10T00:25:59.689022] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PGP
[2025-10-10T00:25:59.689174] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ANF
[2025-10-10T00:25:59.689313] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUC
[2025-10-10T00:25:59.689434] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NI
[2025-10-10T00:25:59.689572] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPC
[2025-10-10T00:25:59.689748] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTU
[2025-10-10T00:25:59.689884] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RITM
[2025-10-10T00:25:59.690005] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OMC
[2025-10-10T00:25:59.690116] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCM
[2025-10-10T00:25:59.690232] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVG
[2025-10-10T00:25:59.690337] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDI
[2025-10-10T00:25:59.690465] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSX
[2025-10-10T00:25:59.690589] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APG
[2025-10-10T00:25:59.690739] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRCC
[2025-10-10T00:25:59.690850] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RS
[2025-10-10T00:25:59.690953] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOMD
[2025-10-10T00:25:59.691066] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNP
[2025-10-10T00:25:59.691184] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OBK
[2025-10-10T00:25:59.691300] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RF
[2025-10-10T00:25:59.691407] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVGS
[2025-10-10T00:25:59.691521] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFS
[2025-10-10T00:25:59.691666] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BIO
[2025-10-10T00:25:59.691775] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PH
[2025-10-10T00:25:59.691905] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVNT
[2025-10-10T00:25:59.692035] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMA
[2025-10-10T00:25:59.692173] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PL
[2025-10-10T00:25:59.692279] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PKG
[2025-10-10T00:25:59.692397] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MVT
[2025-10-10T00:25:59.692505] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MYD
[2025-10-10T00:25:59.692626] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSGE
[2025-10-10T00:25:59.692780] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BXP
[2025-10-10T00:25:59.692909] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHE
[2025-10-10T00:25:59.693020] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RVLV
[2025-10-10T00:25:59.693147] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMZ
[2025-10-10T00:25:59.693267] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EPAM
[2025-10-10T00:25:59.693395] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMC
[2025-10-10T00:25:59.693528] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMCO
[2025-10-10T00:25:59.693667] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NNY
[2025-10-10T00:25:59.693830] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UL
[2025-10-10T00:25:59.693981] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DTE
[2025-10-10T00:25:59.694090] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MRC
[2025-10-10T00:25:59.694215] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFSI
[2025-10-10T00:25:59.694325] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OKE
[2025-10-10T00:25:59.694443] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PGZ
[2025-10-10T00:25:59.694582] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUA
[2025-10-10T00:25:59.694734] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCOR
[2025-10-10T00:25:59.694877] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARDC
[2025-10-10T00:25:59.695008] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMR
[2025-10-10T00:25:59.695136] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FOA
[2025-10-10T00:25:59.695257] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RPM
[2025-10-10T00:25:59.695368] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONL
[2025-10-10T00:25:59.695484] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RY
[2025-10-10T00:25:59.695606] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMX
[2025-10-10T00:25:59.695757] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RRC
[2025-10-10T00:25:59.695866] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGG
[2025-10-10T00:25:59.696001] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CWEN
[2025-10-10T00:25:59.696124] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ALLE
[2025-10-10T00:25:59.696242] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DTM
[2025-10-10T00:25:59.696369] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AWP
[2025-10-10T00:25:59.696480] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHR
[2025-10-10T00:25:59.696586] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ROK
[2025-10-10T00:25:59.696722] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RCI
[2025-10-10T00:25:59.696847] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBR
[2025-10-10T00:25:59.696976] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RRX
[2025-10-10T00:25:59.697092] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RDN
[2025-10-10T00:25:59.697214] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PUMP
[2025-10-10T00:25:59.697331] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RIO
[2025-10-10T00:25:59.697752] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IIIN
[2025-10-10T00:25:59.697919] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSI
[2025-10-10T00:25:59.698049] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DECK
[2025-10-10T00:25:59.698160] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NET
[2025-10-10T00:25:59.698265] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OLP
[2025-10-10T00:25:59.698373] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXE
[2025-10-10T00:25:59.698484] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AOMR
[2025-10-10T00:25:59.698591] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NC
[2025-10-10T00:25:59.698718] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PJT
[2025-10-10T00:25:59.698849] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BR
[2025-10-10T00:25:59.698957] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSQH
[2025-10-10T00:25:59.699078] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEXA
[2025-10-10T00:25:59.699205] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNI
[2025-10-10T00:25:59.699315] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHMI
[2025-10-10T00:25:59.699430] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RERE
[2025-10-10T00:25:59.699537] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RPT
[2025-10-10T00:25:59.699676] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOK
[2025-10-10T00:25:59.699832] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PR
[2025-10-10T00:25:59.699943] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSCI
[2025-10-10T00:25:59.700051] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTD
[2025-10-10T00:25:59.700157] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QSR
[2025-10-10T00:25:59.700276] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BSM
[2025-10-10T00:25:59.700406] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTRN
[2025-10-10T00:25:59.700534] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DLNG
[2025-10-10T00:25:59.700685] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSF
[2025-10-10T00:25:59.700798] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RELX
[2025-10-10T00:25:59.700943] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCG
[2025-10-10T00:25:59.701046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAVA
[2025-10-10T00:25:59.701172] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSM
[2025-10-10T00:25:59.701293] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOG
[2025-10-10T00:25:59.701405] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RDY
[2025-10-10T00:25:59.701526] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: R
[2025-10-10T00:25:59.701661] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DGX
[2025-10-10T00:25:59.701774] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: REZI
[2025-10-10T00:25:59.701889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AX
[2025-10-10T00:25:59.702011] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXN
[2025-10-10T00:25:59.702152] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CI
[2025-10-10T00:25:59.702265] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OTIS
[2025-10-10T00:25:59.702386] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOV
[2025-10-10T00:25:59.702496] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPX
[2025-10-10T00:25:59.702613] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUE
[2025-10-10T00:25:59.702757] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OKLO
[2025-10-10T00:25:59.702892] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUFG
[2025-10-10T00:25:59.703020] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUJ
[2025-10-10T00:25:59.703147] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVRI
[2025-10-10T00:25:59.703320] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AR
[2025-10-10T00:25:59.703440] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OPP
[2025-10-10T00:25:59.703548] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RKT
[2025-10-10T00:25:59.703697] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APTV
[2025-10-10T00:25:59.703817] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AON
[2025-10-10T00:25:59.703945] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTW
[2025-10-10T00:25:59.704055] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OBDC
[2025-10-10T00:25:59.704161] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OC
[2025-10-10T00:25:59.704270] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSA
[2025-10-10T00:25:59.704377] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBH
[2025-10-10T00:25:59.704489] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DBD
[2025-10-10T00:25:59.704608] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QVCD
[2025-10-10T00:25:59.704781] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAD
[2025-10-10T00:25:59.704906] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PGR
[2025-10-10T00:25:59.705025] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MXF
[2025-10-10T00:25:59.705166] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAYC
[2025-10-10T00:25:59.705274] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MS
[2025-10-10T00:25:59.705381] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLD
[2025-10-10T00:25:59.705489] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: REVG
[2025-10-10T00:25:59.705607] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PUK
[2025-10-10T00:25:59.705782] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: POR
[2025-10-10T00:25:59.705890] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NFJ
[2025-10-10T00:25:59.705998] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXC
[2025-10-10T00:25:59.706116] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEUE
[2025-10-10T00:25:59.706236] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPFD
[2025-10-10T00:25:59.706346] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLYM
[2025-10-10T00:25:59.706462] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGL
[2025-10-10T00:25:59.706578] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONTF
[2025-10-10T00:25:59.706726] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFN
[2025-10-10T00:25:59.706831] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAXS
[2025-10-10T00:25:59.706967] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TXNM
[2025-10-10T00:25:59.707074] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ODC
[2025-10-10T00:25:59.707177] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OGN
[2025-10-10T00:25:59.707286] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RCUS
[2025-10-10T00:25:59.707406] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ETV
[2025-10-10T00:25:59.707543] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACP
[2025-10-10T00:25:59.707691] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RSF
[2025-10-10T00:25:59.707807] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RCL
[2025-10-10T00:25:59.707986] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFD
[2025-10-10T00:25:59.708096] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAG
[2025-10-10T00:25:59.708236] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PEB
[2025-10-10T00:25:59.708379] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAC
[2025-10-10T00:25:59.708496] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRM
[2025-10-10T00:25:59.708620] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPLX
[2025-10-10T00:25:59.708761] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHK
[2025-10-10T00:25:59.708888] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RLTY
[2025-10-10T00:25:59.709033] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLOW
[2025-10-10T00:25:59.709144] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NTB
[2025-10-10T00:25:59.709264] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAT
[2025-10-10T00:25:59.709377] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNG
[2025-10-10T00:25:59.709509] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CURB
[2025-10-10T00:25:59.709639] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QS
[2025-10-10T00:25:59.709785] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVB
[2025-10-10T00:25:59.709913] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NLY
[2025-10-10T00:25:59.710023] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUVB
[2025-10-10T00:25:59.710129] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRC
[2025-10-10T00:25:59.710239] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFH
[2025-10-10T00:25:59.710345] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MQT
[2025-10-10T00:25:59.710461] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PMO
[2025-10-10T00:25:59.710578] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTE
[2025-10-10T00:25:59.710717] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PPT
[2025-10-10T00:25:59.710846] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPWR
[2025-10-10T00:25:59.710961] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QGEN
[2025-10-10T00:25:59.711067] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OHI
[2025-10-10T00:25:59.711187] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PKX
[2025-10-10T00:25:59.711337] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABBV
[2025-10-10T00:25:59.711447] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OII
[2025-10-10T00:25:59.711563] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NIM
[2025-10-10T00:25:59.711725] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OXM
[2025-10-10T00:25:59.711841] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ROG
[2025-10-10T00:25:59.711946] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMAI
[2025-10-10T00:25:59.712055] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RFMZ
[2025-10-10T00:25:59.712164] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNST
[2025-10-10T00:25:59.712284] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPV
[2025-10-10T00:25:59.712416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACCO
[2025-10-10T00:25:59.712529] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRA
[2025-10-10T00:25:59.712636] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRO
[2025-10-10T00:25:59.712802] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HTH
[2025-10-10T00:25:59.712915] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMG
[2025-10-10T00:25:59.713024] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMS
[2025-10-10T00:25:59.713169] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RES
[2025-10-10T00:25:59.713281] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPO
[2025-10-10T00:25:59.713392] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NIC
[2025-10-10T00:25:59.713500] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXJ
[2025-10-10T00:25:59.713620] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHI
[2025-10-10T00:25:59.713952] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVT
[2025-10-10T00:25:59.714086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PEG
[2025-10-10T00:25:59.714236] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSTL
[2025-10-10T00:25:59.714352] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMMZ
[2025-10-10T00:25:59.714492] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DXC
[2025-10-10T00:25:59.714603] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONON
[2025-10-10T00:25:59.714761] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRG
[2025-10-10T00:25:59.714875] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PML
[2025-10-10T00:25:59.715005] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAC
[2025-10-10T00:25:59.715128] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTDR
[2025-10-10T00:25:59.715252] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RL
[2025-10-10T00:25:59.715398] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNNT
[2025-10-10T00:25:59.715511] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVST
[2025-10-10T00:25:59.715639] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMSA
[2025-10-10T00:25:59.715801] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RGR
[2025-10-10T00:25:59.715925] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OUT
[2025-10-10T00:25:59.716063] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVR
[2025-10-10T00:25:59.716175] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRUC
[2025-10-10T00:25:59.716289] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PEN
[2025-10-10T00:25:59.716408] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MT
[2025-10-10T00:25:59.716574] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEM
[2025-10-10T00:25:59.716723] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NU
[2025-10-10T00:25:59.716836] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUR
[2025-10-10T00:25:59.716940] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PIM
[2025-10-10T00:25:59.717055] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEU
[2025-10-10T00:25:59.717200] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NBB
[2025-10-10T00:25:59.717311] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PMT
[2025-10-10T00:25:59.717416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PK
[2025-10-10T00:25:59.717531] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PPL
[2025-10-10T00:25:59.717714] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EC
[2025-10-10T00:25:59.717905] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AFL
[2025-10-10T00:25:59.718021] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NZF
[2025-10-10T00:25:59.718151] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NSC
[2025-10-10T00:25:59.718269] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QBTS
[2025-10-10T00:25:59.718446] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGCO
[2025-10-10T00:25:59.718601] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRKS
[2025-10-10T00:25:59.718749] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PVH
[2025-10-10T00:25:59.718855] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NTR
[2025-10-10T00:25:59.718981] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MYI
[2025-10-10T00:25:59.719101] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFE
[2025-10-10T00:25:59.719238] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CVEO
[2025-10-10T00:25:59.719347] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRIM
[2025-10-10T00:25:59.719462] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PMM
[2025-10-10T00:25:59.719582] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: POST
[2025-10-10T00:25:59.719731] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MYE
[2025-10-10T00:25:59.719868] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RLJ
[2025-10-10T00:25:59.719979] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RLI
[2025-10-10T00:25:59.720086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NABL
[2025-10-10T00:25:59.720191] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONTO
[2025-10-10T00:25:59.720295] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNR
[2025-10-10T00:25:59.720421] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CPRI
[2025-10-10T00:25:59.720569] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAI
[2025-10-10T00:25:59.720712] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NBXG
[2025-10-10T00:25:59.720821] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RIG
[2025-10-10T00:25:59.720929] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRG
[2025-10-10T00:25:59.721066] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BCS
[2025-10-10T00:25:59.721205] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ROL
[2025-10-10T00:25:59.721317] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PACS
[2025-10-10T00:25:59.721426] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMD
[2025-10-10T00:25:59.721561] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOW
[2025-10-10T00:25:59.721739] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RGA
[2025-10-10T00:25:59.721876] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RGT
[2025-10-10T00:25:59.721999] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OIS
[2025-10-10T00:25:59.722111] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBLX
[2025-10-10T00:25:59.722221] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRMB
[2025-10-10T00:25:59.722337] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OVV
[2025-10-10T00:25:59.722454] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHM
[2025-10-10T00:25:59.722598] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DBL
[2025-10-10T00:25:59.722769] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DFIN
[2025-10-10T00:25:59.722895] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OCFT
[2025-10-10T00:25:59.723015] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBA
[2025-10-10T00:25:59.723126] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MVO
[2025-10-10T00:25:59.723254] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSGS
[2025-10-10T00:25:59.723363] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLNT
[2025-10-10T00:25:59.723480] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BEPJ
[2025-10-10T00:25:59.723592] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CYD
[2025-10-10T00:25:59.723739] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PERF
[2025-10-10T00:25:59.723882] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EICC
[2025-10-10T00:25:59.723994] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEA
[2025-10-10T00:25:59.724109] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMS
[2025-10-10T00:25:59.724231] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDS
[2025-10-10T00:25:59.724363] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PTA
[2025-10-10T00:25:59.724478] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPCT
[2025-10-10T00:25:59.724607] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRLB
[2025-10-10T00:25:59.724805] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MWA
[2025-10-10T00:25:59.724960] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RLX
[2025-10-10T00:25:59.725086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RVTY
[2025-10-10T00:25:59.725199] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCLH
[2025-10-10T00:25:59.725321] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPV
[2025-10-10T00:25:59.725435] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAGS
[2025-10-10T00:25:59.725568] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LGI
[2025-10-10T00:25:59.725708] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NFG
[2025-10-10T00:25:59.725820] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PG
[2025-10-10T00:25:59.725934] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OGS
[2025-10-10T00:25:59.726051] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRU
[2025-10-10T00:25:59.726158] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PII
[2025-10-10T00:25:59.726261] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCV
[2025-10-10T00:25:59.726365] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUS
[2025-10-10T00:25:59.726486] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEE
[2025-10-10T00:25:59.726612] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNR
[2025-10-10T00:25:59.726760] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CIEN
[2025-10-10T00:25:59.726877] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QXO
[2025-10-10T00:25:59.727017] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCA
[2025-10-10T00:25:59.727125] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBA
[2025-10-10T00:25:59.727240] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTX
[2025-10-10T00:25:59.727347] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NTST
[2025-10-10T00:25:59.727464] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSO
[2025-10-10T00:25:59.727573] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAY
[2025-10-10T00:25:59.727715] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMM
[2025-10-10T00:25:59.727836] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPK
[2025-10-10T00:25:59.727961] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OMI
[2025-10-10T00:25:59.728085] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RDDT
[2025-10-10T00:25:59.728194] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PWR
[2025-10-10T00:25:59.728299] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ORN
[2025-10-10T00:25:59.728403] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PPG
[2025-10-10T00:25:59.728530] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AEE
[2025-10-10T00:25:59.728685] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNW
[2025-10-10T00:25:59.728816] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QD
[2025-10-10T00:25:59.728931] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ORA
[2025-10-10T00:25:59.729060] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MYN
[2025-10-10T00:25:59.729180] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BFLY
[2025-10-10T00:25:59.729299] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAAS
[2025-10-10T00:25:59.729428] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUV
[2025-10-10T00:25:59.729538] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NNN
[2025-10-10T00:25:59.729705] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MSD
[2025-10-10T00:25:59.729816] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OGE
[2025-10-10T00:25:59.729923] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCF
[2025-10-10T00:25:59.730029] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NATL
[2025-10-10T00:25:59.730148] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRH
[2025-10-10T00:25:59.730258] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUX
[2025-10-10T00:25:59.730359] [INFO ] [LOCAL     ] Pruned 524 configuration files
[2025-10-10T00:25:59.731769] [INFO ] [sig       ] Skipping 1687 symbols with existing configuration
[2025-10-10T00:25:59.732446] [INFO ] [sig       ] Found 3 active symbols to configure
[2025-10-10T00:25:59.732627] [INFO ] [sig       ] [1/3] Configuring ECCU...
[2025-10-10T00:25:59.732727] [INFO ] [CONFIGURE ] ECCU: Configurate test run.
[2025-10-10T00:25:59.732804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'.
[2025-10-10T00:25:59.745717] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECCU'.
[2025-10-10T00:25:59.746084] [INFO ] [CONFIGURE ] ECCU: Testing with 29 available features
[2025-10-10T00:25:59.746162] [INFO ] [CONFIGURE ] ECCU: Establishing baseline with no features...
[2025-10-10T00:25:59.858248] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:25:59.964071] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:00.069164] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:00.175622] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T00:26:00.280844] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T00:26:00.393098] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:00.500928] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:00.609259] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:00.719017] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:00.831571] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:00.831777] [INFO ] [CONFIGURE ] ECCU: Baseline score (no features): 30.00%
[2025-10-10T00:26:00.831863] [INFO ] [CONFIGURE ] ECCU: Testing feature 1/29: add_bollinger_bands
[2025-10-10T00:26:00.831941] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands']
[2025-10-10T00:26:00.954956] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:01.080380] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:01.202899] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:01.322904] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:01.444329] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:01.565019] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:01.684264] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:01.862987] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:01.983579] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:02.106304] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:02.106506] [INFO ] [CONFIGURE ] ECCU: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T00:26:02.106588] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.3s/test | Remaining: 86 tests
[2025-10-10T00:26:02.106690] [INFO ] [CONFIGURE ] ECCU: Testing feature 2/29: add_cumulative_delta
[2025-10-10T00:26:02.106747] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T00:26:02.243164] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:02.379156] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:02.516130] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:02.653112] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T00:26:02.789882] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:02.927805] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:03.066498] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:03.205145] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:03.349877] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:03.490067] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:03.490295] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T00:26:03.490379] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.3s/test | Remaining: 85 tests
[2025-10-10T00:26:03.490454] [INFO ] [CONFIGURE ] ECCU: Testing feature 3/29: add_daily_returns
[2025-10-10T00:26:03.490526] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T00:26:03.611256] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:03.732973] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:03.854755] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:03.976242] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:04.103327] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T00:26:04.227892] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:04.351950] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:04.478395] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:04.602219] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:04.727436] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:04.727681] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T00:26:04.727757] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.3s/test | Remaining: 84 tests
[2025-10-10T00:26:04.727842] [INFO ] [CONFIGURE ] ECCU: Testing feature 4/29: add_ema
[2025-10-10T00:26:04.727946] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T00:26:04.871778] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:05.010742] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:05.147407] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:05.284243] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:05.421121] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:05.561053] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:05.705346] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:05.855993] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:05.998516] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:06.156095] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:06.156373] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_ema (score: 60.00%)
[2025-10-10T00:26:06.156462] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.3s/test | Remaining: 83 tests
[2025-10-10T00:26:06.156540] [INFO ] [CONFIGURE ] ECCU: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T00:26:06.156615] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T00:26:06.309458] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:06.461996] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:26:06.607913] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:06.754940] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:06.901553] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:07.047120] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:07.199483] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:07.346141] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:07.501225] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:07.648182] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:07.648445] [INFO ] [CONFIGURE ] ECCU: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-10T00:26:07.648530] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.4s/test | Remaining: 82 tests
[2025-10-10T00:26:07.648615] [INFO ] [CONFIGURE ] ECCU: Testing feature 6/29: add_failed_moves
[2025-10-10T00:26:07.648713] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T00:26:07.801188] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:07.967728] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:26:08.126904] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:08.282059] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:08.434714] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:08.588108] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:08.747214] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:08.900840] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:09.055049] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:09.217926] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:09.218132] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T00:26:09.218227] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.4s/test | Remaining: 81 tests
[2025-10-10T00:26:09.218305] [INFO ] [CONFIGURE ] ECCU: Testing feature 7/29: add_lag_shelf
[2025-10-10T00:26:09.218376] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T00:26:09.364690] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:09.517576] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:09.663192] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:09.817684] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T00:26:09.975934] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:10.124414] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:10.279081] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:10.426990] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:10.578529] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:10.732346] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:10.732608] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T00:26:10.732715] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.4s/test | Remaining: 80 tests
[2025-10-10T00:26:10.732793] [INFO ] [CONFIGURE ] ECCU: Testing feature 8/29: add_macd
[2025-10-10T00:26:10.732850] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T00:26:10.908209] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:11.087437] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:11.262667] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:11.441074] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:11.611070] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:11.801365] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:11.973974] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:12.145283] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:12.323015] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:12.504958] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:12.505249] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_macd (score: 60.00%)
[2025-10-10T00:26:12.505337] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 79 tests
[2025-10-10T00:26:12.505414] [INFO ] [CONFIGURE ] ECCU: Testing feature 9/29: add_mfi
[2025-10-10T00:26:12.505486] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T00:26:12.667121] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:12.834338] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:26:12.997704] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:13.167400] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:13.350052] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:13.513192] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:13.676417] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:13.843012] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:14.017631] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:14.202004] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:14.202280] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T00:26:14.202392] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 78 tests
[2025-10-10T00:26:14.202473] [INFO ] [CONFIGURE ] ECCU: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T00:26:14.202548] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T00:26:14.391428] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:14.562928] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:14.735414] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:14.906025] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:15.074497] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:15.243625] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:15.413769] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:15.591939] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:15.765342] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:15.938751] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:15.938941] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T00:26:15.939022] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 77 tests
[2025-10-10T00:26:15.939094] [INFO ] [CONFIGURE ] ECCU: Testing feature 11/29: add_obv_daily
[2025-10-10T00:26:15.939173] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T00:26:16.094967] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:16.240981] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:16.391620] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:16.539792] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:16.689994] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:16.837357] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:16.989283] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:17.160541] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:17.341390] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:17.533671] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:17.533971] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T00:26:17.534073] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 76 tests
[2025-10-10T00:26:17.534171] [INFO ] [CONFIGURE ] ECCU: Testing feature 12/29: add_obv_interval
[2025-10-10T00:26:17.534268] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T00:26:17.737323] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:17.958898] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:18.164209] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:18.330188] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:18.490883] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:18.650318] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:18.806492] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:18.962326] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:19.117749] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:19.275073] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:19.275279] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T00:26:19.275363] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 75 tests
[2025-10-10T00:26:19.275437] [INFO ] [CONFIGURE ] ECCU: Testing feature 13/29: add_opening_strength
[2025-10-10T00:26:19.275506] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T00:26:19.446003] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:19.605758] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:19.768562] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:19.927322] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:20.096222] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T00:26:20.256948] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:20.423304] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:20.588695] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:20.751244] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:20.902432] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:20.902680] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T00:26:20.902764] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 74 tests
[2025-10-10T00:26:20.902836] [INFO ] [CONFIGURE ] ECCU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T00:26:20.902882] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T00:26:21.072432] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:21.238336] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:21.404779] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:21.569863] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:21.729356] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:21.886160] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:22.042849] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:22.198823] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:22.355345] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:22.513639] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:22.513915] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T00:26:22.514000] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 73 tests
[2025-10-10T00:26:22.514071] [INFO ] [CONFIGURE ] ECCU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T00:26:22.514146] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T00:26:22.650121] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:22.784771] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:22.923195] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:23.063994] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:23.207523] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:23.366204] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:23.522905] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:23.679927] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:23.837355] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:23.999800] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:24.000121] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T00:26:24.000214] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 1.5s/test | Remaining: 72 tests
[2025-10-10T00:26:24.000308] [INFO ] [CONFIGURE ] ECCU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T00:26:24.000392] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T00:26:24.167301] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:24.355204] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:24.516342] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:24.679147] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:24.839264] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:25.003121] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:25.171214] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:25.338288] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:25.500403] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:25.669540] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:25.669789] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T00:26:25.669870] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.6s/test | Remaining: 71 tests
[2025-10-10T00:26:25.669945] [INFO ] [CONFIGURE ] ECCU: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T00:26:25.670017] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T00:26:25.828915] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:25.997107] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:26.168266] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:26.345937] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:26.523329] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:26.700450] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:26.864955] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:27.036223] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:27.210224] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:27.387190] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:27.387466] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T00:26:27.387551] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.6s/test | Remaining: 70 tests
[2025-10-10T00:26:27.387629] [INFO ] [CONFIGURE ] ECCU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T00:26:27.387725] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T00:26:27.548937] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:27.706977] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:27.867834] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:28.021832] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:28.184343] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:28.344067] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:28.499568] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:28.661529] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:28.832251] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:28.987350] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:28.987613] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T00:26:28.987719] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.6s/test | Remaining: 69 tests
[2025-10-10T00:26:28.987795] [INFO ] [CONFIGURE ] ECCU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T00:26:28.987870] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T00:26:29.136715] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:29.280218] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:26:29.428229] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:29.575431] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:29.723412] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:29.875155] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:30.024132] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:30.173482] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:30.320953] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:30.470543] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:30.470774] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T00:26:30.470856] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 1.6s/test | Remaining: 68 tests
[2025-10-10T00:26:30.470930] [INFO ] [CONFIGURE ] ECCU: Testing feature 20/29: add_price_rejection
[2025-10-10T00:26:30.471004] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T00:26:30.625775] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:30.782611] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:30.937134] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:31.092851] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:31.251436] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:31.407276] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:31.563630] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:31.722857] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:31.885456] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:32.048507] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:32.048779] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T00:26:32.048859] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.6s/test | Remaining: 67 tests
[2025-10-10T00:26:32.048935] [INFO ] [CONFIGURE ] ECCU: Testing feature 21/29: add_range_position
[2025-10-10T00:26:32.049006] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T00:26:32.218210] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:32.385810] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:32.553126] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:32.722916] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:32.895566] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T00:26:33.070136] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:33.246724] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:33.422296] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:33.604602] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:33.789166] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:33.789413] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T00:26:33.789502] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.6s/test | Remaining: 66 tests
[2025-10-10T00:26:33.789577] [INFO ] [CONFIGURE ] ECCU: Testing feature 22/29: add_realized_volatility
[2025-10-10T00:26:33.789625] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T00:26:33.980552] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:34.176385] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:34.370884] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:34.578440] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:34.779449] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:34.969718] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:35.167480] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:35.362042] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:35.545612] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:35.730630] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:35.730906] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T00:26:35.730985] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.6s/test | Remaining: 65 tests
[2025-10-10T00:26:35.731062] [INFO ] [CONFIGURE ] ECCU: Testing feature 23/29: add_recent_range_context
[2025-10-10T00:26:35.731135] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-10T00:26:35.899300] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:36.056088] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:36.208145] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:36.361374] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:36.518858] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:36.678675] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:36.836907] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:36.995434] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:37.154726] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:37.319533] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:37.319792] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T00:26:37.319873] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.6s/test | Remaining: 64 tests
[2025-10-10T00:26:37.319949] [INFO ] [CONFIGURE ] ECCU: Testing feature 24/29: add_rsi
[2025-10-10T00:26:37.320020] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-10T00:26:37.501882] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:37.675664] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:37.863924] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:38.060445] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T00:26:38.250916] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:38.425529] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T00:26:38.601802] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:38.777145] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:38.964074] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:39.144348] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:26:39.144598] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T00:26:39.144703] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 1.6s/test | Remaining: 63 tests
[2025-10-10T00:26:39.144780] [INFO ] [CONFIGURE ] ECCU: Testing feature 25/29: add_tick_distribution
[2025-10-10T00:26:39.144851] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T00:26:39.297056] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:39.449343] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:39.599056] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T00:26:39.747915] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:39.896182] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:40.049374] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:40.201282] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:40.354006] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:40.511417] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:40.664115] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:40.664338] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T00:26:40.664436] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.6s/test | Remaining: 62 tests
[2025-10-10T00:26:40.664508] [INFO ] [CONFIGURE ] ECCU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T00:26:40.664581] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-10T00:26:40.815664] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:40.980770] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:41.136757] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:41.291331] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:41.447529] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:41.605287] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:41.776352] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:41.951530] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:42.117075] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:26:42.270911] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:42.271164] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T00:26:42.271247] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.6s/test | Remaining: 61 tests
[2025-10-10T00:26:42.271333] [INFO ] [CONFIGURE ] ECCU: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T00:26:42.271409] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-10T00:26:42.344617] [FATAL] [FORECASTER] Failed to test lookback=11: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.418391] [FATAL] [FORECASTER] Failed to test lookback=10: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.492702] [FATAL] [FORECASTER] Failed to test lookback=9: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.566393] [FATAL] [FORECASTER] Failed to test lookback=8: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.643517] [FATAL] [FORECASTER] Failed to test lookback=7: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.726480] [FATAL] [FORECASTER] Failed to test lookback=6: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.810399] [FATAL] [FORECASTER] Failed to test lookback=5: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.896832] [FATAL] [FORECASTER] Failed to test lookback=4: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:42.982591] [FATAL] [FORECASTER] Failed to test lookback=3: [00:26:42] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:43.060274] [FATAL] [FORECASTER] Failed to test lookback=2: [00:26:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97652a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97655eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97655e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97655ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f976557b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97651b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f978d73a056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f978d73574d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f978d73864e]


[2025-10-10T00:26:43.060553] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-10T00:26:43.060612] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 1.6s/test | Remaining: 60 tests
[2025-10-10T00:26:43.060681] [INFO ] [CONFIGURE ] ECCU: Testing feature 28/29: add_volume_profile
[2025-10-10T00:26:43.060746] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-10T00:26:43.218909] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-24, Predicted=0.0, Actual=0
[2025-10-10T00:26:43.380890] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:26:43.536417] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T00:26:43.691668] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:26:43.849171] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T00:26:44.006289] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T00:26:44.161256] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:44.332299] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T00:26:44.501165] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:26:44.662110] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:44.662362] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T00:26:44.662455] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.6s/test | Remaining: 59 tests
[2025-10-10T00:26:44.662569] [INFO ] [CONFIGURE ] ECCU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T00:26:44.662664] [INFO ] [CONFIGURE ] ECCU: Best accuracy: 80.00%
[2025-10-10T00:26:44.662739] [INFO ] [CONFIGURE ] ECCU: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T00:26:44.662809] [INFO ] [CONFIGURE ] ECCU: Improvement over baseline: 50.00%
[2025-10-10T00:26:44.662875] [INFO ] [CONFIGURE ] ECCU: Total time: 43.8 seconds
[2025-10-10T00:26:44.662943] [INFO ] [CONFIGURE ] ECCU: Average time per feature: 1.6 seconds
[2025-10-10T00:26:44.663011] [INFO ] [CONFIGURE ] ECCU: Average speed: 0.66 features/sec
[2025-10-10T00:26:44.664196] [INFO ] [LOCAL     ] Saved configuration for ECCU: 3 features, 80.00% accuracy -> ./output/feature-sets/ECCU.json
[2025-10-10T00:26:44.664279] [INFO ] [CONFIGURE ] ECCU: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T00:26:44.664402] [INFO ] [sig       ] [1/3] Successfully configured ECCU | 0.02 sym/s | Total: 45s | ETA: 1.5m
[2025-10-10T00:26:44.664550] [INFO ] [sig       ] [2/3] Configuring LUCK...
[2025-10-10T00:26:44.664661] [INFO ] [CONFIGURE ] LUCK: Configurate test run.
[2025-10-10T00:26:44.664798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'.
[2025-10-10T00:26:44.914973] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LUCK'.
[2025-10-10T00:26:44.915554] [INFO ] [CONFIGURE ] LUCK: Testing with 29 available features
[2025-10-10T00:26:44.915668] [INFO ] [CONFIGURE ] LUCK: Establishing baseline with no features...
[2025-10-10T00:26:45.020492] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:26:45.130423] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:45.239134] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:45.345775] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:45.454401] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:45.563843] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:26:45.684569] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:45.811797] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:45.941765] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T00:26:46.069622] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:46.069895] [INFO ] [CONFIGURE ] LUCK: Baseline score (no features): 40.00%
[2025-10-10T00:26:46.069999] [INFO ] [CONFIGURE ] LUCK: Testing feature 1/29: add_bollinger_bands
[2025-10-10T00:26:46.070078] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_bollinger_bands']
[2025-10-10T00:26:46.212941] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:26:46.336378] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:46.456170] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:46.581103] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:46.710970] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:26:46.836836] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:26:46.966017] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:26:47.089733] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:47.214896] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T00:26:47.332944] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:47.333155] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T00:26:47.333236] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.6s/test | Remaining: 58 tests
[2025-10-10T00:26:47.333312] [INFO ] [CONFIGURE ] LUCK: Testing feature 2/29: add_cumulative_delta
[2025-10-10T00:26:47.333397] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta']
[2025-10-10T00:26:47.452879] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:26:47.580621] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:47.711549] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:47.846403] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:47.979698] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:48.117539] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:48.250661] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:26:48.377517] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:48.505727] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:48.635355] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:48.635565] [INFO ] [CONFIGURE ] LUCK: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-10T00:26:48.635682] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 1.5s/test | Remaining: 57 tests
[2025-10-10T00:26:48.635783] [INFO ] [CONFIGURE ] LUCK: Testing feature 3/29: add_daily_returns
[2025-10-10T00:26:48.635863] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T00:26:48.766757] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:26:48.903020] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:26:49.037697] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:49.173521] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:49.307147] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:49.437520] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:26:49.567339] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:49.710386] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:49.854835] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:50.005206] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:50.005434] [INFO ] [CONFIGURE ] LUCK: KEPT add_daily_returns (score: 60.00%)
[2025-10-10T00:26:50.005516] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 56 tests
[2025-10-10T00:26:50.005593] [INFO ] [CONFIGURE ] LUCK: Testing feature 4/29: add_ema
[2025-10-10T00:26:50.005708] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-10T00:26:50.166699] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:26:50.316630] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:50.466668] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:50.624102] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:50.775302] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:50.926387] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:51.086952] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:51.245764] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:51.400707] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:51.560011] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:51.560264] [INFO ] [CONFIGURE ] LUCK: KEPT add_ema (score: 70.00%)
[2025-10-10T00:26:51.560349] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 55 tests
[2025-10-10T00:26:51.560426] [INFO ] [CONFIGURE ] LUCK: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T00:26:51.560501] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T00:26:51.738935] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:26:51.912990] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:52.091020] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:52.274405] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:52.455397] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:52.639732] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:52.821402] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:26:53.001837] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:53.183622] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:53.368540] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:53.368818] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T00:26:53.368913] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.5s/test | Remaining: 54 tests
[2025-10-10T00:26:53.369007] [INFO ] [CONFIGURE ] LUCK: Testing feature 6/29: add_failed_moves
[2025-10-10T00:26:53.369095] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-10T00:26:53.534550] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:26:53.694815] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:53.846925] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:54.002759] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:54.162821] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:54.323472] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:54.479233] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:54.641404] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:54.812610] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:54.985477] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:54.985735] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T00:26:54.985821] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 1.6s/test | Remaining: 53 tests
[2025-10-10T00:26:54.985916] [INFO ] [CONFIGURE ] LUCK: Testing feature 7/29: add_lag_shelf
[2025-10-10T00:26:54.985991] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-10T00:26:55.132805] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:26:55.280964] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:55.426261] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:55.583556] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:55.748577] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:55.899757] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:56.053032] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:56.215502] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:56.373616] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:56.526768] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:26:56.527065] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T00:26:56.527153] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.6s/test | Remaining: 52 tests
[2025-10-10T00:26:56.527229] [INFO ] [CONFIGURE ] LUCK: Testing feature 8/29: add_macd
[2025-10-10T00:26:56.527302] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T00:26:56.717666] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:26:56.901209] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:26:57.077400] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T00:26:57.265115] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T00:26:57.454674] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:57.650680] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:57.847950] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:58.045153] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:58.229934] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:26:58.413687] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:26:58.413897] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_macd (score: 50.00%)
[2025-10-10T00:26:58.413977] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.6s/test | Remaining: 51 tests
[2025-10-10T00:26:58.414051] [INFO ] [CONFIGURE ] LUCK: Testing feature 9/29: add_mfi
[2025-10-10T00:26:58.414123] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-10T00:26:58.579373] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:26:58.747963] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:26:58.914880] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:26:59.081103] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:26:59.248243] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:26:59.414561] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:26:59.583437] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:26:59.752059] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:26:59.921667] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:00.094344] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:00.094541] [INFO ] [CONFIGURE ] LUCK: KEPT add_mfi (score: 80.00%)
[2025-10-10T00:27:00.094638] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.6s/test | Remaining: 50 tests
[2025-10-10T00:27:00.094738] [INFO ] [CONFIGURE ] LUCK: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T00:27:00.094814] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T00:27:00.293506] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:00.480198] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:00.669872] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:00.883227] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:01.095667] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:01.330552] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:01.556774] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:01.764493] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:01.973562] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:02.190070] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:02.190342] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T00:27:02.190424] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.6s/test | Remaining: 49 tests
[2025-10-10T00:27:02.190502] [INFO ] [CONFIGURE ] LUCK: Testing feature 11/29: add_obv_daily
[2025-10-10T00:27:02.190578] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-10T00:27:02.374511] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:02.547437] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:02.718464] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:02.890984] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:03.062559] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:03.238237] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:03.417672] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:03.600681] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:03.779016] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:03.959249] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:03.959470] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-10T00:27:03.959549] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 1.6s/test | Remaining: 48 tests
[2025-10-10T00:27:03.959625] [INFO ] [CONFIGURE ] LUCK: Testing feature 12/29: add_obv_interval
[2025-10-10T00:27:03.959724] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_interval']
[2025-10-10T00:27:04.138546] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:04.316994] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:04.498388] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:04.679604] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:04.859201] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:05.035147] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:05.214981] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:05.398101] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:05.587236] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:05.781662] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:05.781937] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T00:27:05.782040] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.6s/test | Remaining: 47 tests
[2025-10-10T00:27:05.782118] [INFO ] [CONFIGURE ] LUCK: Testing feature 13/29: add_opening_strength
[2025-10-10T00:27:05.782193] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_opening_strength']
[2025-10-10T00:27:05.984469] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:06.173482] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:06.367726] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:06.555766] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:06.745974] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:06.925371] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:07.105820] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:27:07.286523] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:07.476010] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:07.661181] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:07.661395] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T00:27:07.661474] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.6s/test | Remaining: 46 tests
[2025-10-10T00:27:07.661549] [INFO ] [CONFIGURE ] LUCK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T00:27:07.661623] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-10T00:27:07.858200] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:08.066029] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:08.258257] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:08.445867] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:08.635831] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:08.825528] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:09.014090] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:09.207741] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:09.403578] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:09.608986] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:09.609283] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T00:27:09.609371] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.6s/test | Remaining: 45 tests
[2025-10-10T00:27:09.609452] [INFO ] [CONFIGURE ] LUCK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T00:27:09.609529] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T00:27:09.844130] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:10.083632] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:10.328266] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:10.538488] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:10.749167] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:10.931341] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:11.121049] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:11.297096] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:11.467794] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:11.637857] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:11.638053] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T00:27:11.638132] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.6s/test | Remaining: 44 tests
[2025-10-10T00:27:11.638205] [INFO ] [CONFIGURE ] LUCK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T00:27:11.638275] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T00:27:11.813548] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:11.991769] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:12.171001] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:12.357203] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:12.537788] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:12.749843] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:12.970474] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:13.167403] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:13.362180] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:13.548337] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:13.548584] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T00:27:13.548693] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 1.6s/test | Remaining: 43 tests
[2025-10-10T00:27:13.548771] [INFO ] [CONFIGURE ] LUCK: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T00:27:13.548847] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_return_2d']
[2025-10-10T00:27:13.744060] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:13.933790] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:14.119249] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:14.303678] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:14.495359] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:14.687407] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:14.881172] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:15.070904] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:15.250897] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:15.434294] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:15.434507] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T00:27:15.434586] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.6s/test | Remaining: 42 tests
[2025-10-10T00:27:15.434724] [INFO ] [CONFIGURE ] LUCK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T00:27:15.434800] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T00:27:15.599008] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:15.767660] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:15.936623] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:16.100776] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:16.264463] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:16.435841] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:16.606960] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:16.782565] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:16.952408] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:17.126003] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:17.126253] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T00:27:17.126339] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.6s/test | Remaining: 41 tests
[2025-10-10T00:27:17.126413] [INFO ] [CONFIGURE ] LUCK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T00:27:17.126465] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T00:27:17.295591] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:17.462297] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:17.633267] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:17.804342] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:17.981310] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:18.148609] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:18.319636] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:18.489770] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:18.659917] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:18.868269] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:18.868550] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T00:27:18.868678] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.6s/test | Remaining: 40 tests
[2025-10-10T00:27:18.868760] [INFO ] [CONFIGURE ] LUCK: Testing feature 20/29: add_price_rejection
[2025-10-10T00:27:18.868833] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_price_rejection']
[2025-10-10T00:27:19.059749] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:19.229735] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:19.399610] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:19.569483] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:19.750727] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:19.929589] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:20.109126] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:20.290179] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:20.473765] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:20.655775] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:20.656025] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T00:27:20.656109] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 1.6s/test | Remaining: 39 tests
[2025-10-10T00:27:20.656185] [INFO ] [CONFIGURE ] LUCK: Testing feature 21/29: add_range_position
[2025-10-10T00:27:20.656259] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_range_position']
[2025-10-10T00:27:20.845271] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:21.056294] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:21.250613] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:21.440487] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:21.622375] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:21.806446] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:21.990252] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:22.182708] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:22.374618] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:22.567252] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:22.567446] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T00:27:22.567525] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Avg: 1.6s/test | Remaining: 38 tests
[2025-10-10T00:27:22.567598] [INFO ] [CONFIGURE ] LUCK: Testing feature 22/29: add_realized_volatility
[2025-10-10T00:27:22.567699] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility']
[2025-10-10T00:27:22.767457] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:22.971837] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:23.177106] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:23.386149] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:23.595693] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:23.804557] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:24.017362] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:24.230739] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:24.441312] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:24.652617] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:24.652881] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T00:27:24.652961] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Avg: 1.6s/test | Remaining: 37 tests
[2025-10-10T00:27:24.653088] [INFO ] [CONFIGURE ] LUCK: Testing feature 23/29: add_recent_range_context
[2025-10-10T00:27:24.653164] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_recent_range_context']
[2025-10-10T00:27:24.823788] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:24.994106] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:25.165096] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:25.339361] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:25.512315] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:25.689472] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:25.875284] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:26.051989] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:26.230664] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:26.409119] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:26.409323] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T00:27:26.409402] [INFO ] [CONFIGURE ] JOB ETA: 59s | Avg: 1.7s/test | Remaining: 36 tests
[2025-10-10T00:27:26.409475] [INFO ] [CONFIGURE ] LUCK: Testing feature 24/29: add_rsi
[2025-10-10T00:27:26.409547] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_rsi']
[2025-10-10T00:27:26.583163] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:26.756033] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:26.930669] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:27.104668] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:27.284416] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:27.460093] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:27.636996] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:27.814609] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:27.995805] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:28.180829] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:28.181039] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T00:27:28.181100] [INFO ] [CONFIGURE ] JOB ETA: 58s | Avg: 1.7s/test | Remaining: 35 tests
[2025-10-10T00:27:28.181173] [INFO ] [CONFIGURE ] LUCK: Testing feature 25/29: add_tick_distribution
[2025-10-10T00:27:28.181250] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_tick_distribution']
[2025-10-10T00:27:28.355011] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:28.529721] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:28.711575] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:28.904256] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:29.109856] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:29.313446] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:29.511355] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:27:29.687878] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:29.892801] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:30.105140] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:30.105379] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T00:27:30.105467] [INFO ] [CONFIGURE ] JOB ETA: 56s | Avg: 1.7s/test | Remaining: 34 tests
[2025-10-10T00:27:30.105560] [INFO ] [CONFIGURE ] LUCK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T00:27:30.105663] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-10T00:27:30.311162] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:30.492265] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:30.676212] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:30.854715] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:31.034837] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:31.212950] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:31.399912] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:31.583792] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:31.762672] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:31.941283] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:31.941482] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T00:27:31.941563] [INFO ] [CONFIGURE ] JOB ETA: 55s | Avg: 1.7s/test | Remaining: 33 tests
[2025-10-10T00:27:31.941637] [INFO ] [CONFIGURE ] LUCK: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T00:27:31.941735] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence']
[2025-10-10T00:27:32.124955] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:32.306540] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:32.487344] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:32.670354] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:32.856167] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:33.045566] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:33.239104] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:33.427212] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:33.616564] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:33.803941] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:33.804155] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T00:27:33.804237] [INFO ] [CONFIGURE ] JOB ETA: 53s | Avg: 1.7s/test | Remaining: 32 tests
[2025-10-10T00:27:33.804335] [INFO ] [CONFIGURE ] LUCK: Testing feature 28/29: add_volume_profile
[2025-10-10T00:27:33.804408] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_profile']
[2025-10-10T00:27:33.980814] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:34.159145] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T00:27:34.338442] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:34.516848] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:34.693012] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:34.875299] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:35.055026] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T00:27:35.235963] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:35.416458] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:35.595577] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:35.595809] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T00:27:35.595888] [INFO ] [CONFIGURE ] JOB ETA: 52s | Avg: 1.7s/test | Remaining: 31 tests
[2025-10-10T00:27:35.595963] [INFO ] [CONFIGURE ] LUCK: Testing feature 29/29: add_vwap
[2025-10-10T00:27:35.596011] [INFO ] [CONFIGURE ] LUCK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_vwap']
[2025-10-10T00:27:35.775361] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:35.957633] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T00:27:36.150621] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:36.338514] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T00:27:36.527665] [DEBUG] [FORECASTER] LUCK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:36.717191] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:36.902321] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:37.080116] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T00:27:37.262562] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T00:27:37.445583] [DEBUG] [FORECASTER] LUCK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:37.445810] [INFO ] [CONFIGURE ] LUCK: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T00:27:37.445891] [INFO ] [CONFIGURE ] JOB ETA: 50s | Avg: 1.7s/test | Remaining: 30 tests
[2025-10-10T00:27:37.446022] [INFO ] [CONFIGURE ] LUCK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T00:27:37.446106] [INFO ] [CONFIGURE ] LUCK: Best accuracy: 80.00%
[2025-10-10T00:27:37.446182] [INFO ] [CONFIGURE ] LUCK: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-10T00:27:37.446253] [INFO ] [CONFIGURE ] LUCK: Improvement over baseline: 40.00%
[2025-10-10T00:27:37.446321] [INFO ] [CONFIGURE ] LUCK: Total time: 51.4 seconds
[2025-10-10T00:27:37.446390] [INFO ] [CONFIGURE ] LUCK: Average time per feature: 1.8 seconds
[2025-10-10T00:27:37.446461] [INFO ] [CONFIGURE ] LUCK: Average speed: 0.56 features/sec
[2025-10-10T00:27:37.447362] [INFO ] [LOCAL     ] Saved configuration for LUCK: 4 features, 80.00% accuracy -> ./output/feature-sets/LUCK.json
[2025-10-10T00:27:37.447451] [INFO ] [CONFIGURE ] LUCK: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T00:27:37.447590] [INFO ] [sig       ] [2/3] Successfully configured LUCK | 0.02 sym/s | Total: 1.6m | ETA: 49s
[2025-10-10T00:27:37.447719] [INFO ] [sig       ] [3/3] Configuring TCBX...
[2025-10-10T00:27:37.447799] [INFO ] [CONFIGURE ] TCBX: Configurate test run.
[2025-10-10T00:27:37.447921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-10-10T00:27:37.472757] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TCBX'.
[2025-10-10T00:27:37.473804] [INFO ] [CONFIGURE ] TCBX: Testing with 29 available features
[2025-10-10T00:27:37.473895] [INFO ] [CONFIGURE ] TCBX: Establishing baseline with no features...
[2025-10-10T00:27:37.598166] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:37.717848] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:37.841076] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:37.957220] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:38.073147] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:38.187829] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:38.297995] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:38.410723] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:38.523184] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:38.638877] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:38.639153] [INFO ] [CONFIGURE ] TCBX: Baseline score (no features): 50.00%
[2025-10-10T00:27:38.639240] [INFO ] [CONFIGURE ] TCBX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T00:27:38.639314] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_bollinger_bands']
[2025-10-10T00:27:38.764129] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:38.887731] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:39.012894] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:39.133850] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:39.256724] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:39.378633] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:39.500186] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:39.628894] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:39.759190] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:39.885045] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:39.885273] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T00:27:39.885354] [INFO ] [CONFIGURE ] JOB ETA: 48s | Avg: 1.7s/test | Remaining: 29 tests
[2025-10-10T00:27:39.885428] [INFO ] [CONFIGURE ] TCBX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T00:27:39.885498] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_cumulative_delta']
[2025-10-10T00:27:40.015115] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:40.143059] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:40.274341] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:40.416204] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:40.547293] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:27:40.677388] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:40.813310] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:40.951089] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:41.087959] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:41.223482] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:41.223754] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T00:27:41.223840] [INFO ] [CONFIGURE ] JOB ETA: 46s | Avg: 1.7s/test | Remaining: 28 tests
[2025-10-10T00:27:41.223916] [INFO ] [CONFIGURE ] TCBX: Testing feature 3/29: add_daily_returns
[2025-10-10T00:27:41.224014] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns']
[2025-10-10T00:27:41.340180] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:41.457722] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:41.572720] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:41.685693] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:41.797718] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:41.913807] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:42.028047] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:42.141052] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:42.254008] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:42.370236] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:42.370472] [INFO ] [CONFIGURE ] TCBX: KEPT add_daily_returns (score: 70.00%)
[2025-10-10T00:27:42.370556] [INFO ] [CONFIGURE ] JOB ETA: 45s | Avg: 1.6s/test | Remaining: 27 tests
[2025-10-10T00:27:42.370634] [INFO ] [CONFIGURE ] TCBX: Testing feature 4/29: add_ema
[2025-10-10T00:27:42.370737] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T00:27:42.509661] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:42.648823] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:42.780437] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:42.910355] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:43.043885] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:43.178942] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:43.313398] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:43.444843] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:43.579510] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:43.713119] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:43.713317] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_ema (score: 60.00%)
[2025-10-10T00:27:43.713416] [INFO ] [CONFIGURE ] JOB ETA: 43s | Avg: 1.6s/test | Remaining: 26 tests
[2025-10-10T00:27:43.713515] [INFO ] [CONFIGURE ] TCBX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T00:27:43.713589] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T00:27:43.860721] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:44.007515] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:44.141841] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:44.276634] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:44.426964] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:44.564910] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:44.705802] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:44.844470] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:44.990022] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:45.132086] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:45.132289] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T00:27:45.132368] [INFO ] [CONFIGURE ] JOB ETA: 41s | Avg: 1.6s/test | Remaining: 25 tests
[2025-10-10T00:27:45.132458] [INFO ] [CONFIGURE ] TCBX: Testing feature 6/29: add_failed_moves
[2025-10-10T00:27:45.132562] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-10T00:27:45.247229] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:45.369074] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:45.487260] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:45.613631] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:45.732836] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:45.853628] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:45.974032] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:46.101269] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:46.225279] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:46.348815] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:46.349097] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T00:27:46.349184] [INFO ] [CONFIGURE ] JOB ETA: 39s | Avg: 1.6s/test | Remaining: 24 tests
[2025-10-10T00:27:46.349260] [INFO ] [CONFIGURE ] TCBX: Testing feature 7/29: add_lag_shelf
[2025-10-10T00:27:46.349370] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-10T00:27:46.461260] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:46.570337] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:46.683701] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:46.795217] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:46.908142] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:47.020426] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:47.131025] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:47.244068] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:47.361730] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:47.474719] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:47.474972] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T00:27:47.475056] [INFO ] [CONFIGURE ] JOB ETA: 37s | Avg: 1.6s/test | Remaining: 23 tests
[2025-10-10T00:27:47.475129] [INFO ] [CONFIGURE ] TCBX: Testing feature 8/29: add_macd
[2025-10-10T00:27:47.475202] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T00:27:47.626840] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:47.774518] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:47.929311] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:48.084109] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:48.249048] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:48.403987] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:48.566687] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:48.724876] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:48.874821] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:49.031254] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:49.031546] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_macd (score: 60.00%)
[2025-10-10T00:27:49.031630] [INFO ] [CONFIGURE ] JOB ETA: 36s | Avg: 1.6s/test | Remaining: 22 tests
[2025-10-10T00:27:49.031736] [INFO ] [CONFIGURE ] TCBX: Testing feature 9/29: add_mfi
[2025-10-10T00:27:49.031811] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-10T00:27:49.157032] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:49.281160] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:49.405753] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:49.534851] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:49.668322] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:49.797111] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:49.927993] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:50.065731] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:50.209740] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:50.347615] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:50.347854] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T00:27:50.347959] [INFO ] [CONFIGURE ] JOB ETA: 34s | Avg: 1.6s/test | Remaining: 21 tests
[2025-10-10T00:27:50.348035] [INFO ] [CONFIGURE ] TCBX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T00:27:50.348108] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T00:27:50.498612] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:50.651197] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:50.810680] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:50.959243] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:51.121370] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:51.270123] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:51.425918] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:51.575567] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:51.733496] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:27:51.901100] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:51.901365] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T00:27:51.901465] [INFO ] [CONFIGURE ] JOB ETA: 32s | Avg: 1.6s/test | Remaining: 20 tests
[2025-10-10T00:27:51.901545] [INFO ] [CONFIGURE ] TCBX: Testing feature 11/29: add_obv_daily
[2025-10-10T00:27:51.901604] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-10T00:27:52.036837] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:52.161524] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:52.287674] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T00:27:52.418316] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:52.552269] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:52.684116] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:52.814130] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:52.944386] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:53.071619] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:53.210614] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:53.211025] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T00:27:53.211110] [INFO ] [CONFIGURE ] JOB ETA: 31s | Avg: 1.6s/test | Remaining: 19 tests
[2025-10-10T00:27:53.211186] [INFO ] [CONFIGURE ] TCBX: Testing feature 12/29: add_obv_interval
[2025-10-10T00:27:53.211257] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-10T00:27:53.335794] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:53.460869] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:53.608305] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:53.747857] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:53.864481] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:53.978533] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:54.094297] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:54.209950] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:54.326450] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:54.443534] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:54.443771] [INFO ] [CONFIGURE ] TCBX: KEPT add_obv_interval (score: 80.00%)
[2025-10-10T00:27:54.443869] [INFO ] [CONFIGURE ] JOB ETA: 29s | Avg: 1.6s/test | Remaining: 18 tests
[2025-10-10T00:27:54.443958] [INFO ] [CONFIGURE ] TCBX: Testing feature 13/29: add_opening_strength
[2025-10-10T00:27:54.444046] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-10-10T00:27:54.571476] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:54.698952] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:54.833187] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:54.965203] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:55.093721] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:55.224283] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:55.356695] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:55.490249] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:55.621801] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:55.751180] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:55.751364] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T00:27:55.751443] [INFO ] [CONFIGURE ] JOB ETA: 27s | Avg: 1.6s/test | Remaining: 17 tests
[2025-10-10T00:27:55.751518] [INFO ] [CONFIGURE ] TCBX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T00:27:55.751589] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T00:27:55.889910] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:56.027459] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T00:27:56.163409] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:56.300259] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:56.444051] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:56.584088] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:27:56.727261] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:56.872343] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T00:27:57.016962] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:57.166438] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:27:57.166738] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T00:27:57.166825] [INFO ] [CONFIGURE ] JOB ETA: 26s | Avg: 1.6s/test | Remaining: 16 tests
[2025-10-10T00:27:57.166903] [INFO ] [CONFIGURE ] TCBX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T00:27:57.166979] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T00:27:57.291812] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:27:57.416495] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:57.539013] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:57.662987] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:57.788626] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:57.914071] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:58.040017] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:58.176813] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:58.303905] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:58.434466] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:58.434725] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T00:27:58.434810] [INFO ] [CONFIGURE ] JOB ETA: 24s | Avg: 1.6s/test | Remaining: 15 tests
[2025-10-10T00:27:58.434886] [INFO ] [CONFIGURE ] TCBX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T00:27:58.434962] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T00:27:58.567981] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:27:58.695100] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:27:58.828293] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:27:58.962309] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:27:59.092860] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:27:59.225104] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:27:59.361960] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:27:59.499686] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:27:59.635991] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:27:59.770550] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:27:59.770763] [INFO ] [CONFIGURE ] TCBX: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-10T00:27:59.770846] [INFO ] [CONFIGURE ] JOB ETA: 22s | Avg: 1.6s/test | Remaining: 14 tests
[2025-10-10T00:27:59.770923] [INFO ] [CONFIGURE ] TCBX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T00:27:59.770996] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-10T00:27:59.917519] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:00.067976] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:00.217549] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T00:28:00.364375] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:00.518492] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:00.673484] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:28:00.830418] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:00.981720] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:01.138337] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:01.301059] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:01.301318] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T00:28:01.301399] [INFO ] [CONFIGURE ] JOB ETA: 21s | Avg: 1.6s/test | Remaining: 13 tests
[2025-10-10T00:28:01.301471] [INFO ] [CONFIGURE ] TCBX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T00:28:01.301522] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T00:28:01.438916] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:01.575664] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:01.733921] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:01.924540] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:02.142335] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:02.346474] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:28:02.556135] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:02.732961] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:02.903699] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:03.069736] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:03.069985] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T00:28:03.070073] [INFO ] [CONFIGURE ] JOB ETA: 19s | Avg: 1.6s/test | Remaining: 12 tests
[2025-10-10T00:28:03.070149] [INFO ] [CONFIGURE ] TCBX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T00:28:03.070225] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-10T00:28:03.204551] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:03.344294] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:03.480416] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:03.623883] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:03.766288] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:03.908335] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:04.050396] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:04.197777] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:04.337309] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:04.480093] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:04.480300] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T00:28:04.480380] [INFO ] [CONFIGURE ] JOB ETA: 18s | Avg: 1.6s/test | Remaining: 11 tests
[2025-10-10T00:28:04.480455] [INFO ] [CONFIGURE ] TCBX: Testing feature 20/29: add_price_rejection
[2025-10-10T00:28:04.480527] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-10T00:28:04.633606] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:04.792993] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:04.943776] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:05.099696] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:05.255964] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:05.409841] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:05.570315] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:05.735342] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:05.892586] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:06.049375] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:06.049598] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T00:28:06.049707] [INFO ] [CONFIGURE ] JOB ETA: 16s | Avg: 1.6s/test | Remaining: 10 tests
[2025-10-10T00:28:06.049786] [INFO ] [CONFIGURE ] TCBX: Testing feature 21/29: add_range_position
[2025-10-10T00:28:06.049858] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-10T00:28:06.202136] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:06.351031] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:06.504786] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:06.653967] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:06.807109] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:28:06.964001] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:07.118665] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:07.271437] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:07.432323] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:07.591249] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:07.591496] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T00:28:07.591582] [INFO ] [CONFIGURE ] JOB ETA: 14s | Avg: 1.6s/test | Remaining: 9 tests
[2025-10-10T00:28:07.591685] [INFO ] [CONFIGURE ] TCBX: Testing feature 22/29: add_realized_volatility
[2025-10-10T00:28:07.591762] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-10T00:28:07.763927] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:07.934016] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:08.105933] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:08.266344] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:08.446992] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:08.628145] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:08.809526] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:08.992863] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:09.178441] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:28:09.359198] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:09.359421] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T00:28:09.359503] [INFO ] [CONFIGURE ] JOB ETA: 13s | Avg: 1.6s/test | Remaining: 8 tests
[2025-10-10T00:28:09.359578] [INFO ] [CONFIGURE ] TCBX: Testing feature 23/29: add_recent_range_context
[2025-10-10T00:28:09.359676] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-10T00:28:09.503629] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:09.657570] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:09.806951] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:09.968616] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:10.119793] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:10.265950] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:10.413547] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:10.556306] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:10.700234] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:10.849570] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:10.849808] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T00:28:10.849889] [INFO ] [CONFIGURE ] JOB ETA: 11s | Avg: 1.6s/test | Remaining: 7 tests
[2025-10-10T00:28:10.849963] [INFO ] [CONFIGURE ] TCBX: Testing feature 24/29: add_rsi
[2025-10-10T00:28:10.850044] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-10T00:28:11.009023] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:11.169715] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:11.326410] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T00:28:11.483300] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:11.646408] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T00:28:11.805526] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T00:28:11.974943] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:12.148356] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:12.319848] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:12.510564] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:12.510856] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T00:28:12.510943] [INFO ] [CONFIGURE ] JOB ETA: 10s | Avg: 1.6s/test | Remaining: 6 tests
[2025-10-10T00:28:12.511021] [INFO ] [CONFIGURE ] TCBX: Testing feature 25/29: add_tick_distribution
[2025-10-10T00:28:12.511095] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-10T00:28:12.669183] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:12.812095] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:12.963236] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:13.114062] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:13.256048] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:13.399058] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:13.545753] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:13.690210] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:13.835084] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:13.978790] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:13.978999] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-10T00:28:13.979078] [INFO ] [CONFIGURE ] JOB ETA: 8s | Avg: 1.6s/test | Remaining: 5 tests
[2025-10-10T00:28:13.979154] [INFO ] [CONFIGURE ] TCBX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T00:28:13.979229] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-10T00:28:14.118532] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-24, Predicted=0.0, Actual=1
[2025-10-10T00:28:14.269217] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:14.416042] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:14.565229] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:14.711925] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:14.861121] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:15.010943] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:15.165848] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:15.323694] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T00:28:15.480402] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:15.480663] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T00:28:15.480747] [INFO ] [CONFIGURE ] JOB ETA: 6s | Avg: 1.6s/test | Remaining: 4 tests
[2025-10-10T00:28:15.480839] [INFO ] [CONFIGURE ] TCBX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T00:28:15.480937] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-10T00:28:15.637208] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:15.786639] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:15.939556] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:16.094783] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:16.248222] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:16.406096] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:16.573734] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:16.731846] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:16.893227] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:17.050106] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:17.050335] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T00:28:17.050418] [INFO ] [CONFIGURE ] JOB ETA: 5s | Avg: 1.6s/test | Remaining: 3 tests
[2025-10-10T00:28:17.050515] [INFO ] [CONFIGURE ] TCBX: Testing feature 28/29: add_volume_profile
[2025-10-10T00:28:17.050594] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-10T00:28:17.191898] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:17.336277] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:17.480314] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:17.629813] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:17.769178] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:17.913518] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:18.060305] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:18.211791] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:18.358058] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:18.519545] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T00:28:18.519810] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T00:28:18.519893] [INFO ] [CONFIGURE ] JOB ETA: 3s | Avg: 1.6s/test | Remaining: 2 tests
[2025-10-10T00:28:18.519977] [INFO ] [CONFIGURE ] TCBX: Testing feature 29/29: add_vwap
[2025-10-10T00:28:18.520052] [INFO ] [CONFIGURE ] TCBX: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-10T00:28:18.679070] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-24, Predicted=1.0, Actual=1
[2025-10-10T00:28:18.828896] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T00:28:18.976300] [DEBUG] [FORECASTER] TCBX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T00:28:19.123540] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T00:28:19.273784] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T00:28:19.423408] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T00:28:19.575227] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T00:28:19.747831] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T00:28:19.923858] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T00:28:20.091841] [DEBUG] [FORECASTER] TCBX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T00:28:20.092124] [INFO ] [CONFIGURE ] TCBX: DISCARDED add_vwap (score: 90.00%)
[2025-10-10T00:28:20.092211] [INFO ] [CONFIGURE ] JOB ETA: 2s | Avg: 1.6s/test | Remaining: 1 tests
[2025-10-10T00:28:20.092323] [INFO ] [CONFIGURE ] TCBX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T00:28:20.092401] [INFO ] [CONFIGURE ] TCBX: Best accuracy: 90.00%
[2025-10-10T00:28:20.092461] [INFO ] [CONFIGURE ] TCBX: Best feature set (3 features): ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T00:28:20.092526] [INFO ] [CONFIGURE ] TCBX: Improvement over baseline: 40.00%
[2025-10-10T00:28:20.092573] [INFO ] [CONFIGURE ] TCBX: Total time: 41.5 seconds
[2025-10-10T00:28:20.092622] [INFO ] [CONFIGURE ] TCBX: Average time per feature: 1.4 seconds
[2025-10-10T00:28:20.092783] [INFO ] [CONFIGURE ] TCBX: Average speed: 0.70 features/sec
[2025-10-10T00:28:20.094030] [INFO ] [LOCAL     ] Saved configuration for TCBX: 3 features, 90.00% accuracy -> ./output/feature-sets/TCBX.json
[2025-10-10T00:28:20.094132] [INFO ] [CONFIGURE ] TCBX: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T00:28:20.094315] [INFO ] [sig       ] [3/3] Successfully configured TCBX | 0.02 sym/s | Total: 2.3m | ETA: 0s
[2025-10-10T00:28:20.094454] [INFO ] [sig       ] ==================================================
[2025-10-10T00:28:20.094552] [INFO ] [sig       ] Configuration complete: 3/3 symbols succeeded
[2025-10-10T00:28:20.702169] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION'
[2025-10-10T00:28:20.702559] [INFO ] [sig       ] Email notification sent
[2025-10-10T00:28:20.704279] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-10-10T00:28:20.704705] [INFO ] [STATE     ] Last completion updated: 2025-10-10T00:28:20.704417
[2025-10-10T00:28:22.531863] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-10T00:28:22.706562] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-10T00:28:22.884540] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-10T00:28:23.055601] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-10T00:28:23.056108] [WARN ] [STATE     ] State set to: WAITING
[2025-10-10T00:28:23.056189] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-10T00:28:23.355253] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-10T00:28:23.360175] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-09), and is a dependency of this service.
[2025-10-10T00:28:23.395300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T00:28:23.430901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T00:28:23.465984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T00:28:23.466346] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-10T00:28:23.466447] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-10-10T00:28:23.466575] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-10T00:28:23.520577] [DEBUG] [REMOTE    ] Fetched 1690 unique symbols from directory listing.
[2025-10-10T00:28:23.524581] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-10-10T00:28:23.524708] [INFO ] [sig       ] Found 1690 active symbols to forecast
[2025-10-10T00:28:23.525109] [INFO ] [sig       ] [1/1690] Forecasting A...
[2025-10-10T00:28:23.525202] [INFO ] [sig       ] Generating forecast for: A
[2025-10-10T00:28:23.525289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-10-10T00:28:23.539339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'A'.
[2025-10-10T00:28:23.539883] [INFO ] [FORECASTER] Starting predict_future for A
[2025-10-10T00:28:23.568804] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:23.569634] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-10-10T00:28:23.569739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:23.569816] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:23.569900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:23.570092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:23.587950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:23.588743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:23.588872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:23.588958] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:23.628258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:23.628483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:23.628533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:23.628566] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:23.632770] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2025-10-10T00:28:23.633187] [INFO ] [FORECASTER] Completed predict_future for A
[2025-10-10T00:28:23.633437] [INFO ] [sig       ] A: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:23.778493] [INFO ] [LOCAL     ] Saved forecast: A	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/A.txt
[2025-10-10T00:28:23.778792] [INFO ] [sig       ] [1/1690] Completed A in 0.3s | 3.94 sym/s | Total: 0.3s | ETA: 7.1m
[2025-10-10T00:28:23.778875] [INFO ] [sig       ] [2/1690] Forecasting AA...
[2025-10-10T00:28:23.779017] [INFO ] [sig       ] Generating forecast for: AA
[2025-10-10T00:28:23.779103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-10-10T00:28:23.789859] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AA'.
[2025-10-10T00:28:23.790295] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-10-10T00:28:23.816483] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:23.817306] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-10-10T00:28:23.817388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:23.817476] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:23.817559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:23.817706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:23.835687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:23.836546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:23.836705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:23.836797] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:23.870691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:23.870854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:23.870901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:23.870935] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:23.874799] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2025-10-10T00:28:23.875127] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-10-10T00:28:23.875293] [INFO ] [sig       ] AA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:24.087763] [INFO ] [LOCAL     ] Saved forecast: AA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AA.txt
[2025-10-10T00:28:24.088067] [INFO ] [sig       ] [2/1690] Completed AA in 0.3s | 3.55 sym/s | Total: 0.6s | ETA: 7.9m
[2025-10-10T00:28:24.088172] [INFO ] [sig       ] [3/1690] Forecasting AAP...
[2025-10-10T00:28:24.088226] [INFO ] [sig       ] Generating forecast for: AAP
[2025-10-10T00:28:24.088268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-10-10T00:28:24.099161] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AAP'.
[2025-10-10T00:28:24.099564] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-10-10T00:28:24.125478] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:24.126321] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-10-10T00:28:24.126403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:24.126491] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:24.126577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:24.126734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:24.148863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:24.150093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:24.150216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:24.150304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:24.186920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:24.187026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:24.187068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:24.187102] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:24.190490] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-10-10T00:28:24.190832] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-10-10T00:28:24.191000] [INFO ] [sig       ] AAP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:24.335508] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AAP.txt
[2025-10-10T00:28:24.335751] [INFO ] [sig       ] [3/1690] Completed AAP in 0.2s | 3.70 sym/s | Total: 0.8s | ETA: 7.6m
[2025-10-10T00:28:24.335889] [INFO ] [sig       ] [4/1690] Forecasting AAT...
[2025-10-10T00:28:24.335973] [INFO ] [sig       ] Generating forecast for: AAT
[2025-10-10T00:28:24.336045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-10-10T00:28:24.347321] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AAT'.
[2025-10-10T00:28:24.347808] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-10-10T00:28:24.375665] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:24.376614] [DEBUG] [LOCAL     ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt
[2025-10-10T00:28:24.376722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:24.376810] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:24.376893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:24.377017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:24.395375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:24.396098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:24.396215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:24.396305] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:24.429777] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:24.429932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:24.429976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:24.430010] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:24.433582] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-10-10T00:28:24.433935] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-10-10T00:28:24.434103] [INFO ] [sig       ] AAT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:24.581428] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AAT.txt
[2025-10-10T00:28:24.581715] [INFO ] [sig       ] [4/1690] Completed AAT in 0.2s | 3.79 sym/s | Total: 1.1s | ETA: 7.4m
[2025-10-10T00:28:24.581824] [INFO ] [sig       ] [5/1690] Forecasting AB...
[2025-10-10T00:28:24.581947] [INFO ] [sig       ] Generating forecast for: AB
[2025-10-10T00:28:24.582034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-10-10T00:28:24.591562] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AB'.
[2025-10-10T00:28:24.591957] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-10-10T00:28:24.618779] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:24.619710] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-10-10T00:28:24.619794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:24.619871] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:24.619942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:24.620046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:24.637767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:24.638428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:24.638537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:24.638607] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:24.676122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:24.676381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:24.676456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:24.676511] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:24.682113] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-10-10T00:28:24.682619] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-10-10T00:28:24.682863] [INFO ] [sig       ] AB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:24.828784] [INFO ] [LOCAL     ] Saved forecast: AB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AB.txt
[2025-10-10T00:28:24.829035] [INFO ] [sig       ] [5/1690] Completed AB in 0.2s | 3.83 sym/s | Total: 1.3s | ETA: 7.3m
[2025-10-10T00:28:24.829139] [INFO ] [sig       ] [6/1690] Forecasting ABCB...
[2025-10-10T00:28:24.829208] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-10-10T00:28:24.829280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-10-10T00:28:24.839187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABCB'.
[2025-10-10T00:28:24.839593] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-10-10T00:28:24.865321] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:24.866120] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-10-10T00:28:24.866199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:24.866285] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:24.866368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:24.866488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:24.883852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:24.884476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:24.884585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:24.884693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:24.920307] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:24.920417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:24.920459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:24.920492] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:24.923792] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-10-10T00:28:24.924083] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-10-10T00:28:24.924228] [INFO ] [sig       ] ABCB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:25.067265] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ABCB.txt
[2025-10-10T00:28:25.067528] [INFO ] [sig       ] [6/1690] Completed ABCB in 0.2s | 3.89 sym/s | Total: 1.5s | ETA: 7.2m
[2025-10-10T00:28:25.067636] [INFO ] [sig       ] [7/1690] Forecasting ABEV...
[2025-10-10T00:28:25.067730] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-10-10T00:28:25.067799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-10-10T00:28:25.077577] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABEV'.
[2025-10-10T00:28:25.078060] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-10-10T00:28:25.104607] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:25.105422] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-10-10T00:28:25.105520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:25.105613] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:25.105720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:25.105849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:25.124631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:25.125555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:25.125722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:25.125816] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:25.166818] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:25.167037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:25.167089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:25.167127] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:25.171070] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-10-10T00:28:25.171434] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-10-10T00:28:25.171598] [INFO ] [sig       ] ABEV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:25.336080] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ABEV.txt
[2025-10-10T00:28:25.336521] [INFO ] [sig       ] [7/1690] Completed ABEV in 0.3s | 3.86 sym/s | Total: 1.8s | ETA: 7.3m
[2025-10-10T00:28:25.336607] [INFO ] [sig       ] [8/1690] Forecasting ABG...
[2025-10-10T00:28:25.336716] [INFO ] [sig       ] Generating forecast for: ABG
[2025-10-10T00:28:25.336814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-10-10T00:28:25.347165] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABG'.
[2025-10-10T00:28:25.347539] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-10-10T00:28:25.374150] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:25.374935] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-10-10T00:28:25.375013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:25.375090] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:25.375160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:25.375263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:25.392778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:25.393413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:25.393539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:25.393615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:25.429910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:25.430123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:25.430195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:25.430232] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:25.434219] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-10-10T00:28:25.434545] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-10-10T00:28:25.434749] [INFO ] [sig       ] ABG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:25.582135] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ABG.txt
[2025-10-10T00:28:25.582446] [INFO ] [sig       ] [8/1690] Completed ABG in 0.2s | 3.89 sym/s | Total: 2.1s | ETA: 7.2m
[2025-10-10T00:28:25.582527] [INFO ] [sig       ] [9/1690] Forecasting ABM...
[2025-10-10T00:28:25.582596] [INFO ] [sig       ] Generating forecast for: ABM
[2025-10-10T00:28:25.582693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-10-10T00:28:25.592663] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABM'.
[2025-10-10T00:28:25.593057] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-10-10T00:28:25.618929] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:25.619714] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-10-10T00:28:25.619796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:25.619882] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:25.619965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:25.620129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:25.637445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:25.638145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:25.638256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:25.638340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:25.676284] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:25.676382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:25.676423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:25.676455] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:25.679683] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-10-10T00:28:25.680051] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-10-10T00:28:25.680216] [INFO ] [sig       ] ABM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:25.822794] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ABM.txt
[2025-10-10T00:28:25.823076] [INFO ] [sig       ] [9/1690] Completed ABM in 0.2s | 3.92 sym/s | Total: 2.3s | ETA: 7.2m
[2025-10-10T00:28:25.823201] [INFO ] [sig       ] [10/1690] Forecasting ABR...
[2025-10-10T00:28:25.823287] [INFO ] [sig       ] Generating forecast for: ABR
[2025-10-10T00:28:25.823376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-10-10T00:28:25.833489] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABR'.
[2025-10-10T00:28:25.833939] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-10-10T00:28:25.859935] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:25.860788] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-10-10T00:28:25.860869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:25.860944] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:25.861028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:25.861131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:25.879595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:25.880267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:25.880378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:25.880451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:25.918041] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:25.918181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:25.918226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:25.918261] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:25.921866] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-10-10T00:28:25.922232] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-10-10T00:28:25.922396] [INFO ] [sig       ] ABR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:26.069911] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ABR.txt
[2025-10-10T00:28:26.070230] [INFO ] [sig       ] [10/1690] Completed ABR in 0.2s | 3.93 sym/s | Total: 2.5s | ETA: 7.1m
[2025-10-10T00:28:26.070311] [INFO ] [sig       ] [11/1690] Forecasting ABT...
[2025-10-10T00:28:26.070383] [INFO ] [sig       ] Generating forecast for: ABT
[2025-10-10T00:28:26.070456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'.
[2025-10-10T00:28:26.079786] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ABT'.
[2025-10-10T00:28:26.080121] [INFO ] [FORECASTER] Starting predict_future for ABT
[2025-10-10T00:28:26.112145] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:26.113060] [DEBUG] [LOCAL     ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt
[2025-10-10T00:28:26.113140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:26.113223] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:26.113294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:26.113406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:26.131382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:26.132084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:26.132226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:26.132304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:26.166492] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:26.166748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:26.166818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:26.166854] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:26.170867] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-10-10T00:28:26.171201] [INFO ] [FORECASTER] Completed predict_future for ABT
[2025-10-10T00:28:26.171380] [INFO ] [sig       ] ABT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:26.335072] [INFO ] [LOCAL     ] Saved forecast: ABT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ABT.txt
[2025-10-10T00:28:26.335428] [INFO ] [sig       ] [11/1690] Completed ABT in 0.3s | 3.91 sym/s | Total: 2.8s | ETA: 7.1m
[2025-10-10T00:28:26.335511] [INFO ] [sig       ] [12/1690] Forecasting ACA...
[2025-10-10T00:28:26.335583] [INFO ] [sig       ] Generating forecast for: ACA
[2025-10-10T00:28:26.335681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-10-10T00:28:26.347092] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACA'.
[2025-10-10T00:28:26.347539] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-10-10T00:28:26.378031] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:26.378976] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-10-10T00:28:26.379057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:26.379131] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:26.379200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:26.379301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:26.396913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:26.397554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:26.397687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:26.397765] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:26.437543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:26.437733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:26.437798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:26.437835] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:26.441425] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-10-10T00:28:26.441788] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-10-10T00:28:26.441957] [INFO ] [sig       ] ACA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:26.599613] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACA.txt
[2025-10-10T00:28:26.599927] [INFO ] [sig       ] [12/1690] Completed ACA in 0.3s | 3.90 sym/s | Total: 3.1s | ETA: 7.2m
[2025-10-10T00:28:26.600013] [INFO ] [sig       ] [13/1690] Forecasting ACEL...
[2025-10-10T00:28:26.600073] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-10-10T00:28:26.600112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-10-10T00:28:26.612886] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACEL'.
[2025-10-10T00:28:26.613571] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-10-10T00:28:26.642730] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:26.643592] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-10-10T00:28:26.643696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:26.643785] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:26.643869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:26.643996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:26.662714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:26.663429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:26.663548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:26.663634] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:26.700556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:26.700688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:26.700751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:26.700787] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:26.704025] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-10-10T00:28:26.704311] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-10-10T00:28:26.704450] [INFO ] [sig       ] ACEL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:26.847218] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACEL.txt
[2025-10-10T00:28:26.847476] [INFO ] [sig       ] [13/1690] Completed ACEL in 0.2s | 3.91 sym/s | Total: 3.3s | ETA: 7.1m
[2025-10-10T00:28:26.847662] [INFO ] [sig       ] [14/1690] Forecasting ACHR...
[2025-10-10T00:28:26.847738] [INFO ] [sig       ] Generating forecast for: ACHR
[2025-10-10T00:28:26.847844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-10-10T00:28:26.858223] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACHR'.
[2025-10-10T00:28:26.858610] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-10-10T00:28:26.884340] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:26.885158] [DEBUG] [LOCAL     ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt
[2025-10-10T00:28:26.885253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:26.885326] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:26.885408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:26.885568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:26.903182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:26.903842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:26.903949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:26.904033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:26.941295] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:26.941395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:26.941435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:26.941469] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:26.944636] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-10-10T00:28:26.944950] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-10-10T00:28:26.945093] [INFO ] [sig       ] ACHR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:27.105507] [INFO ] [LOCAL     ] Saved forecast: ACHR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ACHR.txt
[2025-10-10T00:28:27.105941] [INFO ] [sig       ] [14/1690] Completed ACHR in 0.3s | 3.91 sym/s | Total: 3.6s | ETA: 7.1m
[2025-10-10T00:28:27.106026] [INFO ] [sig       ] [15/1690] Forecasting ACI...
[2025-10-10T00:28:27.106109] [INFO ] [sig       ] Generating forecast for: ACI
[2025-10-10T00:28:27.106206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-10-10T00:28:27.115759] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACI'.
[2025-10-10T00:28:27.116090] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-10-10T00:28:27.142060] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:27.142884] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-10-10T00:28:27.142964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:27.143042] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:27.143108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:27.143269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:27.160425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:27.161059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:27.161210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:27.161298] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:27.197522] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:27.197624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:27.197719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:27.197771] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:27.200943] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-10-10T00:28:27.201227] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-10-10T00:28:27.201365] [INFO ] [sig       ] ACI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:27.343251] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ACI.txt
[2025-10-10T00:28:27.343476] [INFO ] [sig       ] [15/1690] Completed ACI in 0.2s | 3.93 sym/s | Total: 3.8s | ETA: 7.1m
[2025-10-10T00:28:27.343597] [INFO ] [sig       ] [16/1690] Forecasting ACM...
[2025-10-10T00:28:27.343722] [INFO ] [sig       ] Generating forecast for: ACM
[2025-10-10T00:28:27.343798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-10-10T00:28:27.353696] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACM'.
[2025-10-10T00:28:27.354108] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-10-10T00:28:27.379814] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:27.380562] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-10-10T00:28:27.380663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:27.380752] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:27.380834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:27.380970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:27.398731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:27.399372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:27.399489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:27.399575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:27.437567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:27.437737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:27.437796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:27.437832] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:27.441224] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-10-10T00:28:27.441533] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-10-10T00:28:27.441714] [INFO ] [sig       ] ACM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:27.587308] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACM.txt
[2025-10-10T00:28:27.587665] [INFO ] [sig       ] [16/1690] Completed ACM in 0.2s | 3.94 sym/s | Total: 4.1s | ETA: 7.1m
[2025-10-10T00:28:27.587747] [INFO ] [sig       ] [17/1690] Forecasting ACN...
[2025-10-10T00:28:27.587818] [INFO ] [sig       ] Generating forecast for: ACN
[2025-10-10T00:28:27.587948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-10-10T00:28:27.596758] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACN'.
[2025-10-10T00:28:27.597063] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-10-10T00:28:27.622550] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:27.623298] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-10-10T00:28:27.623378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:27.623449] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:27.623518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:27.623631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:27.641085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:27.641698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:27.641806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:27.641875] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:27.680324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:27.680420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:27.680462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:27.680496] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:27.683594] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-10-10T00:28:27.683949] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-10-10T00:28:27.684109] [INFO ] [sig       ] ACN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:27.826734] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ACN.txt
[2025-10-10T00:28:27.826990] [INFO ] [sig       ] [17/1690] Completed ACN in 0.2s | 3.95 sym/s | Total: 4.3s | ETA: 7.1m
[2025-10-10T00:28:27.827060] [INFO ] [sig       ] [18/1690] Forecasting ACR...
[2025-10-10T00:28:27.827124] [INFO ] [sig       ] Generating forecast for: ACR
[2025-10-10T00:28:27.827196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-10-10T00:28:27.836877] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACR'.
[2025-10-10T00:28:27.837269] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-10-10T00:28:27.863155] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:27.863944] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-10-10T00:28:27.864022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:27.864094] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:27.864189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:27.864336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:27.881622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:27.882278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:27.882400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:27.882483] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:27.919353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:27.919450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:27.919490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:27.919523] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:27.922738] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-10-10T00:28:27.923024] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-10-10T00:28:27.923166] [INFO ] [sig       ] ACR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:28.070990] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACR.txt
[2025-10-10T00:28:28.071350] [INFO ] [sig       ] [18/1690] Completed ACR in 0.2s | 3.96 sym/s | Total: 4.5s | ETA: 7.0m
[2025-10-10T00:28:28.071441] [INFO ] [sig       ] [19/1690] Forecasting ACRE...
[2025-10-10T00:28:28.071506] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-10-10T00:28:28.071595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-10-10T00:28:28.081119] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACRE'.
[2025-10-10T00:28:28.081461] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-10-10T00:28:28.107322] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:28.108135] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-10-10T00:28:28.108216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:28.108288] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:28.108371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:28.108472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:28.125744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:28.126406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:28.126524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:28.126611] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:28.161662] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:28.161756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:28.161797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:28.161829] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:28.164987] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-10-10T00:28:28.165274] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-10-10T00:28:28.165417] [INFO ] [sig       ] ACRE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:28.307299] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACRE.txt
[2025-10-10T00:28:28.307536] [INFO ] [sig       ] [19/1690] Completed ACRE in 0.2s | 3.97 sym/s | Total: 4.8s | ETA: 7.0m
[2025-10-10T00:28:28.307614] [INFO ] [sig       ] [20/1690] Forecasting ACV...
[2025-10-10T00:28:28.307804] [INFO ] [sig       ] Generating forecast for: ACV
[2025-10-10T00:28:28.307863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-10-10T00:28:28.317408] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACV'.
[2025-10-10T00:28:28.317833] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-10-10T00:28:28.343273] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:28.344094] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-10-10T00:28:28.344172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:28.344244] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:28.344326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:28.344441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:28.362005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:28.362719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:28.362828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:28.362911] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:28.396084] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:28.396209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:28.396252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:28.396284] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:28.399505] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-10-10T00:28:28.399837] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-10-10T00:28:28.399998] [INFO ] [sig       ] ACV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:28.543190] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACV.txt
[2025-10-10T00:28:28.543522] [INFO ] [sig       ] [20/1690] Completed ACV in 0.2s | 3.99 sym/s | Total: 5.0s | ETA: 7.0m
[2025-10-10T00:28:28.543611] [INFO ] [sig       ] [21/1690] Forecasting ACVA...
[2025-10-10T00:28:28.543706] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-10-10T00:28:28.543779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-10-10T00:28:28.552538] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ACVA'.
[2025-10-10T00:28:28.552860] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-10-10T00:28:28.578371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:28.579113] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-10-10T00:28:28.579192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:28.579264] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:28.579337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:28.579438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:28.597040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:28.597619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:28.597748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:28.597817] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:28.635201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:28.635317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:28.635359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:28.635392] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:28.638550] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-10-10T00:28:28.638860] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-10-10T00:28:28.639013] [INFO ] [sig       ] ACVA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:28.781110] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ACVA.txt
[2025-10-10T00:28:28.781338] [INFO ] [sig       ] [21/1690] Completed ACVA in 0.2s | 4.00 sym/s | Total: 5.3s | ETA: 7.0m
[2025-10-10T00:28:28.781416] [INFO ] [sig       ] [22/1690] Forecasting ADC...
[2025-10-10T00:28:28.781506] [INFO ] [sig       ] Generating forecast for: ADC
[2025-10-10T00:28:28.781558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-10-10T00:28:28.791274] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADC'.
[2025-10-10T00:28:28.791725] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-10-10T00:28:28.817286] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:28.818134] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-10-10T00:28:28.818213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:28.818299] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:28.818384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:28.818505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:28.835561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:28.836211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:28.836324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:28.836408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:28.870145] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:28.870277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:28.870320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:28.870374] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:28.873701] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-10-10T00:28:28.874004] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-10-10T00:28:28.874153] [INFO ] [sig       ] ADC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:29.015329] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ADC.txt
[2025-10-10T00:28:29.015634] [INFO ] [sig       ] [22/1690] Completed ADC in 0.2s | 4.01 sym/s | Total: 5.5s | ETA: 6.9m
[2025-10-10T00:28:29.015776] [INFO ] [sig       ] [23/1690] Forecasting ADCT...
[2025-10-10T00:28:29.015826] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-10-10T00:28:29.015910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-10-10T00:28:29.024932] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADCT'.
[2025-10-10T00:28:29.025252] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-10-10T00:28:29.050542] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:29.051317] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-10-10T00:28:29.051398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:29.051483] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:29.051568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:29.051704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:29.069032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:29.069768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:29.069877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:29.069958] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:29.106823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:29.106929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:29.106972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:29.107004] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:29.110223] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-10-10T00:28:29.110511] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-10-10T00:28:29.110679] [INFO ] [sig       ] ADCT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:29.251917] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ADCT.txt
[2025-10-10T00:28:29.252253] [INFO ] [sig       ] [23/1690] Completed ADCT in 0.2s | 4.02 sym/s | Total: 5.7s | ETA: 6.9m
[2025-10-10T00:28:29.252386] [INFO ] [sig       ] [24/1690] Forecasting ADM...
[2025-10-10T00:28:29.252474] [INFO ] [sig       ] Generating forecast for: ADM
[2025-10-10T00:28:29.252548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-10-10T00:28:29.261680] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADM'.
[2025-10-10T00:28:29.262021] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-10-10T00:28:29.287360] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:29.288219] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-10-10T00:28:29.288300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:29.288386] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:29.288470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:29.288595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:29.310223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:29.311288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:29.311401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:29.311484] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:29.348490] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:29.348609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:29.348698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:29.348753] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:29.352027] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-10-10T00:28:29.352318] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-10-10T00:28:29.352468] [INFO ] [sig       ] ADM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:29.493869] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ADM.txt
[2025-10-10T00:28:29.494144] [INFO ] [sig       ] [24/1690] Completed ADM in 0.2s | 4.02 sym/s | Total: 6.0s | ETA: 6.9m
[2025-10-10T00:28:29.494230] [INFO ] [sig       ] [25/1690] Forecasting ADNT...
[2025-10-10T00:28:29.494408] [INFO ] [sig       ] Generating forecast for: ADNT
[2025-10-10T00:28:29.494484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-10-10T00:28:29.504938] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADNT'.
[2025-10-10T00:28:29.505335] [INFO ] [FORECASTER] Starting predict_future for ADNT
[2025-10-10T00:28:29.531276] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:29.532042] [DEBUG] [LOCAL     ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt
[2025-10-10T00:28:29.532122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:29.532194] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:29.532261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:29.532361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:29.549887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:29.550459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:29.550566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:29.550635] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:29.586923] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:29.587016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:29.587057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:29.587090] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:29.590208] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-10-10T00:28:29.590482] [INFO ] [FORECASTER] Completed predict_future for ADNT
[2025-10-10T00:28:29.590620] [INFO ] [sig       ] ADNT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:29.733286] [INFO ] [LOCAL     ] Saved forecast: ADNT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ADNT.txt
[2025-10-10T00:28:29.733528] [INFO ] [sig       ] [25/1690] Completed ADNT in 0.2s | 4.03 sym/s | Total: 6.2s | ETA: 6.9m
[2025-10-10T00:28:29.733609] [INFO ] [sig       ] [26/1690] Forecasting ADT...
[2025-10-10T00:28:29.733703] [INFO ] [sig       ] Generating forecast for: ADT
[2025-10-10T00:28:29.733803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-10-10T00:28:29.743322] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADT'.
[2025-10-10T00:28:29.743659] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-10-10T00:28:29.769104] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:29.769874] [DEBUG] [LOCAL     ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt
[2025-10-10T00:28:29.769952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:29.770024] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:29.770104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:29.770217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:29.787285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:29.787955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:29.788062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:29.788145] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:29.817133] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:29.817237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:29.817279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:29.817313] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:29.820711] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-10-10T00:28:29.821001] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-10-10T00:28:29.821140] [INFO ] [sig       ] ADT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:29.964714] [INFO ] [LOCAL     ] Saved forecast: ADT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ADT.txt
[2025-10-10T00:28:29.964973] [INFO ] [sig       ] [26/1690] Completed ADT in 0.2s | 4.04 sym/s | Total: 6.4s | ETA: 6.9m
[2025-10-10T00:28:29.965081] [INFO ] [sig       ] [27/1690] Forecasting ADX...
[2025-10-10T00:28:29.965166] [INFO ] [sig       ] Generating forecast for: ADX
[2025-10-10T00:28:29.965263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-10-10T00:28:29.974515] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ADX'.
[2025-10-10T00:28:29.974858] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-10-10T00:28:30.000410] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:30.001176] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-10-10T00:28:30.001271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:30.001335] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:30.001407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:30.001523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:30.018880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:30.019463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:30.019571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:30.019661] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:30.048838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:30.048938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:30.048978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:30.049011] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:30.052201] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-10-10T00:28:30.052476] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-10-10T00:28:30.052613] [INFO ] [sig       ] ADX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:30.196053] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ADX.txt
[2025-10-10T00:28:30.196315] [INFO ] [sig       ] [27/1690] Completed ADX in 0.2s | 4.05 sym/s | Total: 6.7s | ETA: 6.8m
[2025-10-10T00:28:30.196419] [INFO ] [sig       ] [28/1690] Forecasting AEFC...
[2025-10-10T00:28:30.196468] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-10-10T00:28:30.196532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-10-10T00:28:30.206804] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AEFC'.
[2025-10-10T00:28:30.207223] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-10-10T00:28:30.238220] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:30.239135] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-10-10T00:28:30.239218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:30.239301] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:30.239414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:30.239557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:30.261758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:30.262569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:30.262738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:30.262829] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:30.300025] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:30.300140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:30.300183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:30.300217] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:30.304384] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-10-10T00:28:30.304758] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-10-10T00:28:30.304955] [INFO ] [sig       ] AEFC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:30.493128] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AEFC.txt
[2025-10-10T00:28:30.493555] [INFO ] [sig       ] [28/1690] Completed AEFC in 0.3s | 4.02 sym/s | Total: 7.0s | ETA: 6.9m
[2025-10-10T00:28:30.493752] [INFO ] [sig       ] [29/1690] Forecasting AEG...
[2025-10-10T00:28:30.493839] [INFO ] [sig       ] Generating forecast for: AEG
[2025-10-10T00:28:30.493931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-10-10T00:28:30.504516] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AEG'.
[2025-10-10T00:28:30.504917] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-10-10T00:28:30.534090] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:30.534947] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-10-10T00:28:30.535028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:30.535102] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:30.535171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:30.535316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:30.554001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:30.554720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:30.554831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:30.554903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:30.598107] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:30.598266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:30.598321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:30.598403] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:30.602366] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=55.60%)
[2025-10-10T00:28:30.602690] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-10-10T00:28:30.602866] [INFO ] [sig       ] AEG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:30.772261] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AEG.txt
[2025-10-10T00:28:30.772770] [INFO ] [sig       ] [29/1690] Completed AEG in 0.3s | 4.00 sym/s | Total: 7.2s | ETA: 6.9m
[2025-10-10T00:28:30.772896] [INFO ] [sig       ] [30/1690] Forecasting AEM...
[2025-10-10T00:28:30.773007] [INFO ] [sig       ] Generating forecast for: AEM
[2025-10-10T00:28:30.773105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-10-10T00:28:30.782564] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AEM'.
[2025-10-10T00:28:30.782938] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-10-10T00:28:30.808595] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:30.809468] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-10-10T00:28:30.809552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:30.809628] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:30.809733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:30.809850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:30.827367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:30.828095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:30.828206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:30.828256] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:30.865540] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:30.865698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:30.865765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:30.865802] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:30.869145] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-10-10T00:28:30.869472] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-10-10T00:28:30.869619] [INFO ] [sig       ] AEM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:31.013298] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AEM.txt
[2025-10-10T00:28:31.013605] [INFO ] [sig       ] [30/1690] Completed AEM in 0.2s | 4.01 sym/s | Total: 7.5s | ETA: 6.9m
[2025-10-10T00:28:31.013718] [INFO ] [sig       ] [31/1690] Forecasting AEO...
[2025-10-10T00:28:31.013768] [INFO ] [sig       ] Generating forecast for: AEO
[2025-10-10T00:28:31.013839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-10-10T00:28:31.023597] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AEO'.
[2025-10-10T00:28:31.024008] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-10-10T00:28:31.049463] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:31.050242] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-10-10T00:28:31.050322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:31.050394] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:31.050463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:31.050564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:31.067774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:31.068417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:31.068526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:31.068598] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:31.108177] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:31.108457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:31.108537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:31.108597] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:31.112769] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=59.98%)
[2025-10-10T00:28:31.113116] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-10-10T00:28:31.113265] [INFO ] [sig       ] AEO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:31.256666] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AEO.txt
[2025-10-10T00:28:31.256975] [INFO ] [sig       ] [31/1690] Completed AEO in 0.2s | 4.01 sym/s | Total: 7.7s | ETA: 6.9m
[2025-10-10T00:28:31.257047] [INFO ] [sig       ] [32/1690] Forecasting AER...
[2025-10-10T00:28:31.257110] [INFO ] [sig       ] Generating forecast for: AER
[2025-10-10T00:28:31.257181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-10-10T00:28:31.266850] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AER'.
[2025-10-10T00:28:31.267178] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-10-10T00:28:31.293053] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:31.293814] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-10-10T00:28:31.293892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:31.293963] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:31.294030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:31.294130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:31.311217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:31.311839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:31.311945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:31.312014] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:31.344115] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:31.344243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:31.344285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:31.344318] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:31.347533] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-10-10T00:28:31.347852] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-10-10T00:28:31.348033] [INFO ] [sig       ] AER: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:31.489287] [INFO ] [LOCAL     ] Saved forecast: AER	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AER.txt
[2025-10-10T00:28:31.489578] [INFO ] [sig       ] [32/1690] Completed AER in 0.2s | 4.02 sym/s | Total: 8.0s | ETA: 6.9m
[2025-10-10T00:28:31.489674] [INFO ] [sig       ] [33/1690] Forecasting AES...
[2025-10-10T00:28:31.489747] [INFO ] [sig       ] Generating forecast for: AES
[2025-10-10T00:28:31.489818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-10-10T00:28:31.498922] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AES'.
[2025-10-10T00:28:31.499243] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-10-10T00:28:31.524458] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:31.525226] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-10-10T00:28:31.525306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:31.525377] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:31.525446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:31.525544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:31.542810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:31.543394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:31.543501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:31.543569] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:31.576517] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:31.576621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:31.576699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:31.576753] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:31.579934] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-10-10T00:28:31.580213] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-10-10T00:28:31.580347] [INFO ] [sig       ] AES: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:31.722055] [INFO ] [LOCAL     ] Saved forecast: AES	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AES.txt
[2025-10-10T00:28:31.722315] [INFO ] [sig       ] [33/1690] Completed AES in 0.2s | 4.03 sym/s | Total: 8.2s | ETA: 6.9m
[2025-10-10T00:28:31.722396] [INFO ] [sig       ] [34/1690] Forecasting AESI...
[2025-10-10T00:28:31.722466] [INFO ] [sig       ] Generating forecast for: AESI
[2025-10-10T00:28:31.722537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-10-10T00:28:31.731331] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AESI'.
[2025-10-10T00:28:31.731732] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-10-10T00:28:31.757010] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:31.757785] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-10-10T00:28:31.757864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:31.757952] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:31.758020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:31.758119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:31.775168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:31.775787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:31.775893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:31.775962] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:31.813009] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:31.813237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:31.813292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:31.813329] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:31.817238] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-10-10T00:28:31.817563] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-10-10T00:28:31.817767] [INFO ] [sig       ] AESI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:31.969234] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AESI.txt
[2025-10-10T00:28:31.969593] [INFO ] [sig       ] [34/1690] Completed AESI in 0.2s | 4.03 sym/s | Total: 8.4s | ETA: 6.9m
[2025-10-10T00:28:31.969707] [INFO ] [sig       ] [35/1690] Forecasting AFB...
[2025-10-10T00:28:31.969780] [INFO ] [sig       ] Generating forecast for: AFB
[2025-10-10T00:28:31.969854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-10-10T00:28:31.979490] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AFB'.
[2025-10-10T00:28:31.979877] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-10-10T00:28:32.006448] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:32.007302] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-10-10T00:28:32.007386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:32.007477] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:32.007561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:32.007728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:32.025924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:32.026617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:32.026760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:32.026844] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:32.064118] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:32.064304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:32.064352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:32.064386] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:32.068064] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-10-10T00:28:32.068390] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-10-10T00:28:32.068548] [INFO ] [sig       ] AFB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:32.225491] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AFB.txt
[2025-10-10T00:28:32.225888] [INFO ] [sig       ] [35/1690] Completed AFB in 0.3s | 4.02 sym/s | Total: 8.7s | ETA: 6.9m
[2025-10-10T00:28:32.225975] [INFO ] [sig       ] [36/1690] Forecasting AFG...
[2025-10-10T00:28:32.226045] [INFO ] [sig       ] Generating forecast for: AFG
[2025-10-10T00:28:32.226117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-10-10T00:28:32.236063] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AFG'.
[2025-10-10T00:28:32.236457] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-10-10T00:28:32.261743] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:32.262476] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-10-10T00:28:32.262556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:32.262628] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:32.262719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:32.262873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:32.280118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:32.280762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:32.280869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:32.280951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:32.317072] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:32.317174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:32.317215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:32.317248] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:32.320410] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-10-10T00:28:32.320714] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-10-10T00:28:32.320871] [INFO ] [sig       ] AFG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:32.462061] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AFG.txt
[2025-10-10T00:28:32.462308] [INFO ] [sig       ] [36/1690] Completed AFG in 0.2s | 4.03 sym/s | Total: 8.9s | ETA: 6.8m
[2025-10-10T00:28:32.462404] [INFO ] [sig       ] [37/1690] Forecasting AFGB...
[2025-10-10T00:28:32.462489] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-10-10T00:28:32.462576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-10-10T00:28:32.471908] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AFGB'.
[2025-10-10T00:28:32.472213] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-10-10T00:28:32.497480] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:32.498303] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-10-10T00:28:32.498381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:32.498452] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:32.498531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:32.498698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:32.515831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:32.516439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:32.516546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:32.516627] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:32.550732] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:32.550834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:32.550875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:32.550907] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:32.554080] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: DOWN (p=30.33%)
[2025-10-10T00:28:32.554365] [INFO ] [FORECASTER] Completed predict_future for AFGB
[2025-10-10T00:28:32.554506] [INFO ] [sig       ] AFGB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:32.695935] [INFO ] [LOCAL     ] Saved forecast: AFGB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AFGB.txt
[2025-10-10T00:28:32.696206] [INFO ] [sig       ] [37/1690] Completed AFGB in 0.2s | 4.03 sym/s | Total: 9.2s | ETA: 6.8m
[2025-10-10T00:28:32.696308] [INFO ] [sig       ] [38/1690] Forecasting AFGC...
[2025-10-10T00:28:32.696395] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-10-10T00:28:32.696473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-10-10T00:28:32.705942] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AFGC'.
[2025-10-10T00:28:32.706376] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-10-10T00:28:32.732553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:32.733377] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-10-10T00:28:32.733458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:32.733531] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:32.733599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:32.733724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:32.751168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:32.751906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:32.752024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:32.752096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:32.789469] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:32.789723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:32.789797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:32.789836] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:32.793668] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-10-10T00:28:32.794014] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-10-10T00:28:32.794173] [INFO ] [sig       ] AFGC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:32.951869] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AFGC.txt
[2025-10-10T00:28:32.952204] [INFO ] [sig       ] [38/1690] Completed AFGC in 0.3s | 4.03 sym/s | Total: 9.4s | ETA: 6.8m
[2025-10-10T00:28:32.952311] [INFO ] [sig       ] [39/1690] Forecasting AFGD...
[2025-10-10T00:28:32.952365] [INFO ] [sig       ] Generating forecast for: AFGD
[2025-10-10T00:28:32.952434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'.
[2025-10-10T00:28:32.962559] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AFGD'.
[2025-10-10T00:28:32.962914] [INFO ] [FORECASTER] Starting predict_future for AFGD
[2025-10-10T00:28:32.989434] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:32.990197] [DEBUG] [LOCAL     ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt
[2025-10-10T00:28:32.990283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:32.990355] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:32.990420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:32.990520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:33.007611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:33.008317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:33.008437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:33.008507] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:33.041909] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:33.042009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:33.042050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:33.042082] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:33.045386] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-10-10T00:28:33.045686] [INFO ] [FORECASTER] Completed predict_future for AFGD
[2025-10-10T00:28:33.045874] [INFO ] [sig       ] AFGD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:33.188019] [INFO ] [LOCAL     ] Saved forecast: AFGD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AFGD.txt
[2025-10-10T00:28:33.188284] [INFO ] [sig       ] [39/1690] Completed AFGD in 0.2s | 4.04 sym/s | Total: 9.7s | ETA: 6.8m
[2025-10-10T00:28:33.188387] [INFO ] [sig       ] [40/1690] Forecasting AFGE...
[2025-10-10T00:28:33.188458] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-10-10T00:28:33.188527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-10-10T00:28:33.197021] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AFGE'.
[2025-10-10T00:28:33.197360] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-10-10T00:28:33.223815] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:33.224608] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-10-10T00:28:33.224751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:33.224828] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:33.224911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:33.225034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:33.243257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:33.243920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:33.244028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:33.244111] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:33.280450] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:33.280548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:33.280589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:33.280623] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:33.283913] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-10-10T00:28:33.284193] [INFO ] [FORECASTER] Completed predict_future for AFGE
[2025-10-10T00:28:33.284334] [INFO ] [sig       ] AFGE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:33.428102] [INFO ] [LOCAL     ] Saved forecast: AFGE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AFGE.txt
[2025-10-10T00:28:33.428320] [INFO ] [sig       ] [40/1690] Completed AFGE in 0.2s | 4.04 sym/s | Total: 9.9s | ETA: 6.8m
[2025-10-10T00:28:33.428439] [INFO ] [sig       ] [41/1690] Forecasting AG...
[2025-10-10T00:28:33.428514] [INFO ] [sig       ] Generating forecast for: AG
[2025-10-10T00:28:33.428598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-10-10T00:28:33.437505] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AG'.
[2025-10-10T00:28:33.437878] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-10-10T00:28:33.464280] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:33.465088] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-10-10T00:28:33.465168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:33.465254] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:33.465326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:33.465450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:33.483255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:33.483917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:33.484026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:33.484110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:33.512847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:33.512950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:33.512991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:33.513024] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:33.516084] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-10-10T00:28:33.516359] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-10-10T00:28:33.516489] [INFO ] [sig       ] AG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:33.663435] [INFO ] [LOCAL     ] Saved forecast: AG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AG.txt
[2025-10-10T00:28:33.663737] [INFO ] [sig       ] [41/1690] Completed AG in 0.2s | 4.04 sym/s | Total: 10.1s | ETA: 6.8m
[2025-10-10T00:28:33.663838] [INFO ] [sig       ] [42/1690] Forecasting AGD...
[2025-10-10T00:28:33.663933] [INFO ] [sig       ] Generating forecast for: AGD
[2025-10-10T00:28:33.664043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-10-10T00:28:33.675736] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGD'.
[2025-10-10T00:28:33.676444] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-10-10T00:28:33.705013] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:33.705928] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-10-10T00:28:33.706013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:33.706103] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:33.706191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:33.706323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:33.727909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:33.729108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:33.729252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:33.729346] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:33.770381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:33.770588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:33.770639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:33.770730] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:33.774525] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-10-10T00:28:33.774889] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-10-10T00:28:33.775063] [INFO ] [sig       ] AGD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:33.944029] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AGD.txt
[2025-10-10T00:28:33.944420] [INFO ] [sig       ] [42/1690] Completed AGD in 0.3s | 4.03 sym/s | Total: 10.4s | ETA: 6.8m
[2025-10-10T00:28:33.944507] [INFO ] [sig       ] [43/1690] Forecasting AGI...
[2025-10-10T00:28:33.944596] [INFO ] [sig       ] Generating forecast for: AGI
[2025-10-10T00:28:33.944711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-10-10T00:28:33.954928] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGI'.
[2025-10-10T00:28:33.955349] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-10-10T00:28:33.980776] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:33.981533] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-10-10T00:28:33.981614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:33.981707] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:33.981776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:33.981901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:33.999127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:33.999786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:33.999895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:33.999965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:34.034046] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:34.034179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:34.034223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:34.034257] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:34.037547] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-10-10T00:28:34.037881] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-10-10T00:28:34.044251] [INFO ] [sig       ] AGI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:34.189824] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AGI.txt
[2025-10-10T00:28:34.190162] [INFO ] [sig       ] [43/1690] Completed AGI in 0.2s | 4.03 sym/s | Total: 10.7s | ETA: 6.8m
[2025-10-10T00:28:34.190272] [INFO ] [sig       ] [44/1690] Forecasting AGL...
[2025-10-10T00:28:34.190373] [INFO ] [sig       ] Generating forecast for: AGL
[2025-10-10T00:28:34.190469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-10-10T00:28:34.202687] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGL'.
[2025-10-10T00:28:34.203190] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-10-10T00:28:34.229879] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:34.230774] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-10-10T00:28:34.230856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:34.230930] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:34.230999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:34.231098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:34.248276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:34.249154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:34.249272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:34.249356] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:34.289627] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:34.289903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:34.289960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:34.289995] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:34.293854] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-10-10T00:28:34.294166] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-10-10T00:28:34.294328] [INFO ] [sig       ] AGL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:34.450595] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AGL.txt
[2025-10-10T00:28:34.451027] [INFO ] [sig       ] [44/1690] Completed AGL in 0.3s | 4.03 sym/s | Total: 10.9s | ETA: 6.8m
[2025-10-10T00:28:34.451128] [INFO ] [sig       ] [45/1690] Forecasting AGM...
[2025-10-10T00:28:34.451222] [INFO ] [sig       ] Generating forecast for: AGM
[2025-10-10T00:28:34.451321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-10-10T00:28:34.461376] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGM'.
[2025-10-10T00:28:34.461879] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-10-10T00:28:34.489238] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:34.490196] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-10-10T00:28:34.490279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:34.490355] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:34.490439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:34.490556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:34.511336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:34.512305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:34.512448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:34.512535] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:34.553426] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:34.553622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:34.553706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:34.553762] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:34.557502] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-10-10T00:28:34.557992] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-10-10T00:28:34.558217] [INFO ] [sig       ] AGM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:34.723502] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AGM.txt
[2025-10-10T00:28:34.723884] [INFO ] [sig       ] [45/1690] Completed AGM in 0.3s | 4.02 sym/s | Total: 11.2s | ETA: 6.8m
[2025-10-10T00:28:34.723989] [INFO ] [sig       ] [46/1690] Forecasting AGO...
[2025-10-10T00:28:34.724076] [INFO ] [sig       ] Generating forecast for: AGO
[2025-10-10T00:28:34.724165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-10-10T00:28:34.734454] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGO'.
[2025-10-10T00:28:34.734960] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-10-10T00:28:34.763474] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:34.764608] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-10-10T00:28:34.764721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:34.764807] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:34.764890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:34.765005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:34.782906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:34.783567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:34.783716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:34.783793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:34.818246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:34.818443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:34.818512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:34.818552] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:34.822188] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-10-10T00:28:34.822533] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-10-10T00:28:34.822718] [INFO ] [sig       ] AGO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:34.967925] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AGO.txt
[2025-10-10T00:28:34.968253] [INFO ] [sig       ] [46/1690] Completed AGO in 0.2s | 4.02 sym/s | Total: 11.4s | ETA: 6.8m
[2025-10-10T00:28:34.968337] [INFO ] [sig       ] [47/1690] Forecasting AGRO...
[2025-10-10T00:28:34.968406] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-10-10T00:28:34.968490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-10-10T00:28:34.978499] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGRO'.
[2025-10-10T00:28:34.978921] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-10-10T00:28:35.004563] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:35.005409] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-10-10T00:28:35.005506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:35.005591] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:35.005697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:35.005811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:35.023563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:35.024200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:35.024314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:35.024397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:35.049954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:35.050061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:35.050102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:35.050137] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:35.053430] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-10-10T00:28:35.053782] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-10-10T00:28:35.053957] [INFO ] [sig       ] AGRO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:35.202137] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AGRO.txt
[2025-10-10T00:28:35.202421] [INFO ] [sig       ] [47/1690] Completed AGRO in 0.2s | 4.02 sym/s | Total: 11.7s | ETA: 6.8m
[2025-10-10T00:28:35.202522] [INFO ] [sig       ] [48/1690] Forecasting AGX...
[2025-10-10T00:28:35.202594] [INFO ] [sig       ] Generating forecast for: AGX
[2025-10-10T00:28:35.202691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-10-10T00:28:35.211430] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AGX'.
[2025-10-10T00:28:35.211782] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-10-10T00:28:35.237452] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:35.238300] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-10-10T00:28:35.238399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:35.238488] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:35.238571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:35.238723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:35.256965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:35.257588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:35.257721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:35.257817] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:35.287773] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:35.287874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:35.287953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:35.287998] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:35.291126] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-10-10T00:28:35.291409] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-10-10T00:28:35.291556] [INFO ] [sig       ] AGX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:35.436543] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AGX.txt
[2025-10-10T00:28:35.436808] [INFO ] [sig       ] [48/1690] Completed AGX in 0.2s | 4.03 sym/s | Total: 11.9s | ETA: 6.8m
[2025-10-10T00:28:35.436930] [INFO ] [sig       ] [49/1690] Forecasting AHH...
[2025-10-10T00:28:35.437018] [INFO ] [sig       ] Generating forecast for: AHH
[2025-10-10T00:28:35.437121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-10-10T00:28:35.448086] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AHH'.
[2025-10-10T00:28:35.448517] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-10-10T00:28:35.479285] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:35.480151] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-10-10T00:28:35.480251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:35.480328] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:35.480399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:35.480515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:35.500864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:35.501538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:35.501680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:35.501755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:35.539454] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:35.539728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:35.539804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:35.539842] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:35.543667] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-10-10T00:28:35.543993] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-10-10T00:28:35.544146] [INFO ] [sig       ] AHH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:35.687442] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AHH.txt
[2025-10-10T00:28:35.687836] [INFO ] [sig       ] [49/1690] Completed AHH in 0.3s | 4.03 sym/s | Total: 12.2s | ETA: 6.8m
[2025-10-10T00:28:35.687944] [INFO ] [sig       ] [50/1690] Forecasting AHR...
[2025-10-10T00:28:35.688017] [INFO ] [sig       ] Generating forecast for: AHR
[2025-10-10T00:28:35.688090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-10-10T00:28:35.697255] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AHR'.
[2025-10-10T00:28:35.697576] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-10-10T00:28:35.723137] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:35.723977] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-10-10T00:28:35.724055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:35.724129] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:35.724198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:35.724298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:35.741530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:35.742175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:35.742285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:35.742355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:35.782318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:35.782544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:35.782594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:35.782628] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:35.786345] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-10-10T00:28:35.786689] [INFO ] [FORECASTER] Completed predict_future for AHR
[2025-10-10T00:28:35.786862] [INFO ] [sig       ] AHR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:35.929861] [INFO ] [LOCAL     ] Saved forecast: AHR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AHR.txt
[2025-10-10T00:28:35.930215] [INFO ] [sig       ] [50/1690] Completed AHR in 0.2s | 4.03 sym/s | Total: 12.4s | ETA: 6.8m
[2025-10-10T00:28:35.930309] [INFO ] [sig       ] [51/1690] Forecasting AHT...
[2025-10-10T00:28:35.930396] [INFO ] [sig       ] Generating forecast for: AHT
[2025-10-10T00:28:35.930470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-10-10T00:28:35.939670] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AHT'.
[2025-10-10T00:28:35.939960] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-10-10T00:28:35.965428] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:35.966223] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-10-10T00:28:35.966304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:35.966375] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:35.966455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:35.966578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:35.984074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:35.984725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:35.984834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:35.984918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:36.025865] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:36.025970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:36.026011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:36.026044] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:36.029175] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-10-10T00:28:36.029457] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-10-10T00:28:36.029608] [INFO ] [sig       ] AHT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:36.172694] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AHT.txt
[2025-10-10T00:28:36.173001] [INFO ] [sig       ] [51/1690] Completed AHT in 0.2s | 4.03 sym/s | Total: 12.6s | ETA: 6.8m
[2025-10-10T00:28:36.173113] [INFO ] [sig       ] [52/1690] Forecasting AI...
[2025-10-10T00:28:36.173158] [INFO ] [sig       ] Generating forecast for: AI
[2025-10-10T00:28:36.173221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-10-10T00:28:36.182262] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AI'.
[2025-10-10T00:28:36.182568] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-10-10T00:28:36.207741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:36.208476] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-10-10T00:28:36.208555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:36.208627] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:36.208719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:36.208818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:36.225943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:36.226515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:36.226623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:36.226730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:36.263931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:36.264056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:36.264098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:36.264131] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:36.267344] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-10-10T00:28:36.267630] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-10-10T00:28:36.267814] [INFO ] [sig       ] AI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:36.410674] [INFO ] [LOCAL     ] Saved forecast: AI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AI.txt
[2025-10-10T00:28:36.410961] [INFO ] [sig       ] [52/1690] Completed AI in 0.2s | 4.04 sym/s | Total: 12.9s | ETA: 6.8m
[2025-10-10T00:28:36.411045] [INFO ] [sig       ] [53/1690] Forecasting AIG...
[2025-10-10T00:28:36.411114] [INFO ] [sig       ] Generating forecast for: AIG
[2025-10-10T00:28:36.411256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-10-10T00:28:36.421191] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIG'.
[2025-10-10T00:28:36.421598] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-10-10T00:28:36.447143] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:36.447963] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-10-10T00:28:36.448045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:36.448116] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:36.448223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:36.448328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:36.465330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:36.465980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:36.466087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:36.466169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:36.501741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:36.501866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:36.501909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:36.501944] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:36.505398] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-10-10T00:28:36.505729] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-10-10T00:28:36.505907] [INFO ] [sig       ] AIG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:36.657127] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AIG.txt
[2025-10-10T00:28:36.657443] [INFO ] [sig       ] [53/1690] Completed AIG in 0.2s | 4.04 sym/s | Total: 13.1s | ETA: 6.8m
[2025-10-10T00:28:36.657538] [INFO ] [sig       ] [54/1690] Forecasting AIN...
[2025-10-10T00:28:36.657610] [INFO ] [sig       ] Generating forecast for: AIN
[2025-10-10T00:28:36.657705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-10-10T00:28:36.666696] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIN'.
[2025-10-10T00:28:36.667039] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-10-10T00:28:36.692536] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:36.693406] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-10-10T00:28:36.693487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:36.693574] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:36.693683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:36.693806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:36.711516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:36.712165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:36.712278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:36.712361] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:36.739261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:36.739403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:36.739460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:36.739505] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:36.742974] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2025-10-10T00:28:36.743266] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-10-10T00:28:36.743407] [INFO ] [sig       ] AIN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:36.899768] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AIN.txt
[2025-10-10T00:28:36.900096] [INFO ] [sig       ] [54/1690] Completed AIN in 0.2s | 4.04 sym/s | Total: 13.4s | ETA: 6.8m
[2025-10-10T00:28:36.900187] [INFO ] [sig       ] [55/1690] Forecasting AIO...
[2025-10-10T00:28:36.900258] [INFO ] [sig       ] Generating forecast for: AIO
[2025-10-10T00:28:36.900339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-10-10T00:28:36.909278] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIO'.
[2025-10-10T00:28:36.909625] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-10-10T00:28:36.936035] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:36.936862] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-10-10T00:28:36.936941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:36.937018] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:36.937095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:36.937197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:36.955202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:36.955875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:36.955995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:36.956074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:36.982240] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:36.982339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:36.982381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:36.982415] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:36.985537] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-10-10T00:28:36.985884] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-10-10T00:28:36.986031] [INFO ] [sig       ] AIO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:37.138457] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AIO.txt
[2025-10-10T00:28:37.138822] [INFO ] [sig       ] [55/1690] Completed AIO in 0.2s | 4.04 sym/s | Total: 13.6s | ETA: 6.7m
[2025-10-10T00:28:37.138909] [INFO ] [sig       ] [56/1690] Forecasting AIT...
[2025-10-10T00:28:37.138992] [INFO ] [sig       ] Generating forecast for: AIT
[2025-10-10T00:28:37.139078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-10-10T00:28:37.147969] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIT'.
[2025-10-10T00:28:37.148331] [INFO ] [FORECASTER] Starting predict_future for AIT
[2025-10-10T00:28:37.174255] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:37.175060] [DEBUG] [LOCAL     ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt
[2025-10-10T00:28:37.175143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:37.175216] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:37.175296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:37.175424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:37.193171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:37.193860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:37.193972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:37.194042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:37.220127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:37.220236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:37.220279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:37.220312] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:37.223547] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-10-10T00:28:37.223900] [INFO ] [FORECASTER] Completed predict_future for AIT
[2025-10-10T00:28:37.224051] [INFO ] [sig       ] AIT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:37.379736] [INFO ] [LOCAL     ] Saved forecast: AIT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AIT.txt
[2025-10-10T00:28:37.380079] [INFO ] [sig       ] [56/1690] Completed AIT in 0.2s | 4.04 sym/s | Total: 13.9s | ETA: 6.7m
[2025-10-10T00:28:37.380162] [INFO ] [sig       ] [57/1690] Forecasting AIV...
[2025-10-10T00:28:37.380245] [INFO ] [sig       ] Generating forecast for: AIV
[2025-10-10T00:28:37.380330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-10-10T00:28:37.390070] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIV'.
[2025-10-10T00:28:37.390462] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-10-10T00:28:37.416347] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:37.417130] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-10-10T00:28:37.417209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:37.417281] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:37.417362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:37.417492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:37.435586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:37.436236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:37.436374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:37.436463] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:37.471814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:37.471929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:37.471970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:37.472003] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:37.475255] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-10-10T00:28:37.475542] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-10-10T00:28:37.475715] [INFO ] [sig       ] AIV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:37.620472] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AIV.txt
[2025-10-10T00:28:37.620778] [INFO ] [sig       ] [57/1690] Completed AIV in 0.2s | 4.04 sym/s | Total: 14.1s | ETA: 6.7m
[2025-10-10T00:28:37.620890] [INFO ] [sig       ] [58/1690] Forecasting AIZ...
[2025-10-10T00:28:37.620974] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-10-10T00:28:37.621067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-10-10T00:28:37.630140] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIZ'.
[2025-10-10T00:28:37.630494] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-10-10T00:28:37.656859] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:37.657592] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-10-10T00:28:37.657693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:37.657767] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:37.657835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:37.657985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:37.675447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:37.676079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:37.676190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:37.676256] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:37.709509] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:37.709608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:37.709676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:37.709736] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:37.712855] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-10-10T00:28:37.713139] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-10-10T00:28:37.713276] [INFO ] [sig       ] AIZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:37.862116] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AIZ.txt
[2025-10-10T00:28:37.862420] [INFO ] [sig       ] [58/1690] Completed AIZ in 0.2s | 4.05 sym/s | Total: 14.3s | ETA: 6.7m
[2025-10-10T00:28:37.862553] [INFO ] [sig       ] [59/1690] Forecasting AIZN...
[2025-10-10T00:28:37.862630] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-10-10T00:28:37.862725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-10-10T00:28:37.871974] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AIZN'.
[2025-10-10T00:28:37.872538] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-10-10T00:28:37.898470] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:37.899327] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-10-10T00:28:37.899409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:37.899481] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:37.899563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:37.899697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:37.916837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:37.917521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:37.917637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:37.917746] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:37.951775] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:37.952006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:37.952060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:37.952095] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:37.956040] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-10-10T00:28:37.956396] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-10-10T00:28:37.956595] [INFO ] [sig       ] AIZN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:38.110474] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AIZN.txt
[2025-10-10T00:28:38.110854] [INFO ] [sig       ] [59/1690] Completed AIZN in 0.2s | 4.05 sym/s | Total: 14.6s | ETA: 6.7m
[2025-10-10T00:28:38.110942] [INFO ] [sig       ] [60/1690] Forecasting AJG...
[2025-10-10T00:28:38.111014] [INFO ] [sig       ] Generating forecast for: AJG
[2025-10-10T00:28:38.111132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-10-10T00:28:38.120403] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AJG'.
[2025-10-10T00:28:38.120773] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-10-10T00:28:38.146257] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:38.147030] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-10-10T00:28:38.147108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:38.147180] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:38.147248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:38.147346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:38.166386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:38.167069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:38.167186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:38.167258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:38.203177] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:38.203301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:38.203344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:38.203376] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:38.206630] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-10-10T00:28:38.206950] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-10-10T00:28:38.207103] [INFO ] [sig       ] AJG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:38.357471] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AJG.txt
[2025-10-10T00:28:38.357835] [INFO ] [sig       ] [60/1690] Completed AJG in 0.2s | 4.05 sym/s | Total: 14.8s | ETA: 6.7m
[2025-10-10T00:28:38.357935] [INFO ] [sig       ] [61/1690] Forecasting AKR...
[2025-10-10T00:28:38.358009] [INFO ] [sig       ] Generating forecast for: AKR
[2025-10-10T00:28:38.358087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-10-10T00:28:38.367160] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AKR'.
[2025-10-10T00:28:38.367476] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-10-10T00:28:38.392897] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:38.393662] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-10-10T00:28:38.393742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:38.393829] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:38.393899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:38.393999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:38.411212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:38.411835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:38.411942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:38.411991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:38.448944] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:38.449064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:38.449106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:38.449139] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:38.452444] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-10-10T00:28:38.452789] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-10-10T00:28:38.452951] [INFO ] [sig       ] AKR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:38.596311] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AKR.txt
[2025-10-10T00:28:38.596635] [INFO ] [sig       ] [61/1690] Completed AKR in 0.2s | 4.05 sym/s | Total: 15.1s | ETA: 6.7m
[2025-10-10T00:28:38.596739] [INFO ] [sig       ] [62/1690] Forecasting AL...
[2025-10-10T00:28:38.596809] [INFO ] [sig       ] Generating forecast for: AL
[2025-10-10T00:28:38.596880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-10-10T00:28:38.605675] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AL'.
[2025-10-10T00:28:38.605973] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-10-10T00:28:38.631243] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:38.632044] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-10-10T00:28:38.632124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:38.632170] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:38.632234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:38.632333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:38.649480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:38.650206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:38.650316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:38.650365] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:38.687962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:38.688144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:38.688190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:38.688223] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:38.691743] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-10-10T00:28:38.692143] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-10-10T00:28:38.692301] [INFO ] [sig       ] AL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:38.835942] [INFO ] [LOCAL     ] Saved forecast: AL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AL.txt
[2025-10-10T00:28:38.836224] [INFO ] [sig       ] [62/1690] Completed AL in 0.2s | 4.05 sym/s | Total: 15.3s | ETA: 6.7m
[2025-10-10T00:28:38.836340] [INFO ] [sig       ] [63/1690] Forecasting ALB...
[2025-10-10T00:28:38.836395] [INFO ] [sig       ] Generating forecast for: ALB
[2025-10-10T00:28:38.836459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-10-10T00:28:38.845740] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALB'.
[2025-10-10T00:28:38.846030] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-10-10T00:28:38.872223] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:38.873226] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-10-10T00:28:38.873308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:38.873384] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:38.873480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:38.873638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:38.891812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:38.892463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:38.892579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:38.892689] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:38.931993] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:38.932161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:38.932209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:38.932245] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:38.936270] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-10-10T00:28:38.936584] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-10-10T00:28:38.936775] [INFO ] [sig       ] ALB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:39.081764] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALB.txt
[2025-10-10T00:28:39.082048] [INFO ] [sig       ] [63/1690] Completed ALB in 0.2s | 4.05 sym/s | Total: 15.6s | ETA: 6.7m
[2025-10-10T00:28:39.082180] [INFO ] [sig       ] [64/1690] Forecasting ALC...
[2025-10-10T00:28:39.082264] [INFO ] [sig       ] Generating forecast for: ALC
[2025-10-10T00:28:39.082351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-10-10T00:28:39.091762] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALC'.
[2025-10-10T00:28:39.092132] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-10-10T00:28:39.117865] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:39.118723] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-10-10T00:28:39.118806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:39.118880] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:39.118968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:39.119097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:39.137238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:39.137936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:39.138066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:39.138146] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:39.177112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:39.177287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:39.177333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:39.177366] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:39.181009] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-10-10T00:28:39.181318] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-10-10T00:28:39.181471] [INFO ] [sig       ] ALC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:39.325329] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALC.txt
[2025-10-10T00:28:39.325699] [INFO ] [sig       ] [64/1690] Completed ALC in 0.2s | 4.05 sym/s | Total: 15.8s | ETA: 6.7m
[2025-10-10T00:28:39.325785] [INFO ] [sig       ] [65/1690] Forecasting ALE...
[2025-10-10T00:28:39.325856] [INFO ] [sig       ] Generating forecast for: ALE
[2025-10-10T00:28:39.325928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-10-10T00:28:39.335282] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALE'.
[2025-10-10T00:28:39.335677] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-10-10T00:28:39.361279] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:39.362144] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-10-10T00:28:39.362223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:39.362294] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:39.362377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:39.362519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:39.379932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:39.380596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:39.380730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:39.380813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:39.417583] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:39.417800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:39.417852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:39.417915] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:39.421514] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-10-10T00:28:39.421865] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-10-10T00:28:39.422057] [INFO ] [sig       ] ALE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:39.565601] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALE.txt
[2025-10-10T00:28:39.565977] [INFO ] [sig       ] [65/1690] Completed ALE in 0.2s | 4.05 sym/s | Total: 16.0s | ETA: 6.7m
[2025-10-10T00:28:39.566061] [INFO ] [sig       ] [66/1690] Forecasting ALEX...
[2025-10-10T00:28:39.566148] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-10-10T00:28:39.566234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-10-10T00:28:39.575756] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALEX'.
[2025-10-10T00:28:39.576092] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-10-10T00:28:39.601710] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:39.602507] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-10-10T00:28:39.602589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:39.602698] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:39.602781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:39.602906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:39.620245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:39.620914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:39.621029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:39.621116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:39.660081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:39.660246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:39.660311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:39.660346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:39.663816] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-10-10T00:28:39.664119] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-10-10T00:28:39.664306] [INFO ] [sig       ] ALEX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:39.807285] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALEX.txt
[2025-10-10T00:28:39.807559] [INFO ] [sig       ] [66/1690] Completed ALEX in 0.2s | 4.05 sym/s | Total: 16.3s | ETA: 6.7m
[2025-10-10T00:28:39.807660] [INFO ] [sig       ] [67/1690] Forecasting ALG...
[2025-10-10T00:28:39.807735] [INFO ] [sig       ] Generating forecast for: ALG
[2025-10-10T00:28:39.807806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-10-10T00:28:39.817031] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALG'.
[2025-10-10T00:28:39.817360] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-10-10T00:28:39.843002] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:39.843866] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-10-10T00:28:39.843945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:39.844033] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:39.844115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:39.844239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:39.861717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:39.862376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:39.862491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:39.862578] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:39.897056] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:39.897284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:39.897340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:39.897374] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:39.900957] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-10-10T00:28:39.901260] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-10-10T00:28:39.901417] [INFO ] [sig       ] ALG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:40.046266] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALG.txt
[2025-10-10T00:28:40.046558] [INFO ] [sig       ] [67/1690] Completed ALG in 0.2s | 4.06 sym/s | Total: 16.5s | ETA: 6.7m
[2025-10-10T00:28:40.046712] [INFO ] [sig       ] [68/1690] Forecasting ALIT...
[2025-10-10T00:28:40.046859] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-10-10T00:28:40.046939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-10-10T00:28:40.056351] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALIT'.
[2025-10-10T00:28:40.056763] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-10-10T00:28:40.082684] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:40.083506] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-10-10T00:28:40.083589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:40.083699] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:40.083800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:40.083926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:40.102009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:40.102723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:40.102842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:40.102933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:40.141431] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:40.141614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:40.141695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:40.141753] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:40.145237] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-10-10T00:28:40.145541] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-10-10T00:28:40.145724] [INFO ] [sig       ] ALIT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:40.292866] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALIT.txt
[2025-10-10T00:28:40.293226] [INFO ] [sig       ] [68/1690] Completed ALIT in 0.2s | 4.06 sym/s | Total: 16.8s | ETA: 6.7m
[2025-10-10T00:28:40.293310] [INFO ] [sig       ] [69/1690] Forecasting ALK...
[2025-10-10T00:28:40.293395] [INFO ] [sig       ] Generating forecast for: ALK
[2025-10-10T00:28:40.293483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-10-10T00:28:40.302695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALK'.
[2025-10-10T00:28:40.303050] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-10-10T00:28:40.331419] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:40.332406] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-10-10T00:28:40.332515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:40.332610] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:40.332727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:40.332845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:40.355131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:40.356213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:40.356338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:40.356410] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:40.395033] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:40.395253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:40.395302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:40.395337] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:40.399007] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-10-10T00:28:40.399310] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-10-10T00:28:40.399464] [INFO ] [sig       ] ALK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:40.543950] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALK.txt
[2025-10-10T00:28:40.544257] [INFO ] [sig       ] [69/1690] Completed ALK in 0.3s | 4.05 sym/s | Total: 17.0s | ETA: 6.7m
[2025-10-10T00:28:40.544372] [INFO ] [sig       ] [70/1690] Forecasting ALL...
[2025-10-10T00:28:40.544460] [INFO ] [sig       ] Generating forecast for: ALL
[2025-10-10T00:28:40.544507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-10-10T00:28:40.553447] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALL'.
[2025-10-10T00:28:40.553839] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-10-10T00:28:40.579189] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:40.580015] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-10-10T00:28:40.580097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:40.580174] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:40.580243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:40.580345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:40.598239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:40.598948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:40.599062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:40.599133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:40.635946] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:40.636102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:40.636145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:40.636178] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:40.639572] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-10-10T00:28:40.639900] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-10-10T00:28:40.640064] [INFO ] [sig       ] ALL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:40.783975] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALL.txt
[2025-10-10T00:28:40.784306] [INFO ] [sig       ] [70/1690] Completed ALL in 0.2s | 4.06 sym/s | Total: 17.3s | ETA: 6.7m
[2025-10-10T00:28:40.784389] [INFO ] [sig       ] [71/1690] Forecasting ALLY...
[2025-10-10T00:28:40.784464] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-10-10T00:28:40.784539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-10-10T00:28:40.794332] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALLY'.
[2025-10-10T00:28:40.794808] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-10-10T00:28:40.824522] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:40.825861] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-10-10T00:28:40.825960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:40.826067] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:40.826165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:40.826326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:40.848234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:40.849319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:40.849446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:40.849531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:40.886714] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:40.886966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:40.887019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:40.887054] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:40.891085] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-10-10T00:28:40.891470] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-10-10T00:28:40.891670] [INFO ] [sig       ] ALLY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:41.037470] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALLY.txt
[2025-10-10T00:28:41.037930] [INFO ] [sig       ] [71/1690] Completed ALLY in 0.3s | 4.05 sym/s | Total: 17.5s | ETA: 6.7m
[2025-10-10T00:28:41.038015] [INFO ] [sig       ] [72/1690] Forecasting ALSN...
[2025-10-10T00:28:41.038104] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-10-10T00:28:41.038192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-10-10T00:28:41.048516] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALSN'.
[2025-10-10T00:28:41.049031] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-10-10T00:28:41.074839] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:41.075676] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-10-10T00:28:41.075756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:41.075829] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:41.075912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:41.076082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:41.093550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:41.094240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:41.094355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:41.094437] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:41.131827] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:41.132000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:41.132045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:41.132078] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:41.135575] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-10-10T00:28:41.135908] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-10-10T00:28:41.136080] [INFO ] [sig       ] ALSN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:41.279023] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALSN.txt
[2025-10-10T00:28:41.279357] [INFO ] [sig       ] [72/1690] Completed ALSN in 0.2s | 4.06 sym/s | Total: 17.8s | ETA: 6.6m
[2025-10-10T00:28:41.279459] [INFO ] [sig       ] [73/1690] Forecasting ALTG...
[2025-10-10T00:28:41.279530] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-10-10T00:28:41.279603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-10-10T00:28:41.288744] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALTG'.
[2025-10-10T00:28:41.289120] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-10-10T00:28:41.314427] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:41.315217] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-10-10T00:28:41.315297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:41.315368] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:41.315439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:41.315542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:41.332825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:41.333426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:41.333537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:41.333607] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:41.369372] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:41.369522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:41.369586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:41.369620] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:41.373044] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2025-10-10T00:28:41.373343] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-10-10T00:28:41.373492] [INFO ] [sig       ] ALTG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:41.517145] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALTG.txt
[2025-10-10T00:28:41.517501] [INFO ] [sig       ] [73/1690] Completed ALTG in 0.2s | 4.06 sym/s | Total: 18.0s | ETA: 6.6m
[2025-10-10T00:28:41.517584] [INFO ] [sig       ] [74/1690] Forecasting ALUR...
[2025-10-10T00:28:41.517678] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-10-10T00:28:41.517752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-10-10T00:28:41.526529] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALUR'.
[2025-10-10T00:28:41.526858] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-10-10T00:28:41.552796] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:41.553527] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-10-10T00:28:41.553605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:41.553700] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:41.553769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:41.553867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:41.571841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:41.572522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:41.572660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:41.572734] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:41.610292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:41.610521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:41.610571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:41.610606] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:41.614892] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-10-10T00:28:41.615404] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-10-10T00:28:41.615626] [INFO ] [sig       ] ALUR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:41.797779] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALUR.txt
[2025-10-10T00:28:41.798130] [INFO ] [sig       ] [74/1690] Completed ALUR in 0.3s | 4.05 sym/s | Total: 18.3s | ETA: 6.7m
[2025-10-10T00:28:41.798212] [INFO ] [sig       ] [75/1690] Forecasting ALV...
[2025-10-10T00:28:41.798282] [INFO ] [sig       ] Generating forecast for: ALV
[2025-10-10T00:28:41.798354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-10-10T00:28:41.807969] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALV'.
[2025-10-10T00:28:41.808395] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-10-10T00:28:41.834590] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:41.835479] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-10-10T00:28:41.835564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:41.835679] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:41.835783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:41.835921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:41.853122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:41.853799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:41.853908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:41.853956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:41.887622] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:41.887754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:41.887801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:41.887834] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:41.890976] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-10-10T00:28:41.891254] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-10-10T00:28:41.891388] [INFO ] [sig       ] ALV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:42.032809] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ALV.txt
[2025-10-10T00:28:42.033099] [INFO ] [sig       ] [75/1690] Completed ALV in 0.2s | 4.05 sym/s | Total: 18.5s | ETA: 6.6m
[2025-10-10T00:28:42.033171] [INFO ] [sig       ] [76/1690] Forecasting ALX...
[2025-10-10T00:28:42.033256] [INFO ] [sig       ] Generating forecast for: ALX
[2025-10-10T00:28:42.033345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-10-10T00:28:42.041763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ALX'.
[2025-10-10T00:28:42.042102] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-10-10T00:28:42.067161] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:42.068015] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-10-10T00:28:42.068093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:42.068186] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:42.068272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:42.068405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:42.085413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:42.086057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:42.086163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:42.086228] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:42.118017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:42.118120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:42.118162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:42.118194] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:42.121287] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=43.29%)
[2025-10-10T00:28:42.121568] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-10-10T00:28:42.121734] [INFO ] [sig       ] ALX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:42.262334] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ALX.txt
[2025-10-10T00:28:42.262606] [INFO ] [sig       ] [76/1690] Completed ALX in 0.2s | 4.06 sym/s | Total: 18.7s | ETA: 6.6m
[2025-10-10T00:28:42.262737] [INFO ] [sig       ] [77/1690] Forecasting AM...
[2025-10-10T00:28:42.262811] [INFO ] [sig       ] Generating forecast for: AM
[2025-10-10T00:28:42.262885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-10-10T00:28:42.272793] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AM'.
[2025-10-10T00:28:42.273280] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-10-10T00:28:42.300052] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:42.301026] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-10-10T00:28:42.301124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:42.301201] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:42.301271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:42.301374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:42.319568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:42.320439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:42.320563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:42.320636] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:42.358940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:42.359163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:42.359212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:42.359246] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:42.363079] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-10-10T00:28:42.363416] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-10-10T00:28:42.363579] [INFO ] [sig       ] AM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:42.522320] [INFO ] [LOCAL     ] Saved forecast: AM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AM.txt
[2025-10-10T00:28:42.522754] [INFO ] [sig       ] [77/1690] Completed AM in 0.3s | 4.05 sym/s | Total: 19.0s | ETA: 6.6m
[2025-10-10T00:28:42.522841] [INFO ] [sig       ] [78/1690] Forecasting AMBC...
[2025-10-10T00:28:42.522913] [INFO ] [sig       ] Generating forecast for: AMBC
[2025-10-10T00:28:42.522987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'.
[2025-10-10T00:28:42.532771] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMBC'.
[2025-10-10T00:28:42.533149] [INFO ] [FORECASTER] Starting predict_future for AMBC
[2025-10-10T00:28:42.561502] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:42.562453] [DEBUG] [LOCAL     ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt
[2025-10-10T00:28:42.562536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:42.562611] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:42.562711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:42.562814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:42.584488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:42.585251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:42.585400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:42.585473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:42.629168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:42.629384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:42.629433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:42.629468] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:42.633753] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-10-10T00:28:42.634075] [INFO ] [FORECASTER] Completed predict_future for AMBC
[2025-10-10T00:28:42.634232] [INFO ] [sig       ] AMBC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:42.800449] [INFO ] [LOCAL     ] Saved forecast: AMBC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMBC.txt
[2025-10-10T00:28:42.800838] [INFO ] [sig       ] [78/1690] Completed AMBC in 0.3s | 4.05 sym/s | Total: 19.3s | ETA: 6.6m
[2025-10-10T00:28:42.800923] [INFO ] [sig       ] [79/1690] Forecasting AMBP...
[2025-10-10T00:28:42.800997] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-10-10T00:28:42.801070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-10-10T00:28:42.810834] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMBP'.
[2025-10-10T00:28:42.811225] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-10-10T00:28:42.836633] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:42.837465] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-10-10T00:28:42.837546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:42.837633] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:42.837723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:42.837839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:42.855014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:42.855636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:42.855770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:42.855853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:42.888493] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:42.888699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:42.888766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:42.888802] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:42.892264] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-10-10T00:28:42.892566] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-10-10T00:28:42.892758] [INFO ] [sig       ] AMBP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:43.033732] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMBP.txt
[2025-10-10T00:28:43.034010] [INFO ] [sig       ] [79/1690] Completed AMBP in 0.2s | 4.05 sym/s | Total: 19.5s | ETA: 6.6m
[2025-10-10T00:28:43.034089] [INFO ] [sig       ] [80/1690] Forecasting AMC...
[2025-10-10T00:28:43.034198] [INFO ] [sig       ] Generating forecast for: AMC
[2025-10-10T00:28:43.034283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-10-10T00:28:43.044789] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMC'.
[2025-10-10T00:28:43.045281] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-10-10T00:28:43.073459] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:43.074520] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-10-10T00:28:43.074604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:43.074727] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:43.074801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:43.074903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:43.096756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:43.097605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:43.097769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:43.097867] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:43.134614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:43.134810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:43.134882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:43.134918] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:43.138924] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-10-10T00:28:43.139240] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-10-10T00:28:43.139403] [INFO ] [sig       ] AMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:43.303454] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMC.txt
[2025-10-10T00:28:43.303895] [INFO ] [sig       ] [80/1690] Completed AMC in 0.3s | 4.04 sym/s | Total: 19.8s | ETA: 6.6m
[2025-10-10T00:28:43.303983] [INFO ] [sig       ] [81/1690] Forecasting AMCR...
[2025-10-10T00:28:43.304054] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-10-10T00:28:43.304194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-10-10T00:28:43.314034] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMCR'.
[2025-10-10T00:28:43.314439] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-10-10T00:28:43.339956] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:43.340734] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-10-10T00:28:43.340812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:43.340915] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:43.340989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:43.341103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:43.358568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:43.359207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:43.359317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:43.359402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:43.397338] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:43.397563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:43.397612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:43.397674] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:43.401874] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-10-10T00:28:43.402249] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-10-10T00:28:43.402436] [INFO ] [sig       ] AMCR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:43.551003] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMCR.txt
[2025-10-10T00:28:43.551337] [INFO ] [sig       ] [81/1690] Completed AMCR in 0.2s | 4.04 sym/s | Total: 20.0s | ETA: 6.6m
[2025-10-10T00:28:43.551437] [INFO ] [sig       ] [82/1690] Forecasting AME...
[2025-10-10T00:28:43.551508] [INFO ] [sig       ] Generating forecast for: AME
[2025-10-10T00:28:43.551581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-10-10T00:28:43.561467] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AME'.
[2025-10-10T00:28:43.561956] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-10-10T00:28:43.590203] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:43.591105] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-10-10T00:28:43.591188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:43.591262] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:43.591370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:43.591515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:43.611268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:43.612291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:43.612416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:43.612502] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:43.651149] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:43.651349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:43.651398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:43.651431] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:43.655158] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-10-10T00:28:43.655477] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-10-10T00:28:43.655628] [INFO ] [sig       ] AME: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:43.798094] [INFO ] [LOCAL     ] Saved forecast: AME	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AME.txt
[2025-10-10T00:28:43.798357] [INFO ] [sig       ] [82/1690] Completed AME in 0.2s | 4.04 sym/s | Total: 20.3s | ETA: 6.6m
[2025-10-10T00:28:43.798498] [INFO ] [sig       ] [83/1690] Forecasting AMG...
[2025-10-10T00:28:43.798571] [INFO ] [sig       ] Generating forecast for: AMG
[2025-10-10T00:28:43.798679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-10-10T00:28:43.807833] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMG'.
[2025-10-10T00:28:43.808155] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-10-10T00:28:43.833591] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:43.834445] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-10-10T00:28:43.834526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:43.834615] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:43.834730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:43.834899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:43.852421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:43.853071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:43.853180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:43.853262] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:43.888935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:43.889052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:43.889093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:43.889126] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:43.892264] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-10-10T00:28:43.892556] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-10-10T00:28:43.892732] [INFO ] [sig       ] AMG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:44.037299] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMG.txt
[2025-10-10T00:28:44.037634] [INFO ] [sig       ] [83/1690] Completed AMG in 0.2s | 4.05 sym/s | Total: 20.5s | ETA: 6.6m
[2025-10-10T00:28:44.037733] [INFO ] [sig       ] [84/1690] Forecasting AMH...
[2025-10-10T00:28:44.037801] [INFO ] [sig       ] Generating forecast for: AMH
[2025-10-10T00:28:44.037936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-10-10T00:28:44.047431] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMH'.
[2025-10-10T00:28:44.047846] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-10-10T00:28:44.074005] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:44.074925] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-10-10T00:28:44.075006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:44.075080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:44.075149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:44.075264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:44.092827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:44.093448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:44.093564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:44.093674] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:44.136079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:44.136236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:44.136280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:44.136314] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:44.139917] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-10-10T00:28:44.140215] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-10-10T00:28:44.140363] [INFO ] [sig       ] AMH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:44.291168] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMH.txt
[2025-10-10T00:28:44.291420] [INFO ] [sig       ] [84/1690] Completed AMH in 0.3s | 4.05 sym/s | Total: 20.8s | ETA: 6.6m
[2025-10-10T00:28:44.291539] [INFO ] [sig       ] [85/1690] Forecasting AMN...
[2025-10-10T00:28:44.291628] [INFO ] [sig       ] Generating forecast for: AMN
[2025-10-10T00:28:44.291737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-10-10T00:28:44.301321] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMN'.
[2025-10-10T00:28:44.301809] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-10-10T00:28:44.328829] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:44.329732] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-10-10T00:28:44.329814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:44.329903] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:44.329986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:44.330114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:44.348466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:44.349116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:44.349229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:44.349315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:44.394054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:44.394233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:44.394278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:44.394313] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:44.398065] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-10-10T00:28:44.398365] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-10-10T00:28:44.398520] [INFO ] [sig       ] AMN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:44.550281] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMN.txt
[2025-10-10T00:28:44.550566] [INFO ] [sig       ] [85/1690] Completed AMN in 0.3s | 4.04 sym/s | Total: 21.0s | ETA: 6.6m
[2025-10-10T00:28:44.550693] [INFO ] [sig       ] [86/1690] Forecasting AMP...
[2025-10-10T00:28:44.550764] [INFO ] [sig       ] Generating forecast for: AMP
[2025-10-10T00:28:44.550849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-10-10T00:28:44.560437] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AMP'.
[2025-10-10T00:28:44.560824] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-10-10T00:28:44.587882] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:44.588879] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-10-10T00:28:44.588963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:44.589041] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:44.589115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:44.589215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:44.606958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:44.607616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:44.607753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:44.607824] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:44.652523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:44.652706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:44.652770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:44.652806] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:44.656181] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-10-10T00:28:44.656516] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-10-10T00:28:44.656713] [INFO ] [sig       ] AMP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:44.811867] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMP.txt
[2025-10-10T00:28:44.812126] [INFO ] [sig       ] [86/1690] Completed AMP in 0.3s | 4.04 sym/s | Total: 21.3s | ETA: 6.6m
[2025-10-10T00:28:44.812229] [INFO ] [sig       ] [87/1690] Forecasting AMPX...
[2025-10-10T00:28:44.812272] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-10-10T00:28:44.812340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-10-10T00:28:44.821376] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMPX'.
[2025-10-10T00:28:44.821699] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-10-10T00:28:44.847233] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:44.848082] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-10-10T00:28:44.848161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:44.848233] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:44.848301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:44.848402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:44.865588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:44.866195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:44.866314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:44.866383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:44.902885] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:44.902989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:44.903031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:44.903082] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:44.906296] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-10-10T00:28:44.906574] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-10-10T00:28:44.906743] [INFO ] [sig       ] AMPX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:45.051733] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMPX.txt
[2025-10-10T00:28:45.052057] [INFO ] [sig       ] [87/1690] Completed AMPX in 0.2s | 4.04 sym/s | Total: 21.5s | ETA: 6.6m
[2025-10-10T00:28:45.052138] [INFO ] [sig       ] [88/1690] Forecasting AMPY...
[2025-10-10T00:28:45.052209] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-10-10T00:28:45.052281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-10-10T00:28:45.061287] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMPY'.
[2025-10-10T00:28:45.061606] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-10-10T00:28:45.088316] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:45.089255] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-10-10T00:28:45.089338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:45.089413] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:45.089484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:45.089585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:45.109110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:45.110149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:45.110271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:45.110343] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:45.149250] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:45.149376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:45.149423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:45.149456] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:45.152612] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-10-10T00:28:45.152952] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-10-10T00:28:45.153108] [INFO ] [sig       ] AMPY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:45.306145] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMPY.txt
[2025-10-10T00:28:45.306413] [INFO ] [sig       ] [88/1690] Completed AMPY in 0.3s | 4.04 sym/s | Total: 21.8s | ETA: 6.6m
[2025-10-10T00:28:45.306509] [INFO ] [sig       ] [89/1690] Forecasting AMR...
[2025-10-10T00:28:45.306580] [INFO ] [sig       ] Generating forecast for: AMR
[2025-10-10T00:28:45.306681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-10-10T00:28:45.316827] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMR'.
[2025-10-10T00:28:45.317235] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-10-10T00:28:45.342713] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:45.343449] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-10-10T00:28:45.343530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:45.343618] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:45.343724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:45.343837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:45.360882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:45.361490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:45.361604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:45.361705] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:45.395220] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:45.395324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:45.395366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:45.395399] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:45.398632] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-10-10T00:28:45.398946] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-10-10T00:28:45.399086] [INFO ] [sig       ] AMR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:45.540268] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMR.txt
[2025-10-10T00:28:45.540557] [INFO ] [sig       ] [89/1690] Completed AMR in 0.2s | 4.04 sym/s | Total: 22.0s | ETA: 6.6m
[2025-10-10T00:28:45.540682] [INFO ] [sig       ] [90/1690] Forecasting AMRC...
[2025-10-10T00:28:45.540767] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-10-10T00:28:45.540854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-10-10T00:28:45.550707] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMRC'.
[2025-10-10T00:28:45.551130] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-10-10T00:28:45.577014] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:45.577805] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-10-10T00:28:45.577905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:45.577983] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:45.578051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:45.578152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:45.595363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:45.595989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:45.596103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:45.596173] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:45.634783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:45.634958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:45.635005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:45.635038] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:45.638576] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-10-10T00:28:45.638901] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-10-10T00:28:45.639064] [INFO ] [sig       ] AMRC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:45.797543] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMRC.txt
[2025-10-10T00:28:45.797915] [INFO ] [sig       ] [90/1690] Completed AMRC in 0.3s | 4.04 sym/s | Total: 22.3s | ETA: 6.6m
[2025-10-10T00:28:45.798008] [INFO ] [sig       ] [91/1690] Forecasting AMT...
[2025-10-10T00:28:45.798081] [INFO ] [sig       ] Generating forecast for: AMT
[2025-10-10T00:28:45.798154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-10-10T00:28:45.807752] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMT'.
[2025-10-10T00:28:45.808101] [INFO ] [FORECASTER] Starting predict_future for AMT
[2025-10-10T00:28:45.833512] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:45.834312] [DEBUG] [LOCAL     ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt
[2025-10-10T00:28:45.834397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:45.834493] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:45.834579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:45.834733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:45.852506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:45.853193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:45.853309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:45.853397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:45.890689] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:45.890825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:45.890867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:45.890901] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:45.894159] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-10-10T00:28:45.894439] [INFO ] [FORECASTER] Completed predict_future for AMT
[2025-10-10T00:28:45.894586] [INFO ] [sig       ] AMT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:46.042683] [INFO ] [LOCAL     ] Saved forecast: AMT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMT.txt
[2025-10-10T00:28:46.043016] [INFO ] [sig       ] [91/1690] Completed AMT in 0.2s | 4.04 sym/s | Total: 22.5s | ETA: 6.6m
[2025-10-10T00:28:46.043102] [INFO ] [sig       ] [92/1690] Forecasting AMTB...
[2025-10-10T00:28:46.043188] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-10-10T00:28:46.043286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-10-10T00:28:46.052865] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMTB'.
[2025-10-10T00:28:46.053333] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-10-10T00:28:46.079898] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:46.080826] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-10-10T00:28:46.080911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:46.081004] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:46.081090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:46.081218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:46.099320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:46.100332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:46.100470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:46.100546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:46.138894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:46.139121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:46.139171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:46.139205] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:46.143042] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-10-10T00:28:46.143396] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-10-10T00:28:46.143559] [INFO ] [sig       ] AMTB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:46.290758] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMTB.txt
[2025-10-10T00:28:46.291056] [INFO ] [sig       ] [92/1690] Completed AMTB in 0.2s | 4.04 sym/s | Total: 22.8s | ETA: 6.6m
[2025-10-10T00:28:46.291146] [INFO ] [sig       ] [93/1690] Forecasting AMTD...
[2025-10-10T00:28:46.291230] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-10-10T00:28:46.291327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-10-10T00:28:46.299995] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMTD'.
[2025-10-10T00:28:46.300297] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-10-10T00:28:46.326120] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:46.327007] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-10-10T00:28:46.327091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:46.327168] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:46.327252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:46.327422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:46.344805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:46.345414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:46.345527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:46.345610] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:46.381074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:46.381235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:46.381288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:46.381322] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:46.384614] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-10-10T00:28:46.384930] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-10-10T00:28:46.385079] [INFO ] [sig       ] AMTD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:46.527743] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMTD.txt
[2025-10-10T00:28:46.528237] [INFO ] [sig       ] [93/1690] Completed AMTD in 0.2s | 4.04 sym/s | Total: 23.0s | ETA: 6.6m
[2025-10-10T00:28:46.528367] [INFO ] [sig       ] [94/1690] Forecasting AMTM...
[2025-10-10T00:28:46.528451] [INFO ] [sig       ] Generating forecast for: AMTM
[2025-10-10T00:28:46.528535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'.
[2025-10-10T00:28:46.538108] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMTM'.
[2025-10-10T00:28:46.538512] [INFO ] [FORECASTER] Starting predict_future for AMTM
[2025-10-10T00:28:46.564514] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:46.565371] [DEBUG] [LOCAL     ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt
[2025-10-10T00:28:46.565451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:46.565524] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:46.565603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:46.565759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:46.583203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:46.583983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:46.584098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:46.584167] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:46.617795] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:46.618073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:46.618148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:46.618226] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:46.622190] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-10-10T00:28:46.622534] [INFO ] [FORECASTER] Completed predict_future for AMTM
[2025-10-10T00:28:46.622738] [INFO ] [sig       ] AMTM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:46.770800] [INFO ] [LOCAL     ] Saved forecast: AMTM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AMTM.txt
[2025-10-10T00:28:46.771172] [INFO ] [sig       ] [94/1690] Completed AMTM in 0.2s | 4.04 sym/s | Total: 23.2s | ETA: 6.6m
[2025-10-10T00:28:46.771256] [INFO ] [sig       ] [95/1690] Forecasting AMWL...
[2025-10-10T00:28:46.771337] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-10-10T00:28:46.771419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-10-10T00:28:46.780536] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AMWL'.
[2025-10-10T00:28:46.780930] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-10-10T00:28:46.806250] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:46.807042] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-10-10T00:28:46.807122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:46.807205] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:46.807283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:46.807404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:46.824344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:46.824990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:46.825102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:46.825185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:46.858122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:46.858253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:46.858294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:46.858327] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:46.861602] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-10-10T00:28:46.861950] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-10-10T00:28:46.862100] [INFO ] [sig       ] AMWL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:47.027598] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AMWL.txt
[2025-10-10T00:28:47.028084] [INFO ] [sig       ] [95/1690] Completed AMWL in 0.3s | 4.04 sym/s | Total: 23.5s | ETA: 6.6m
[2025-10-10T00:28:47.028187] [INFO ] [sig       ] [96/1690] Forecasting AN...
[2025-10-10T00:28:47.028279] [INFO ] [sig       ] Generating forecast for: AN
[2025-10-10T00:28:47.028374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-10-10T00:28:47.038506] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AN'.
[2025-10-10T00:28:47.039026] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-10-10T00:28:47.066500] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:47.067432] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-10-10T00:28:47.067513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:47.067599] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:47.067712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:47.067826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:47.084934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:47.085532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:47.085674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:47.085749] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:47.123520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:47.123616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:47.123688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:47.123745] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:47.126837] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-10-10T00:28:47.127120] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-10-10T00:28:47.127263] [INFO ] [sig       ] AN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:47.271596] [INFO ] [LOCAL     ] Saved forecast: AN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AN.txt
[2025-10-10T00:28:47.271979] [INFO ] [sig       ] [96/1690] Completed AN in 0.2s | 4.04 sym/s | Total: 23.7s | ETA: 6.6m
[2025-10-10T00:28:47.272064] [INFO ] [sig       ] [97/1690] Forecasting ANET...
[2025-10-10T00:28:47.272149] [INFO ] [sig       ] Generating forecast for: ANET
[2025-10-10T00:28:47.272234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'.
[2025-10-10T00:28:47.281900] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ANET'.
[2025-10-10T00:28:47.282295] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-10-10T00:28:47.307767] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:47.308495] [DEBUG] [LOCAL     ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt
[2025-10-10T00:28:47.308574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:47.308669] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:47.308741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:47.308840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:47.325775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:47.326346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:47.326453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:47.326523] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:47.364249] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:47.364368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:47.364413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:47.364447] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:47.367719] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-10-10T00:28:47.368044] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-10-10T00:28:47.368200] [INFO ] [sig       ] ANET: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:47.512052] [INFO ] [LOCAL     ] Saved forecast: ANET	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ANET.txt
[2025-10-10T00:28:47.512285] [INFO ] [sig       ] [97/1690] Completed ANET in 0.2s | 4.04 sym/s | Total: 24.0s | ETA: 6.6m
[2025-10-10T00:28:47.512398] [INFO ] [sig       ] [98/1690] Forecasting ANRO...
[2025-10-10T00:28:47.512480] [INFO ] [sig       ] Generating forecast for: ANRO
[2025-10-10T00:28:47.512552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'.
[2025-10-10T00:28:47.521044] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ANRO'.
[2025-10-10T00:28:47.521338] [INFO ] [FORECASTER] Starting predict_future for ANRO
[2025-10-10T00:28:47.546411] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:47.547176] [DEBUG] [LOCAL     ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt
[2025-10-10T00:28:47.547256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:47.547328] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:47.547396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:47.547533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:47.567362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:47.568060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:47.568170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:47.568253] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:47.604118] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:47.604213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:47.604254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:47.604286] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:47.607312] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-10-10T00:28:47.607585] [INFO ] [FORECASTER] Completed predict_future for ANRO
[2025-10-10T00:28:47.607760] [INFO ] [sig       ] ANRO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:47.749259] [INFO ] [LOCAL     ] Saved forecast: ANRO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ANRO.txt
[2025-10-10T00:28:47.749502] [INFO ] [sig       ] [98/1690] Completed ANRO in 0.2s | 4.05 sym/s | Total: 24.2s | ETA: 6.6m
[2025-10-10T00:28:47.749684] [INFO ] [sig       ] [99/1690] Forecasting ANVS...
[2025-10-10T00:28:47.749746] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-10-10T00:28:47.749812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-10-10T00:28:47.759067] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ANVS'.
[2025-10-10T00:28:47.759404] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-10-10T00:28:47.784572] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:47.785497] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-10-10T00:28:47.785580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:47.785688] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:47.785775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:47.785892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:47.802982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:47.803585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:47.803718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:47.803789] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:47.844331] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:47.844426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:47.844466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:47.844498] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:47.847577] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-10-10T00:28:47.847902] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-10-10T00:28:47.848072] [INFO ] [sig       ] ANVS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:47.990602] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ANVS.txt
[2025-10-10T00:28:47.990899] [INFO ] [sig       ] [99/1690] Completed ANVS in 0.2s | 4.05 sym/s | Total: 24.5s | ETA: 6.6m
[2025-10-10T00:28:47.991058] [INFO ] [sig       ] [100/1690] Forecasting AOD...
[2025-10-10T00:28:47.991133] [INFO ] [sig       ] Generating forecast for: AOD
[2025-10-10T00:28:47.991206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-10-10T00:28:48.002865] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AOD'.
[2025-10-10T00:28:48.003525] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-10-10T00:28:48.035130] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:48.036434] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-10-10T00:28:48.036817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:48.036899] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:48.036999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:48.037184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:48.055579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:48.056561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:48.056717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:48.056804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:48.094813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:48.095028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:48.095076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:48.095112] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:48.099035] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-10-10T00:28:48.099369] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-10-10T00:28:48.099537] [INFO ] [sig       ] AOD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:48.242415] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AOD.txt
[2025-10-10T00:28:48.242836] [INFO ] [sig       ] [100/1690] Completed AOD in 0.3s | 4.05 sym/s | Total: 24.7s | ETA: 6.6m
[2025-10-10T00:28:48.242921] [INFO ] [sig       ] [101/1690] Forecasting AORT...
[2025-10-10T00:28:48.243007] [INFO ] [sig       ] Generating forecast for: AORT
[2025-10-10T00:28:48.243096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-10-10T00:28:48.252501] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AORT'.
[2025-10-10T00:28:48.252905] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-10-10T00:28:48.278432] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:48.279238] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-10-10T00:28:48.279316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:48.279402] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:48.279485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:48.279605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:48.296973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:48.297629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:48.297765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:48.297850] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:48.332863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:48.333021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:48.333066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:48.333127] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:48.336512] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-10-10T00:28:48.336868] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-10-10T00:28:48.337037] [INFO ] [sig       ] AORT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:48.480376] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AORT.txt
[2025-10-10T00:28:48.480789] [INFO ] [sig       ] [101/1690] Completed AORT in 0.2s | 4.05 sym/s | Total: 25.0s | ETA: 6.5m
[2025-10-10T00:28:48.480872] [INFO ] [sig       ] [102/1690] Forecasting AOS...
[2025-10-10T00:28:48.480943] [INFO ] [sig       ] Generating forecast for: AOS
[2025-10-10T00:28:48.481042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-10-10T00:28:48.490909] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AOS'.
[2025-10-10T00:28:48.491289] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-10-10T00:28:48.516609] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:48.517355] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-10-10T00:28:48.517434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:48.517507] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:48.517575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:48.517696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:48.534599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:48.535193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:48.535302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:48.535372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:48.572883] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:48.572979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:48.573019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:48.573051] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:48.576094] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-10-10T00:28:48.576368] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-10-10T00:28:48.576516] [INFO ] [sig       ] AOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:48.722002] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AOS.txt
[2025-10-10T00:28:48.722360] [INFO ] [sig       ] [102/1690] Completed AOS in 0.2s | 4.05 sym/s | Total: 25.2s | ETA: 6.5m
[2025-10-10T00:28:48.722443] [INFO ] [sig       ] [103/1690] Forecasting APD...
[2025-10-10T00:28:48.722514] [INFO ] [sig       ] Generating forecast for: APD
[2025-10-10T00:28:48.722587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-10-10T00:28:48.732164] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'APD'.
[2025-10-10T00:28:48.732574] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-10-10T00:28:48.758871] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:48.759750] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-10-10T00:28:48.759831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:48.759906] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:48.759991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:48.760108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:48.778318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:48.778997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:48.779107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:48.779192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:48.817171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:48.817358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:48.817405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:48.817438] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:48.821156] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-10-10T00:28:48.821477] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-10-10T00:28:48.821626] [INFO ] [sig       ] APD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:48.966892] [INFO ] [LOCAL     ] Saved forecast: APD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/APD.txt
[2025-10-10T00:28:48.967301] [INFO ] [sig       ] [103/1690] Completed APD in 0.2s | 4.05 sym/s | Total: 25.4s | ETA: 6.5m
[2025-10-10T00:28:48.967392] [INFO ] [sig       ] [104/1690] Forecasting APH...
[2025-10-10T00:28:48.967500] [INFO ] [sig       ] Generating forecast for: APH
[2025-10-10T00:28:48.967603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-10-10T00:28:48.976888] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'APH'.
[2025-10-10T00:28:48.977205] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-10-10T00:28:49.002362] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:49.003172] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-10-10T00:28:49.003254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:49.003352] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:49.003459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:49.003632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:49.020783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:49.021444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:49.021573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:49.021703] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:49.068120] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:49.068330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:49.068425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:49.068492] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:49.071838] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-10-10T00:28:49.072119] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-10-10T00:28:49.072255] [INFO ] [sig       ] APH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:49.214051] [INFO ] [LOCAL     ] Saved forecast: APH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/APH.txt
[2025-10-10T00:28:49.214445] [INFO ] [sig       ] [104/1690] Completed APH in 0.2s | 4.05 sym/s | Total: 25.7s | ETA: 6.5m
[2025-10-10T00:28:49.214530] [INFO ] [sig       ] [105/1690] Forecasting APLE...
[2025-10-10T00:28:49.214614] [INFO ] [sig       ] Generating forecast for: APLE
[2025-10-10T00:28:49.214735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-10-10T00:28:49.224683] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'APLE'.
[2025-10-10T00:28:49.225075] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-10-10T00:28:49.251729] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:49.252759] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-10-10T00:28:49.252844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:49.252933] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:49.253019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:49.253161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:49.271779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:49.272703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:49.272823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:49.272924] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:49.309320] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:49.309570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:49.309630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:49.309720] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:49.313788] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-10-10T00:28:49.314190] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-10-10T00:28:49.314361] [INFO ] [sig       ] APLE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:49.474184] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/APLE.txt
[2025-10-10T00:28:49.474496] [INFO ] [sig       ] [105/1690] Completed APLE in 0.3s | 4.05 sym/s | Total: 25.9s | ETA: 6.5m
[2025-10-10T00:28:49.474571] [INFO ] [sig       ] [106/1690] Forecasting APO...
[2025-10-10T00:28:49.474672] [INFO ] [sig       ] Generating forecast for: APO
[2025-10-10T00:28:49.474758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-10-10T00:28:49.483353] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'APO'.
[2025-10-10T00:28:49.483690] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-10-10T00:28:49.508882] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:49.509620] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-10-10T00:28:49.509724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:49.509796] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:49.509864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:49.509964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:49.526993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:49.527564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:49.527691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:49.527763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:49.562762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:49.562888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:49.562930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:49.562962] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:49.566150] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-10-10T00:28:49.566439] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-10-10T00:28:49.566575] [INFO ] [sig       ] APO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:49.708870] [INFO ] [LOCAL     ] Saved forecast: APO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/APO.txt
[2025-10-10T00:28:49.709191] [INFO ] [sig       ] [106/1690] Completed APO in 0.2s | 4.05 sym/s | Total: 26.2s | ETA: 6.5m
[2025-10-10T00:28:49.709279] [INFO ] [sig       ] [107/1690] Forecasting APOS...
[2025-10-10T00:28:49.709364] [INFO ] [sig       ] Generating forecast for: APOS
[2025-10-10T00:28:49.709449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-10-10T00:28:49.717817] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'APOS'.
[2025-10-10T00:28:49.718153] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-10-10T00:28:49.743441] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:49.744262] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-10-10T00:28:49.744342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:49.744414] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:49.744485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:49.744590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:49.761798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:49.762629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:49.762768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:49.762838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:49.795548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:49.795702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:49.795765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:49.795800] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:49.799030] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-10-10T00:28:49.799316] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-10-10T00:28:49.799457] [INFO ] [sig       ] APOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:49.942100] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/APOS.txt
[2025-10-10T00:28:49.942380] [INFO ] [sig       ] [107/1690] Completed APOS in 0.2s | 4.05 sym/s | Total: 26.4s | ETA: 6.5m
[2025-10-10T00:28:49.942452] [INFO ] [sig       ] [108/1690] Forecasting AQNB...
[2025-10-10T00:28:49.942500] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-10-10T00:28:49.942564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-10-10T00:28:49.951363] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AQNB'.
[2025-10-10T00:28:49.951754] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-10-10T00:28:49.977598] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:49.978489] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-10-10T00:28:49.978574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:49.978678] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:49.978740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:49.978837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:49.996873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:49.997618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:49.997759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:49.997829] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:50.033638] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:50.033808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:50.033853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:50.033906] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:50.037168] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-10-10T00:28:50.037461] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-10-10T00:28:50.037609] [INFO ] [sig       ] AQNB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:50.181858] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AQNB.txt
[2025-10-10T00:28:50.182177] [INFO ] [sig       ] [108/1690] Completed AQNB in 0.2s | 4.05 sym/s | Total: 26.7s | ETA: 6.5m
[2025-10-10T00:28:50.182259] [INFO ] [sig       ] [109/1690] Forecasting ARCO...
[2025-10-10T00:28:50.182331] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-10-10T00:28:50.182403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-10-10T00:28:50.191079] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARCO'.
[2025-10-10T00:28:50.191361] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-10-10T00:28:50.217139] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:50.217973] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-10-10T00:28:50.218054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:50.218128] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:50.218198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:50.218298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:50.235929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:50.236516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:50.236623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:50.236718] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:50.273548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:50.273671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:50.273742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:50.273779] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:50.276843] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-10-10T00:28:50.277113] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-10-10T00:28:50.277252] [INFO ] [sig       ] ARCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:50.421933] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARCO.txt
[2025-10-10T00:28:50.422225] [INFO ] [sig       ] [109/1690] Completed ARCO in 0.2s | 4.05 sym/s | Total: 26.9s | ETA: 6.5m
[2025-10-10T00:28:50.422306] [INFO ] [sig       ] [110/1690] Forecasting ARDT...
[2025-10-10T00:28:50.422376] [INFO ] [sig       ] Generating forecast for: ARDT
[2025-10-10T00:28:50.422447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'.
[2025-10-10T00:28:50.431476] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARDT'.
[2025-10-10T00:28:50.431791] [INFO ] [FORECASTER] Starting predict_future for ARDT
[2025-10-10T00:28:50.457128] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:50.457924] [DEBUG] [LOCAL     ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt
[2025-10-10T00:28:50.458003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:50.458075] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:50.458144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:50.458243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:50.475807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:50.476378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:50.476484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:50.476559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:50.515836] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:50.516046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:50.516092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:50.516125] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:50.519767] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-10-10T00:28:50.520061] [INFO ] [FORECASTER] Completed predict_future for ARDT
[2025-10-10T00:28:50.520203] [INFO ] [sig       ] ARDT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:50.666123] [INFO ] [LOCAL     ] Saved forecast: ARDT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ARDT.txt
[2025-10-10T00:28:50.666369] [INFO ] [sig       ] [110/1690] Completed ARDT in 0.2s | 4.05 sym/s | Total: 27.1s | ETA: 6.5m
[2025-10-10T00:28:50.666468] [INFO ] [sig       ] [111/1690] Forecasting ARE...
[2025-10-10T00:28:50.666518] [INFO ] [sig       ] Generating forecast for: ARE
[2025-10-10T00:28:50.666591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-10-10T00:28:50.676074] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARE'.
[2025-10-10T00:28:50.676465] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-10-10T00:28:50.701938] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:50.702721] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-10-10T00:28:50.702799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:50.702887] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:50.702970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:50.703097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:50.720081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:50.720714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:50.720823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:50.720908] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:50.757470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:50.757563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:50.757604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:50.757637] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:50.760849] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-10-10T00:28:50.761127] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-10-10T00:28:50.761271] [INFO ] [sig       ] ARE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:50.901857] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARE.txt
[2025-10-10T00:28:50.902138] [INFO ] [sig       ] [111/1690] Completed ARE in 0.2s | 4.05 sym/s | Total: 27.4s | ETA: 6.5m
[2025-10-10T00:28:50.902231] [INFO ] [sig       ] [112/1690] Forecasting ARES...
[2025-10-10T00:28:50.902301] [INFO ] [sig       ] Generating forecast for: ARES
[2025-10-10T00:28:50.902426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-10-10T00:28:50.912640] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARES'.
[2025-10-10T00:28:50.913080] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-10-10T00:28:50.938837] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:50.939590] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-10-10T00:28:50.939692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:50.939769] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:50.939838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:50.939940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:50.956923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:50.957505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:50.957616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:50.957709] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:50.994239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:50.994351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:50.994392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:50.994424] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:50.998773] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-10-10T00:28:50.999116] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-10-10T00:28:50.999282] [INFO ] [sig       ] ARES: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:51.141346] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARES.txt
[2025-10-10T00:28:51.141697] [INFO ] [sig       ] [112/1690] Completed ARES in 0.2s | 4.06 sym/s | Total: 27.6s | ETA: 6.5m
[2025-10-10T00:28:51.141789] [INFO ] [sig       ] [113/1690] Forecasting ARI...
[2025-10-10T00:28:51.141860] [INFO ] [sig       ] Generating forecast for: ARI
[2025-10-10T00:28:51.141932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-10-10T00:28:51.151289] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARI'.
[2025-10-10T00:28:51.151616] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-10-10T00:28:51.177064] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:51.177837] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-10-10T00:28:51.177933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:51.178010] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:51.178079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:51.178179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:51.195106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:51.195739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:51.195851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:51.195920] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:51.233148] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:51.233288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:51.233330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:51.233363] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:51.236677] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-10-10T00:28:51.236980] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-10-10T00:28:51.237119] [INFO ] [sig       ] ARI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:51.379623] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARI.txt
[2025-10-10T00:28:51.379973] [INFO ] [sig       ] [113/1690] Completed ARI in 0.2s | 4.06 sym/s | Total: 27.9s | ETA: 6.5m
[2025-10-10T00:28:51.380063] [INFO ] [sig       ] [114/1690] Forecasting ARIS...
[2025-10-10T00:28:51.380134] [INFO ] [sig       ] Generating forecast for: ARIS
[2025-10-10T00:28:51.380203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'.
[2025-10-10T00:28:51.389608] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARIS'.
[2025-10-10T00:28:51.389953] [INFO ] [FORECASTER] Starting predict_future for ARIS
[2025-10-10T00:28:51.416411] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:51.417205] [DEBUG] [LOCAL     ] No optimal features file found for ARIS: ./output/feature-sets/ARIS.txt
[2025-10-10T00:28:51.417283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:51.417354] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:51.417421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:51.417521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:51.434471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:51.435115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:51.435225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:51.435294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:51.472785] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:51.472964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:51.473047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:51.473097] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:51.476760] [DEBUG] [FORECASTER] ARIS: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-10-10T00:28:51.477097] [INFO ] [FORECASTER] Completed predict_future for ARIS
[2025-10-10T00:28:51.477261] [INFO ] [sig       ] ARIS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:51.656949] [INFO ] [LOCAL     ] Saved forecast: ARIS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARIS.txt
[2025-10-10T00:28:51.657299] [INFO ] [sig       ] [114/1690] Completed ARIS in 0.3s | 4.05 sym/s | Total: 28.1s | ETA: 6.5m
[2025-10-10T00:28:51.657380] [INFO ] [sig       ] [115/1690] Forecasting ARLO...
[2025-10-10T00:28:51.657451] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-10-10T00:28:51.657526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-10-10T00:28:51.667174] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARLO'.
[2025-10-10T00:28:51.667496] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-10-10T00:28:51.696931] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:51.697964] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-10-10T00:28:51.698049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:51.698139] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:51.698224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:51.698337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:51.718760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:51.719535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:51.719675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:51.719762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:51.757592] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:51.757790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:51.757862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:51.757956] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:51.761665] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-10-10T00:28:51.761993] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-10-10T00:28:51.762144] [INFO ] [sig       ] ARLO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:51.931160] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARLO.txt
[2025-10-10T00:28:51.931527] [INFO ] [sig       ] [115/1690] Completed ARLO in 0.3s | 4.05 sym/s | Total: 28.4s | ETA: 6.5m
[2025-10-10T00:28:51.931612] [INFO ] [sig       ] [116/1690] Forecasting ARMK...
[2025-10-10T00:28:51.931730] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-10-10T00:28:51.931808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-10-10T00:28:51.941334] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARMK'.
[2025-10-10T00:28:51.941723] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-10-10T00:28:51.972865] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:51.973892] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-10-10T00:28:51.973974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:51.974046] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:51.974123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:51.974224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:51.995571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:51.996241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:51.996357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:51.996426] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:52.034919] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:52.035112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:52.035184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:52.035230] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:52.039186] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-10-10T00:28:52.039493] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-10-10T00:28:52.039665] [INFO ] [sig       ] ARMK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:52.218743] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ARMK.txt
[2025-10-10T00:28:52.219068] [INFO ] [sig       ] [116/1690] Completed ARMK in 0.3s | 4.04 sym/s | Total: 28.7s | ETA: 6.5m
[2025-10-10T00:28:52.219208] [INFO ] [sig       ] [117/1690] Forecasting AROC...
[2025-10-10T00:28:52.219296] [INFO ] [sig       ] Generating forecast for: AROC
[2025-10-10T00:28:52.219390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-10-10T00:28:52.230458] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AROC'.
[2025-10-10T00:28:52.230867] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-10-10T00:28:52.262354] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:52.263398] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-10-10T00:28:52.263501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:52.263587] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:52.263691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:52.263811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:52.286616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:52.287299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:52.287415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:52.287494] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:52.329199] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:52.329344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:52.329389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:52.329424] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:52.332927] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-10-10T00:28:52.333223] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-10-10T00:28:52.333369] [INFO ] [sig       ] AROC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:52.506322] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AROC.txt
[2025-10-10T00:28:52.506681] [INFO ] [sig       ] [117/1690] Completed AROC in 0.3s | 4.04 sym/s | Total: 29.0s | ETA: 6.5m
[2025-10-10T00:28:52.506776] [INFO ] [sig       ] [118/1690] Forecasting ARR...
[2025-10-10T00:28:52.506827] [INFO ] [sig       ] Generating forecast for: ARR
[2025-10-10T00:28:52.506980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'.
[2025-10-10T00:28:52.516541] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARR'.
[2025-10-10T00:28:52.516991] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-10-10T00:28:52.545776] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:52.546557] [DEBUG] [LOCAL     ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt
[2025-10-10T00:28:52.546674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:52.546785] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:52.546874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:52.546991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:52.567773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:52.568608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:52.568826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:52.568929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:52.610377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:52.610528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:52.610573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:52.610605] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:52.614704] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-10-10T00:28:52.615015] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-10-10T00:28:52.615218] [INFO ] [sig       ] ARR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:52.773534] [INFO ] [LOCAL     ] Saved forecast: ARR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ARR.txt
[2025-10-10T00:28:52.773845] [INFO ] [sig       ] [118/1690] Completed ARR in 0.3s | 4.03 sym/s | Total: 29.2s | ETA: 6.5m
[2025-10-10T00:28:52.773948] [INFO ] [sig       ] [119/1690] Forecasting ARW...
[2025-10-10T00:28:52.774021] [INFO ] [sig       ] Generating forecast for: ARW
[2025-10-10T00:28:52.774166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'.
[2025-10-10T00:28:52.783888] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ARW'.
[2025-10-10T00:28:52.784254] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-10-10T00:28:52.811868] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:52.812760] [DEBUG] [LOCAL     ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt
[2025-10-10T00:28:52.812844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:52.812921] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:52.812993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:52.813096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:52.831892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:52.832618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:52.832759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:52.832831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:52.869079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:52.869252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:52.869298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:52.869331] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:52.872843] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-10-10T00:28:52.873148] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-10-10T00:28:52.873298] [INFO ] [sig       ] ARW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:53.014497] [INFO ] [LOCAL     ] Saved forecast: ARW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ARW.txt
[2025-10-10T00:28:53.014834] [INFO ] [sig       ] [119/1690] Completed ARW in 0.2s | 4.04 sym/s | Total: 29.5s | ETA: 6.5m
[2025-10-10T00:28:53.014905] [INFO ] [sig       ] [120/1690] Forecasting AS...
[2025-10-10T00:28:53.014944] [INFO ] [sig       ] Generating forecast for: AS
[2025-10-10T00:28:53.014987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'.
[2025-10-10T00:28:53.024291] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AS'.
[2025-10-10T00:28:53.024594] [INFO ] [FORECASTER] Starting predict_future for AS
[2025-10-10T00:28:53.050245] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:53.051163] [DEBUG] [LOCAL     ] No optimal features file found for AS: ./output/feature-sets/AS.txt
[2025-10-10T00:28:53.051245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:53.051321] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:53.051411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:53.051539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:53.070921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:53.071620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:53.071760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:53.071844] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:53.110709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:53.110825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:53.110866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:53.110898] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:53.114099] [DEBUG] [FORECASTER] AS: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-10-10T00:28:53.114376] [INFO ] [FORECASTER] Completed predict_future for AS
[2025-10-10T00:28:53.114518] [INFO ] [sig       ] AS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:53.258618] [INFO ] [LOCAL     ] Saved forecast: AS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AS.txt
[2025-10-10T00:28:53.258949] [INFO ] [sig       ] [120/1690] Completed AS in 0.2s | 4.04 sym/s | Total: 29.7s | ETA: 6.5m
[2025-10-10T00:28:53.259043] [INFO ] [sig       ] [121/1690] Forecasting ASA...
[2025-10-10T00:28:53.259129] [INFO ] [sig       ] Generating forecast for: ASA
[2025-10-10T00:28:53.259218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-10-10T00:28:53.268072] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASA'.
[2025-10-10T00:28:53.268403] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-10-10T00:28:53.294333] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:53.295141] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-10-10T00:28:53.295223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:53.295311] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:53.295396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:53.295525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:53.313339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:53.313989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:53.314098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:53.314183] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:53.350245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:53.350348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:53.350390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:53.350423] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:53.353571] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-10-10T00:28:53.353886] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-10-10T00:28:53.354040] [INFO ] [sig       ] ASA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:53.502412] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ASA.txt
[2025-10-10T00:28:53.502809] [INFO ] [sig       ] [121/1690] Completed ASA in 0.2s | 4.04 sym/s | Total: 30.0s | ETA: 6.5m
[2025-10-10T00:28:53.502890] [INFO ] [sig       ] [122/1690] Forecasting ASAN...
[2025-10-10T00:28:53.502975] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-10-10T00:28:53.503062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-10-10T00:28:53.514171] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASAN'.
[2025-10-10T00:28:53.514524] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-10-10T00:28:53.548458] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:53.549731] [DEBUG] [LOCAL     ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt
[2025-10-10T00:28:53.549830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:53.549941] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:53.550045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:53.550216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:53.573395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:53.574063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:53.574174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:53.574260] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:53.609846] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:53.609993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:53.610037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:53.610088] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:53.613315] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-10-10T00:28:53.613606] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-10-10T00:28:53.613796] [INFO ] [sig       ] ASAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:53.758039] [INFO ] [LOCAL     ] Saved forecast: ASAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASAN.txt
[2025-10-10T00:28:53.758361] [INFO ] [sig       ] [122/1690] Completed ASAN in 0.3s | 4.04 sym/s | Total: 30.2s | ETA: 6.5m
[2025-10-10T00:28:53.758446] [INFO ] [sig       ] [123/1690] Forecasting ASB...
[2025-10-10T00:28:53.758516] [INFO ] [sig       ] Generating forecast for: ASB
[2025-10-10T00:28:53.758589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-10-10T00:28:53.768284] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASB'.
[2025-10-10T00:28:53.768738] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-10-10T00:28:53.794694] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:53.795549] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-10-10T00:28:53.795633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:53.795734] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:53.795822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:53.795940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:53.813474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:53.814322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:53.814448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:53.814538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:53.852213] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:53.852381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:53.852425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:53.852457] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:53.855865] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-10-10T00:28:53.856163] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-10-10T00:28:53.856310] [INFO ] [sig       ] ASB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:54.008922] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ASB.txt
[2025-10-10T00:28:54.009312] [INFO ] [sig       ] [123/1690] Completed ASB in 0.3s | 4.03 sym/s | Total: 30.5s | ETA: 6.5m
[2025-10-10T00:28:54.009419] [INFO ] [sig       ] [124/1690] Forecasting ASBA...
[2025-10-10T00:28:54.009509] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-10-10T00:28:54.009596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-10-10T00:28:54.019138] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASBA'.
[2025-10-10T00:28:54.019671] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-10-10T00:28:54.046855] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:54.047874] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-10-10T00:28:54.047985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:54.048071] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:54.048151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:54.048277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:54.066636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:54.067735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:54.067861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:54.067976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:54.094901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:54.095123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:54.095174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:54.095209] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:54.099389] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2025-10-10T00:28:54.099800] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-10-10T00:28:54.099967] [INFO ] [sig       ] ASBA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:54.275245] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASBA.txt
[2025-10-10T00:28:54.275749] [INFO ] [sig       ] [124/1690] Completed ASBA in 0.3s | 4.03 sym/s | Total: 30.8s | ETA: 6.5m
[2025-10-10T00:28:54.275866] [INFO ] [sig       ] [125/1690] Forecasting ASC...
[2025-10-10T00:28:54.275969] [INFO ] [sig       ] Generating forecast for: ASC
[2025-10-10T00:28:54.276064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-10-10T00:28:54.286576] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASC'.
[2025-10-10T00:28:54.287207] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-10-10T00:28:54.316910] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:54.318040] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-10-10T00:28:54.318149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:54.318236] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:54.318317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:54.318418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:54.338493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:54.339840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:54.339989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:54.340074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:54.383602] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:54.383857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:54.383914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:54.383950] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:54.388341] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-10-10T00:28:54.388833] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-10-10T00:28:54.389023] [INFO ] [sig       ] ASC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:54.633353] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASC.txt
[2025-10-10T00:28:54.633904] [INFO ] [sig       ] [125/1690] Completed ASC in 0.4s | 4.02 sym/s | Total: 31.1s | ETA: 6.5m
[2025-10-10T00:28:54.633999] [INFO ] [sig       ] [126/1690] Forecasting ASG...
[2025-10-10T00:28:54.634077] [INFO ] [sig       ] Generating forecast for: ASG
[2025-10-10T00:28:54.634160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-10-10T00:28:54.650434] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASG'.
[2025-10-10T00:28:54.651093] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-10-10T00:28:54.697729] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:54.699187] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-10-10T00:28:54.699310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:54.699409] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:54.699475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:54.699580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:54.725806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:54.728608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:54.728817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:54.728910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:54.781850] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:54.782127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:54.782206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:54.782267] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:54.788187] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-10-10T00:28:54.788829] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-10-10T00:28:54.789071] [INFO ] [sig       ] ASG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:55.015171] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASG.txt
[2025-10-10T00:28:55.015561] [INFO ] [sig       ] [126/1690] Completed ASG in 0.4s | 4.00 sym/s | Total: 31.5s | ETA: 6.5m
[2025-10-10T00:28:55.015669] [INFO ] [sig       ] [127/1690] Forecasting ASGI...
[2025-10-10T00:28:55.015741] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-10-10T00:28:55.015812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-10-10T00:28:55.026466] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASGI'.
[2025-10-10T00:28:55.027097] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-10-10T00:28:55.062211] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:55.063445] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-10-10T00:28:55.063546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:55.063636] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:55.063768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:55.063898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:55.092951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:55.094270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:55.094421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:55.094529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:55.149110] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:55.149358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:55.149435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:55.149494] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:55.155214] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-10-10T00:28:55.155679] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-10-10T00:28:55.155913] [INFO ] [sig       ] ASGI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:55.343355] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASGI.txt
[2025-10-10T00:28:55.343673] [INFO ] [sig       ] [127/1690] Completed ASGI in 0.3s | 3.99 sym/s | Total: 31.8s | ETA: 6.5m
[2025-10-10T00:28:55.343760] [INFO ] [sig       ] [128/1690] Forecasting ASGN...
[2025-10-10T00:28:55.343833] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-10-10T00:28:55.343905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-10-10T00:28:55.353923] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASGN'.
[2025-10-10T00:28:55.354380] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-10-10T00:28:55.381185] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:55.382068] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-10-10T00:28:55.382150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:55.382226] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:55.382296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:55.382399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:55.400496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:55.401564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:55.401706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:55.401779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:55.437943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:55.438043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:55.438085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:55.438119] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:55.441202] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-10-10T00:28:55.441476] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-10-10T00:28:55.441618] [INFO ] [sig       ] ASGN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:55.583586] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASGN.txt
[2025-10-10T00:28:55.583895] [INFO ] [sig       ] [128/1690] Completed ASGN in 0.2s | 3.99 sym/s | Total: 32.1s | ETA: 6.5m
[2025-10-10T00:28:55.584009] [INFO ] [sig       ] [129/1690] Forecasting ASH...
[2025-10-10T00:28:55.584058] [INFO ] [sig       ] Generating forecast for: ASH
[2025-10-10T00:28:55.584124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-10-10T00:28:55.593163] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASH'.
[2025-10-10T00:28:55.593438] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-10-10T00:28:55.618944] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:55.619695] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-10-10T00:28:55.619775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:55.619851] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:55.619920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:55.620021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:55.637130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:55.637742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:55.637850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:55.637942] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:55.674038] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:55.674129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:55.674170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:55.674202] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:55.677266] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-10-10T00:28:55.677541] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-10-10T00:28:55.677708] [INFO ] [sig       ] ASH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:55.821301] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASH.txt
[2025-10-10T00:28:55.821567] [INFO ] [sig       ] [129/1690] Completed ASH in 0.2s | 3.99 sym/s | Total: 32.3s | ETA: 6.5m
[2025-10-10T00:28:55.821692] [INFO ] [sig       ] [130/1690] Forecasting ASIX...
[2025-10-10T00:28:55.821774] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-10-10T00:28:55.821850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-10-10T00:28:55.830752] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASIX'.
[2025-10-10T00:28:55.831036] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-10-10T00:28:55.856037] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:55.856782] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-10-10T00:28:55.856859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:55.856930] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:55.856997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:55.857095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:55.874101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:55.874712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:55.874822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:55.874891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:55.909119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:55.909213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:55.909254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:55.909286] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:55.912344] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-10-10T00:28:55.912619] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-10-10T00:28:55.912793] [INFO ] [sig       ] ASIX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:56.055259] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASIX.txt
[2025-10-10T00:28:56.055527] [INFO ] [sig       ] [130/1690] Completed ASIX in 0.2s | 4.00 sym/s | Total: 32.5s | ETA: 6.5m
[2025-10-10T00:28:56.055636] [INFO ] [sig       ] [131/1690] Forecasting ASPN...
[2025-10-10T00:28:56.055739] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-10-10T00:28:56.055810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-10-10T00:28:56.064372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASPN'.
[2025-10-10T00:28:56.064688] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-10-10T00:28:56.090339] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:56.091125] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-10-10T00:28:56.091203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:56.091274] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:56.091342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:56.091440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:56.108792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:56.109434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:56.109542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:56.109610] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:56.146568] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:56.146699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:56.146760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:56.146801] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:56.149993] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-10-10T00:28:56.150272] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-10-10T00:28:56.150410] [INFO ] [sig       ] ASPN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:56.293381] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ASPN.txt
[2025-10-10T00:28:56.293676] [INFO ] [sig       ] [131/1690] Completed ASPN in 0.2s | 4.00 sym/s | Total: 32.8s | ETA: 6.5m
[2025-10-10T00:28:56.293792] [INFO ] [sig       ] [132/1690] Forecasting ASR...
[2025-10-10T00:28:56.293870] [INFO ] [sig       ] Generating forecast for: ASR
[2025-10-10T00:28:56.293943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-10-10T00:28:56.302733] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASR'.
[2025-10-10T00:28:56.303048] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-10-10T00:28:56.328593] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:56.329359] [DEBUG] [LOCAL     ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt
[2025-10-10T00:28:56.329440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:56.329514] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:56.329584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:56.329708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:56.347052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:56.347628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:56.347756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:56.347828] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:56.388715] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:56.388812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:56.388861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:56.388900] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:56.391954] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-10-10T00:28:56.392227] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-10-10T00:28:56.392365] [INFO ] [sig       ] ASR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:56.534630] [INFO ] [LOCAL     ] Saved forecast: ASR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ASR.txt
[2025-10-10T00:28:56.534968] [INFO ] [sig       ] [132/1690] Completed ASR in 0.2s | 4.00 sym/s | Total: 33.0s | ETA: 6.5m
[2025-10-10T00:28:56.535044] [INFO ] [sig       ] [133/1690] Forecasting ASX...
[2025-10-10T00:28:56.535084] [INFO ] [sig       ] Generating forecast for: ASX
[2025-10-10T00:28:56.535147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-10-10T00:28:56.546216] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ASX'.
[2025-10-10T00:28:56.546876] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-10-10T00:28:56.576496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:56.577843] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-10-10T00:28:56.578156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:56.578236] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:56.578305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:56.578463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:56.596671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:56.597697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:56.597832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:56.597944] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:56.636518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:56.636751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:56.636818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:56.636854] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:56.640716] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-10-10T00:28:56.641053] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-10-10T00:28:56.641223] [INFO ] [sig       ] ASX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:56.787834] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ASX.txt
[2025-10-10T00:28:56.788292] [INFO ] [sig       ] [133/1690] Completed ASX in 0.3s | 4.00 sym/s | Total: 33.3s | ETA: 6.5m
[2025-10-10T00:28:56.788375] [INFO ] [sig       ] [134/1690] Forecasting ATEN...
[2025-10-10T00:28:56.788447] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-10-10T00:28:56.788519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-10-10T00:28:56.798601] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATEN'.
[2025-10-10T00:28:56.799026] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-10-10T00:28:56.824579] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:56.825330] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-10-10T00:28:56.825411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:56.825483] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:56.825551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:56.825679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:56.842742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:56.843335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:56.843448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:56.843518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:56.879231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:56.879324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:56.879364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:56.879395] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:56.882514] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-10-10T00:28:56.882834] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-10-10T00:28:56.882995] [INFO ] [sig       ] ATEN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:57.023764] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATEN.txt
[2025-10-10T00:28:57.024091] [INFO ] [sig       ] [134/1690] Completed ATEN in 0.2s | 4.00 sym/s | Total: 33.5s | ETA: 6.5m
[2025-10-10T00:28:57.024203] [INFO ] [sig       ] [135/1690] Forecasting ATGE...
[2025-10-10T00:28:57.024277] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-10-10T00:28:57.024354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-10-10T00:28:57.034390] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATGE'.
[2025-10-10T00:28:57.034852] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-10-10T00:28:57.063820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:57.064864] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-10-10T00:28:57.064947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:57.065038] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:57.065126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:57.065249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:57.082910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:57.083611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:57.083772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:57.083849] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:57.123244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:57.123430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:57.123492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:57.123530] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:57.127052] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-10-10T00:28:57.127369] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-10-10T00:28:57.127528] [INFO ] [sig       ] ATGE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:57.357058] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ATGE.txt
[2025-10-10T00:28:57.357404] [INFO ] [sig       ] [135/1690] Completed ATGE in 0.3s | 3.99 sym/s | Total: 33.8s | ETA: 6.5m
[2025-10-10T00:28:57.357488] [INFO ] [sig       ] [136/1690] Forecasting ATHM...
[2025-10-10T00:28:57.357536] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-10-10T00:28:57.357601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-10-10T00:28:57.366817] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATHM'.
[2025-10-10T00:28:57.367200] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-10-10T00:28:57.392838] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:57.393614] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-10-10T00:28:57.393714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:57.393763] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:57.393832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:57.393933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:57.411048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:57.411803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:57.411918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:57.411990] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:57.445936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:57.446074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:57.446118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:57.446153] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:57.449492] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-10-10T00:28:57.449831] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-10-10T00:28:57.449989] [INFO ] [sig       ] ATHM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:57.593542] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATHM.txt
[2025-10-10T00:28:57.593845] [INFO ] [sig       ] [136/1690] Completed ATHM in 0.2s | 3.99 sym/s | Total: 34.1s | ETA: 6.5m
[2025-10-10T00:28:57.593925] [INFO ] [sig       ] [137/1690] Forecasting ATHS...
[2025-10-10T00:28:57.593996] [INFO ] [sig       ] Generating forecast for: ATHS
[2025-10-10T00:28:57.594066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'.
[2025-10-10T00:28:57.602425] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATHS'.
[2025-10-10T00:28:57.602743] [INFO ] [FORECASTER] Starting predict_future for ATHS
[2025-10-10T00:28:57.629060] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:57.629953] [DEBUG] [LOCAL     ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt
[2025-10-10T00:28:57.630048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:57.630122] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:57.630192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:57.630295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:57.648089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:57.648729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:57.648840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:57.648926] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:57.685946] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:57.686091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:57.686138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:57.686174] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:57.689601] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-10-10T00:28:57.689933] [INFO ] [FORECASTER] Completed predict_future for ATHS
[2025-10-10T00:28:57.690080] [INFO ] [sig       ] ATHS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:57.836861] [INFO ] [LOCAL     ] Saved forecast: ATHS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATHS.txt
[2025-10-10T00:28:57.837132] [INFO ] [sig       ] [137/1690] Completed ATHS in 0.2s | 3.99 sym/s | Total: 34.3s | ETA: 6.5m
[2025-10-10T00:28:57.837242] [INFO ] [sig       ] [138/1690] Forecasting ATI...
[2025-10-10T00:28:57.837310] [INFO ] [sig       ] Generating forecast for: ATI
[2025-10-10T00:28:57.837382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-10-10T00:28:57.846319] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATI'.
[2025-10-10T00:28:57.846709] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-10-10T00:28:57.872517] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:57.873317] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-10-10T00:28:57.873398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:57.873470] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:57.873535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:57.873633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:57.890906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:57.891502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:57.891609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:57.891700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:57.925254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:57.925386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:57.925428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:57.925462] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:57.928830] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-10-10T00:28:57.929124] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-10-10T00:28:57.929258] [INFO ] [sig       ] ATI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:58.071802] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATI.txt
[2025-10-10T00:28:58.072101] [INFO ] [sig       ] [138/1690] Completed ATI in 0.2s | 3.99 sym/s | Total: 34.5s | ETA: 6.5m
[2025-10-10T00:28:58.072209] [INFO ] [sig       ] [139/1690] Forecasting ATKR...
[2025-10-10T00:28:58.072280] [INFO ] [sig       ] Generating forecast for: ATKR
[2025-10-10T00:28:58.072353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'.
[2025-10-10T00:28:58.080607] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATKR'.
[2025-10-10T00:28:58.080954] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-10-10T00:28:58.106585] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:58.107328] [DEBUG] [LOCAL     ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt
[2025-10-10T00:28:58.107407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:58.107479] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:58.107547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:58.107667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:58.126401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:58.127085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:58.127196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:58.127267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:58.166901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:58.167107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:58.167156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:58.167192] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:58.170821] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-10-10T00:28:58.171119] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-10-10T00:28:58.171265] [INFO ] [sig       ] ATKR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:58.322508] [INFO ] [LOCAL     ] Saved forecast: ATKR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATKR.txt
[2025-10-10T00:28:58.322821] [INFO ] [sig       ] [139/1690] Completed ATKR in 0.3s | 3.99 sym/s | Total: 34.8s | ETA: 6.5m
[2025-10-10T00:28:58.322893] [INFO ] [sig       ] [140/1690] Forecasting ATMU...
[2025-10-10T00:28:58.322958] [INFO ] [sig       ] Generating forecast for: ATMU
[2025-10-10T00:28:58.323029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'.
[2025-10-10T00:28:58.331669] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATMU'.
[2025-10-10T00:28:58.331954] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-10-10T00:28:58.357000] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:58.357757] [DEBUG] [LOCAL     ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt
[2025-10-10T00:28:58.357834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:58.357928] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:58.357999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:58.358081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:58.375382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:58.376045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:58.376151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:58.376219] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:58.411723] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:58.411836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:58.411881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:58.411916] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:58.415103] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-10-10T00:28:58.415393] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-10-10T00:28:58.415534] [INFO ] [sig       ] ATMU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:58.557337] [INFO ] [LOCAL     ] Saved forecast: ATMU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATMU.txt
[2025-10-10T00:28:58.557613] [INFO ] [sig       ] [140/1690] Completed ATMU in 0.2s | 4.00 sym/s | Total: 35.0s | ETA: 6.5m
[2025-10-10T00:28:58.557723] [INFO ] [sig       ] [141/1690] Forecasting ATO...
[2025-10-10T00:28:58.557792] [INFO ] [sig       ] Generating forecast for: ATO
[2025-10-10T00:28:58.557865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-10-10T00:28:58.566889] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATO'.
[2025-10-10T00:28:58.567181] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-10-10T00:28:58.592386] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:58.593133] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-10-10T00:28:58.593211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:58.593282] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:58.593350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:58.593450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:58.610904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:58.611479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:58.611585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:58.611677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:58.649362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:58.649503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:58.649546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:58.649578] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:58.652857] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-10-10T00:28:58.653145] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-10-10T00:28:58.653283] [INFO ] [sig       ] ATO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:58.794984] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ATO.txt
[2025-10-10T00:28:58.795265] [INFO ] [sig       ] [141/1690] Completed ATO in 0.2s | 4.00 sym/s | Total: 35.3s | ETA: 6.5m
[2025-10-10T00:28:58.795356] [INFO ] [sig       ] [142/1690] Forecasting ATS...
[2025-10-10T00:28:58.795427] [INFO ] [sig       ] Generating forecast for: ATS
[2025-10-10T00:28:58.795498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'.
[2025-10-10T00:28:58.804970] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATS'.
[2025-10-10T00:28:58.805392] [INFO ] [FORECASTER] Starting predict_future for ATS
[2025-10-10T00:28:58.833371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:58.834234] [DEBUG] [LOCAL     ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt
[2025-10-10T00:28:58.834323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:58.834396] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:58.834467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:58.834569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:58.854499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:58.855408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:58.855527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:58.855599] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:58.894310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:58.894959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:58.895066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:58.895146] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:58.899801] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-10-10T00:28:58.900271] [INFO ] [FORECASTER] Completed predict_future for ATS
[2025-10-10T00:28:58.900483] [INFO ] [sig       ] ATS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:59.078162] [INFO ] [LOCAL     ] Saved forecast: ATS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ATS.txt
[2025-10-10T00:28:59.078570] [INFO ] [sig       ] [142/1690] Completed ATS in 0.3s | 3.99 sym/s | Total: 35.6s | ETA: 6.5m
[2025-10-10T00:28:59.078708] [INFO ] [sig       ] [143/1690] Forecasting ATUS...
[2025-10-10T00:28:59.078794] [INFO ] [sig       ] Generating forecast for: ATUS
[2025-10-10T00:28:59.078897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'.
[2025-10-10T00:28:59.090260] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ATUS'.
[2025-10-10T00:28:59.090742] [INFO ] [FORECASTER] Starting predict_future for ATUS
[2025-10-10T00:28:59.118863] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:59.119786] [DEBUG] [LOCAL     ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt
[2025-10-10T00:28:59.119871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:59.119947] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:59.120017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:59.120117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:59.139635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:59.140307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:59.140416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:59.140485] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:59.181908] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:59.182137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:59.182214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:59.182261] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:59.186089] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-10-10T00:28:59.186396] [INFO ] [FORECASTER] Completed predict_future for ATUS
[2025-10-10T00:28:59.186589] [INFO ] [sig       ] ATUS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:59.328479] [INFO ] [LOCAL     ] Saved forecast: ATUS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ATUS.txt
[2025-10-10T00:28:59.329001] [INFO ] [sig       ] [143/1690] Completed ATUS in 0.3s | 3.99 sym/s | Total: 35.8s | ETA: 6.5m
[2025-10-10T00:28:59.329085] [INFO ] [sig       ] [144/1690] Forecasting AU...
[2025-10-10T00:28:59.329156] [INFO ] [sig       ] Generating forecast for: AU
[2025-10-10T00:28:59.329225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-10-10T00:28:59.338805] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AU'.
[2025-10-10T00:28:59.339168] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-10-10T00:28:59.364364] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:59.365183] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-10-10T00:28:59.365265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:59.365337] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:59.365403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:59.365479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:59.382418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:59.383109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:59.383219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:59.383285] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:59.413160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:59.413323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:59.413368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:59.413403] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:59.416867] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-10-10T00:28:59.417164] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-10-10T00:28:59.417302] [INFO ] [sig       ] AU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:28:59.559852] [INFO ] [LOCAL     ] Saved forecast: AU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AU.txt
[2025-10-10T00:28:59.560214] [INFO ] [sig       ] [144/1690] Completed AU in 0.2s | 4.00 sym/s | Total: 36.0s | ETA: 6.4m
[2025-10-10T00:28:59.560299] [INFO ] [sig       ] [145/1690] Forecasting AUB...
[2025-10-10T00:28:59.560370] [INFO ] [sig       ] Generating forecast for: AUB
[2025-10-10T00:28:59.560441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-10-10T00:28:59.570057] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AUB'.
[2025-10-10T00:28:59.570428] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-10-10T00:28:59.596235] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:59.597132] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-10-10T00:28:59.597213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:59.597300] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:59.597382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:59.597481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:59.615026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:59.615807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:59.616022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:59.616094] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:59.667355] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:59.667665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:59.667767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:59.667847] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:59.672275] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-10-10T00:28:59.672622] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-10-10T00:28:59.672986] [INFO ] [sig       ] AUB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:28:59.851130] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AUB.txt
[2025-10-10T00:28:59.851478] [INFO ] [sig       ] [145/1690] Completed AUB in 0.3s | 3.99 sym/s | Total: 36.3s | ETA: 6.5m
[2025-10-10T00:28:59.851558] [INFO ] [sig       ] [146/1690] Forecasting AUNA...
[2025-10-10T00:28:59.851626] [INFO ] [sig       ] Generating forecast for: AUNA
[2025-10-10T00:28:59.851725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'.
[2025-10-10T00:28:59.862242] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AUNA'.
[2025-10-10T00:28:59.862748] [INFO ] [FORECASTER] Starting predict_future for AUNA
[2025-10-10T00:28:59.892875] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:28:59.893825] [DEBUG] [LOCAL     ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt
[2025-10-10T00:28:59.893908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:28:59.893982] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:28:59.894053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:28:59.894156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:28:59.913820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:28:59.914466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:28:59.914602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:28:59.914711] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:28:59.960169] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:28:59.960374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:28:59.960449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:28:59.960487] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:28:59.964367] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-10-10T00:28:59.964902] [INFO ] [FORECASTER] Completed predict_future for AUNA
[2025-10-10T00:28:59.965117] [INFO ] [sig       ] AUNA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:00.128952] [INFO ] [LOCAL     ] Saved forecast: AUNA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AUNA.txt
[2025-10-10T00:29:00.129316] [INFO ] [sig       ] [146/1690] Completed AUNA in 0.3s | 3.99 sym/s | Total: 36.6s | ETA: 6.5m
[2025-10-10T00:29:00.129401] [INFO ] [sig       ] [147/1690] Forecasting AVA...
[2025-10-10T00:29:00.129475] [INFO ] [sig       ] Generating forecast for: AVA
[2025-10-10T00:29:00.129548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-10-10T00:29:00.139049] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVA'.
[2025-10-10T00:29:00.139380] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-10-10T00:29:00.164601] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:00.165449] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-10-10T00:29:00.165532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:00.165608] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:00.165701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:00.165800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:00.183122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:00.183801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:00.183912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:00.183983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:00.224267] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:00.224464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:00.224514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:00.224548] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:00.228151] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-10-10T00:29:00.228455] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-10-10T00:29:00.228606] [INFO ] [sig       ] AVA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:00.383436] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AVA.txt
[2025-10-10T00:29:00.383939] [INFO ] [sig       ] [147/1690] Completed AVA in 0.3s | 3.99 sym/s | Total: 36.9s | ETA: 6.4m
[2025-10-10T00:29:00.384042] [INFO ] [sig       ] [148/1690] Forecasting AVAL...
[2025-10-10T00:29:00.384126] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-10-10T00:29:00.384214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-10-10T00:29:00.394803] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVAL'.
[2025-10-10T00:29:00.395207] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-10-10T00:29:00.420817] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:00.421555] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-10-10T00:29:00.421636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:00.421738] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:00.421811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:00.421914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:00.439091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:00.439756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:00.439867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:00.439939] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:00.481319] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:00.481488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:00.481532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:00.481566] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:00.484940] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-10-10T00:29:00.485244] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-10-10T00:29:00.485402] [INFO ] [sig       ] AVAL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:00.626844] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AVAL.txt
[2025-10-10T00:29:00.627188] [INFO ] [sig       ] [148/1690] Completed AVAL in 0.2s | 3.99 sym/s | Total: 37.1s | ETA: 6.4m
[2025-10-10T00:29:00.627271] [INFO ] [sig       ] [149/1690] Forecasting AVD...
[2025-10-10T00:29:00.627352] [INFO ] [sig       ] Generating forecast for: AVD
[2025-10-10T00:29:00.627425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-10-10T00:29:00.637498] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVD'.
[2025-10-10T00:29:00.637831] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-10-10T00:29:00.663171] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:00.663951] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-10-10T00:29:00.664036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:00.664110] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:00.664180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:00.664282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:00.681386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:00.682048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:00.682160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:00.682231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:00.726126] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:00.726261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:00.726304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:00.726337] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:00.729713] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-10-10T00:29:00.730024] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-10-10T00:29:00.730178] [INFO ] [sig       ] AVD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:00.872019] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AVD.txt
[2025-10-10T00:29:00.872314] [INFO ] [sig       ] [149/1690] Completed AVD in 0.2s | 3.99 sym/s | Total: 37.3s | ETA: 6.4m
[2025-10-10T00:29:00.872421] [INFO ] [sig       ] [150/1690] Forecasting AVK...
[2025-10-10T00:29:00.872491] [INFO ] [sig       ] Generating forecast for: AVK
[2025-10-10T00:29:00.872565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-10-10T00:29:00.882301] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVK'.
[2025-10-10T00:29:00.882589] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-10-10T00:29:00.907820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:00.908582] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-10-10T00:29:00.908695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:00.908769] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:00.908816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:00.908911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:00.926214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:00.926836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:00.926946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:00.927018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:00.969637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:00.969765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:00.969808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:00.969840] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:00.972973] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-10-10T00:29:00.973258] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-10-10T00:29:00.973409] [INFO ] [sig       ] AVK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:01.117116] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AVK.txt
[2025-10-10T00:29:01.117388] [INFO ] [sig       ] [150/1690] Completed AVK in 0.2s | 3.99 sym/s | Total: 37.6s | ETA: 6.4m
[2025-10-10T00:29:01.117501] [INFO ] [sig       ] [151/1690] Forecasting AVNS...
[2025-10-10T00:29:01.117583] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-10-10T00:29:01.117681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-10-10T00:29:01.131521] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVNS'.
[2025-10-10T00:29:01.131880] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-10-10T00:29:01.157154] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:01.157960] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-10-10T00:29:01.158043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:01.158127] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:01.158186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:01.158284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:01.175851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:01.176428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:01.176540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:01.176615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:01.222605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:01.222770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:01.222825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:01.222860] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:01.226244] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-10-10T00:29:01.226530] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-10-10T00:29:01.226713] [INFO ] [sig       ] AVNS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:01.371000] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AVNS.txt
[2025-10-10T00:29:01.371365] [INFO ] [sig       ] [151/1690] Completed AVNS in 0.3s | 3.99 sym/s | Total: 37.8s | ETA: 6.4m
[2025-10-10T00:29:01.371451] [INFO ] [sig       ] [152/1690] Forecasting AVTR...
[2025-10-10T00:29:01.371522] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-10-10T00:29:01.371596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-10-10T00:29:01.383134] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVTR'.
[2025-10-10T00:29:01.383818] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-10-10T00:29:01.410007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:01.410807] [DEBUG] [LOCAL     ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt
[2025-10-10T00:29:01.410904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:01.410996] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:01.411068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:01.411169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:01.428423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:01.429064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:01.429190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:01.429258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:01.470310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:01.470492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:01.470536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:01.470570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:01.474272] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=73.87%)
[2025-10-10T00:29:01.474589] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-10-10T00:29:01.474785] [INFO ] [sig       ] AVTR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:01.631316] [INFO ] [LOCAL     ] Saved forecast: AVTR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AVTR.txt
[2025-10-10T00:29:01.631635] [INFO ] [sig       ] [152/1690] Completed AVTR in 0.3s | 3.99 sym/s | Total: 38.1s | ETA: 6.4m
[2025-10-10T00:29:01.631736] [INFO ] [sig       ] [153/1690] Forecasting AVY...
[2025-10-10T00:29:01.631808] [INFO ] [sig       ] Generating forecast for: AVY
[2025-10-10T00:29:01.631877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-10-10T00:29:01.641368] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AVY'.
[2025-10-10T00:29:01.641750] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-10-10T00:29:01.669154] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:01.669937] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-10-10T00:29:01.670018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:01.670090] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:01.670157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:01.670257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:01.687444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:01.688169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:01.688283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:01.688355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:01.731045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:01.731188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:01.731234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:01.731268] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:01.734951] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-10-10T00:29:01.735280] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-10-10T00:29:01.735431] [INFO ] [sig       ] AVY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:01.888994] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AVY.txt
[2025-10-10T00:29:01.889352] [INFO ] [sig       ] [153/1690] Completed AVY in 0.3s | 3.99 sym/s | Total: 38.4s | ETA: 6.4m
[2025-10-10T00:29:01.889439] [INFO ] [sig       ] [154/1690] Forecasting AWF...
[2025-10-10T00:29:01.889521] [INFO ] [sig       ] Generating forecast for: AWF
[2025-10-10T00:29:01.889606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-10-10T00:29:01.901064] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AWF'.
[2025-10-10T00:29:01.901526] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-10-10T00:29:01.931941] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:01.932920] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-10-10T00:29:01.933042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:01.933125] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:01.933201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:01.933306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:01.954682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:01.955484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:01.955607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:01.955705] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:02.006280] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:02.006521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:02.006628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:02.006728] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:02.014898] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-10-10T00:29:02.015401] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-10-10T00:29:02.015695] [INFO ] [sig       ] AWF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:02.191036] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AWF.txt
[2025-10-10T00:29:02.191441] [INFO ] [sig       ] [154/1690] Completed AWF in 0.3s | 3.98 sym/s | Total: 38.7s | ETA: 6.4m
[2025-10-10T00:29:02.191551] [INFO ] [sig       ] [155/1690] Forecasting AWI...
[2025-10-10T00:29:02.191680] [INFO ] [sig       ] Generating forecast for: AWI
[2025-10-10T00:29:02.191773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-10-10T00:29:02.202584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AWI'.
[2025-10-10T00:29:02.203034] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-10-10T00:29:02.232622] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:02.233922] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-10-10T00:29:02.234013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:02.234091] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:02.234173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:02.234311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:02.254800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:02.255456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:02.255588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:02.255692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:02.308010] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:02.308223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:02.308272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:02.308306] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:02.312229] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-10-10T00:29:02.312638] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-10-10T00:29:02.312905] [INFO ] [sig       ] AWI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:02.487883] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AWI.txt
[2025-10-10T00:29:02.488281] [INFO ] [sig       ] [155/1690] Completed AWI in 0.3s | 3.98 sym/s | Total: 39.0s | ETA: 6.4m
[2025-10-10T00:29:02.488363] [INFO ] [sig       ] [156/1690] Forecasting AWK...
[2025-10-10T00:29:02.488417] [INFO ] [sig       ] Generating forecast for: AWK
[2025-10-10T00:29:02.488490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-10-10T00:29:02.498081] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AWK'.
[2025-10-10T00:29:02.498533] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-10-10T00:29:02.524423] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:02.525324] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-10-10T00:29:02.525409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:02.525485] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:02.525559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:02.525685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:02.543097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:02.544051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:02.544173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:02.544246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:02.590067] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:02.590284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:02.590335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:02.590369] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:02.594084] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-10-10T00:29:02.594392] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-10-10T00:29:02.594549] [INFO ] [sig       ] AWK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:02.755371] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AWK.txt
[2025-10-10T00:29:02.755815] [INFO ] [sig       ] [156/1690] Completed AWK in 0.3s | 3.98 sym/s | Total: 39.2s | ETA: 6.4m
[2025-10-10T00:29:02.755907] [INFO ] [sig       ] [157/1690] Forecasting AWR...
[2025-10-10T00:29:02.755983] [INFO ] [sig       ] Generating forecast for: AWR
[2025-10-10T00:29:02.756060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-10-10T00:29:02.766698] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AWR'.
[2025-10-10T00:29:02.767071] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-10-10T00:29:02.797879] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:02.798921] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-10-10T00:29:02.799006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:02.799089] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:02.799162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:02.799269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:02.818216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:02.819120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:02.819239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:02.819313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:02.866525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:02.866771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:02.866844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:02.866880] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:02.871537] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-10-10T00:29:02.871955] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-10-10T00:29:02.872148] [INFO ] [sig       ] AWR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:03.033863] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AWR.txt
[2025-10-10T00:29:03.034184] [INFO ] [sig       ] [157/1690] Completed AWR in 0.3s | 3.97 sym/s | Total: 39.5s | ETA: 6.4m
[2025-10-10T00:29:03.034294] [INFO ] [sig       ] [158/1690] Forecasting AXL...
[2025-10-10T00:29:03.034348] [INFO ] [sig       ] Generating forecast for: AXL
[2025-10-10T00:29:03.034419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-10-10T00:29:03.044098] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AXL'.
[2025-10-10T00:29:03.044470] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-10-10T00:29:03.070422] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:03.071296] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-10-10T00:29:03.071380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:03.071458] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:03.071532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:03.071634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:03.089869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:03.090924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:03.091042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:03.091113] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:03.135171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:03.135263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:03.135304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:03.135336] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:03.138606] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-10-10T00:29:03.138919] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-10-10T00:29:03.139087] [INFO ] [sig       ] AXL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:03.289112] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AXL.txt
[2025-10-10T00:29:03.289666] [INFO ] [sig       ] [158/1690] Completed AXL in 0.3s | 3.97 sym/s | Total: 39.8s | ETA: 6.4m
[2025-10-10T00:29:03.289747] [INFO ] [sig       ] [159/1690] Forecasting AXR...
[2025-10-10T00:29:03.289820] [INFO ] [sig       ] Generating forecast for: AXR
[2025-10-10T00:29:03.289896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-10-10T00:29:03.302844] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AXR'.
[2025-10-10T00:29:03.303354] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-10-10T00:29:03.333195] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:03.334911] [DEBUG] [LOCAL     ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt
[2025-10-10T00:29:03.334998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:03.335077] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:03.335148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:03.335261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:03.352541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:03.353342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:03.353578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:03.353683] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:03.401343] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:03.401591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:03.401672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:03.401745] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:03.406209] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: DOWN (p=38.31%)
[2025-10-10T00:29:03.406605] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-10-10T00:29:03.406808] [INFO ] [sig       ] AXR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:03.552997] [INFO ] [LOCAL     ] Saved forecast: AXR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AXR.txt
[2025-10-10T00:29:03.553302] [INFO ] [sig       ] [159/1690] Completed AXR in 0.3s | 3.97 sym/s | Total: 40.0s | ETA: 6.4m
[2025-10-10T00:29:03.553388] [INFO ] [sig       ] [160/1690] Forecasting AXS...
[2025-10-10T00:29:03.553459] [INFO ] [sig       ] Generating forecast for: AXS
[2025-10-10T00:29:03.553532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-10-10T00:29:03.563950] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AXS'.
[2025-10-10T00:29:03.564339] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-10-10T00:29:03.589794] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:03.590528] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-10-10T00:29:03.590606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:03.590702] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:03.590773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:03.590873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:03.608523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:03.609171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:03.609284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:03.609354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:03.646894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:03.646982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:03.647026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:03.647058] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:03.650302] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-10-10T00:29:03.650575] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-10-10T00:29:03.650755] [INFO ] [sig       ] AXS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:03.792050] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AXS.txt
[2025-10-10T00:29:03.792267] [INFO ] [sig       ] [160/1690] Completed AXS in 0.2s | 3.97 sym/s | Total: 40.3s | ETA: 6.4m
[2025-10-10T00:29:03.792344] [INFO ] [sig       ] [161/1690] Forecasting AXTA...
[2025-10-10T00:29:03.792437] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-10-10T00:29:03.792492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-10-10T00:29:03.802549] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AXTA'.
[2025-10-10T00:29:03.802953] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-10-10T00:29:03.828864] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:03.829583] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-10-10T00:29:03.829698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:03.829768] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:03.829837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:03.829938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:03.849026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:03.849991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:03.850117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:03.850186] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:03.886718] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:03.886845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:03.886889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:03.886924] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:03.890380] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-10-10T00:29:03.890759] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-10-10T00:29:03.890923] [INFO ] [sig       ] AXTA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:04.042672] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AXTA.txt
[2025-10-10T00:29:04.043024] [INFO ] [sig       ] [161/1690] Completed AXTA in 0.3s | 3.97 sym/s | Total: 40.5s | ETA: 6.4m
[2025-10-10T00:29:04.043116] [INFO ] [sig       ] [162/1690] Forecasting AYI...
[2025-10-10T00:29:04.043196] [INFO ] [sig       ] Generating forecast for: AYI
[2025-10-10T00:29:04.043268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-10-10T00:29:04.053750] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'AYI'.
[2025-10-10T00:29:04.054169] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-10-10T00:29:04.080429] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:04.081300] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-10-10T00:29:04.081381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:04.081456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:04.081525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:04.081631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:04.099170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:04.099877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:04.099999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:04.100070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:04.131365] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:04.131584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:04.131668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:04.131732] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:04.135483] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-10-10T00:29:04.135862] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-10-10T00:29:04.136033] [INFO ] [sig       ] AYI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:04.282831] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/AYI.txt
[2025-10-10T00:29:04.283225] [INFO ] [sig       ] [162/1690] Completed AYI in 0.2s | 3.97 sym/s | Total: 40.8s | ETA: 6.4m
[2025-10-10T00:29:04.283316] [INFO ] [sig       ] [163/1690] Forecasting AZO...
[2025-10-10T00:29:04.283388] [INFO ] [sig       ] Generating forecast for: AZO
[2025-10-10T00:29:04.283536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-10-10T00:29:04.292693] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AZO'.
[2025-10-10T00:29:04.293023] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-10-10T00:29:04.318714] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:04.319432] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-10-10T00:29:04.319510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:04.319583] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:04.319672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:04.319773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:04.337002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:04.337669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:04.337785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:04.337854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:04.377736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:04.377987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:04.378054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:04.378091] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:04.381724] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-10-10T00:29:04.382022] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-10-10T00:29:04.382167] [INFO ] [sig       ] AZO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:04.535413] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AZO.txt
[2025-10-10T00:29:04.535762] [INFO ] [sig       ] [163/1690] Completed AZO in 0.3s | 3.97 sym/s | Total: 41.0s | ETA: 6.4m
[2025-10-10T00:29:04.535854] [INFO ] [sig       ] [164/1690] Forecasting AZZ...
[2025-10-10T00:29:04.535928] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-10-10T00:29:04.535999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-10-10T00:29:04.545695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'AZZ'.
[2025-10-10T00:29:04.546025] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-10-10T00:29:04.571865] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:04.572726] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-10-10T00:29:04.572810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:04.572884] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:04.572955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:04.573057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:04.591100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:04.591734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:04.591850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:04.591923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:04.627527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:04.627771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:04.627836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:04.627873] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:04.631703] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-10-10T00:29:04.632066] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-10-10T00:29:04.632225] [INFO ] [sig       ] AZZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:04.791168] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/AZZ.txt
[2025-10-10T00:29:04.791504] [INFO ] [sig       ] [164/1690] Completed AZZ in 0.3s | 3.97 sym/s | Total: 41.3s | ETA: 6.4m
[2025-10-10T00:29:04.791606] [INFO ] [sig       ] [165/1690] Forecasting BA...
[2025-10-10T00:29:04.791703] [INFO ] [sig       ] Generating forecast for: BA
[2025-10-10T00:29:04.791778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-10-10T00:29:04.801578] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BA'.
[2025-10-10T00:29:04.801976] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-10-10T00:29:04.828428] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:04.829326] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-10-10T00:29:04.829439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:04.829533] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:04.829625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:04.829787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:04.847549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:04.848342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:04.848481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:04.848575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:04.881144] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:04.881280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:04.881323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:04.881356] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:04.884613] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-10-10T00:29:04.884928] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-10-10T00:29:04.885069] [INFO ] [sig       ] BA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:05.036964] [INFO ] [LOCAL     ] Saved forecast: BA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BA.txt
[2025-10-10T00:29:05.037243] [INFO ] [sig       ] [165/1690] Completed BA in 0.2s | 3.97 sym/s | Total: 41.5s | ETA: 6.4m
[2025-10-10T00:29:05.037328] [INFO ] [sig       ] [166/1690] Forecasting BABA...
[2025-10-10T00:29:05.037397] [INFO ] [sig       ] Generating forecast for: BABA
[2025-10-10T00:29:05.037469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-10-10T00:29:05.046157] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BABA'.
[2025-10-10T00:29:05.046459] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-10-10T00:29:05.072328] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:05.073124] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-10-10T00:29:05.073203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:05.073274] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:05.073341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:05.073442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:05.091480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:05.092106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:05.092215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:05.092296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:05.124504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:05.124611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:05.124683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:05.124743] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:05.127868] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-10-10T00:29:05.128178] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-10-10T00:29:05.128312] [INFO ] [sig       ] BABA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:05.283802] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BABA.txt
[2025-10-10T00:29:05.284187] [INFO ] [sig       ] [166/1690] Completed BABA in 0.2s | 3.98 sym/s | Total: 41.8s | ETA: 6.4m
[2025-10-10T00:29:05.284268] [INFO ] [sig       ] [167/1690] Forecasting BAC...
[2025-10-10T00:29:05.284336] [INFO ] [sig       ] Generating forecast for: BAC
[2025-10-10T00:29:05.284408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-10-10T00:29:05.294072] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAC'.
[2025-10-10T00:29:05.294427] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-10-10T00:29:05.320426] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:05.321185] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-10-10T00:29:05.321263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:05.321334] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:05.321402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:05.321503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:05.338678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:05.339289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:05.339412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:05.339487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:05.373416] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:05.373565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:05.373608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:05.373665] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:05.377021] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-10-10T00:29:05.377305] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-10-10T00:29:05.377445] [INFO ] [sig       ] BAC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:05.519608] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BAC.txt
[2025-10-10T00:29:05.519919] [INFO ] [sig       ] [167/1690] Completed BAC in 0.2s | 3.98 sym/s | Total: 42.0s | ETA: 6.4m
[2025-10-10T00:29:05.520004] [INFO ] [sig       ] [168/1690] Forecasting BAH...
[2025-10-10T00:29:05.520076] [INFO ] [sig       ] Generating forecast for: BAH
[2025-10-10T00:29:05.520148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-10-10T00:29:05.529066] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAH'.
[2025-10-10T00:29:05.529385] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-10-10T00:29:05.554710] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:05.555465] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-10-10T00:29:05.555544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:05.555713] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:05.555785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:05.555884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:05.573329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:05.574043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:05.574155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:05.574223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:05.606928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:05.607071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:05.607115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:05.607149] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:05.610518] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-10-10T00:29:05.610843] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-10-10T00:29:05.610996] [INFO ] [sig       ] BAH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:05.761478] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BAH.txt
[2025-10-10T00:29:05.761824] [INFO ] [sig       ] [168/1690] Completed BAH in 0.2s | 3.98 sym/s | Total: 42.2s | ETA: 6.4m
[2025-10-10T00:29:05.761904] [INFO ] [sig       ] [169/1690] Forecasting BAK...
[2025-10-10T00:29:05.761974] [INFO ] [sig       ] Generating forecast for: BAK
[2025-10-10T00:29:05.762045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-10-10T00:29:05.771145] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAK'.
[2025-10-10T00:29:05.771490] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-10-10T00:29:05.797295] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:05.798240] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-10-10T00:29:05.798323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:05.798397] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:05.798467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:05.798570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:05.816770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:05.817715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:05.817844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:05.817947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:05.859396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:05.859615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:05.859701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:05.859759] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:05.863468] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-10-10T00:29:05.863826] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-10-10T00:29:05.863993] [INFO ] [sig       ] BAK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:06.024552] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BAK.txt
[2025-10-10T00:29:06.025059] [INFO ] [sig       ] [169/1690] Completed BAK in 0.3s | 3.98 sym/s | Total: 42.5s | ETA: 6.4m
[2025-10-10T00:29:06.025150] [INFO ] [sig       ] [170/1690] Forecasting BALL...
[2025-10-10T00:29:06.025226] [INFO ] [sig       ] Generating forecast for: BALL
[2025-10-10T00:29:06.025301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-10-10T00:29:06.036441] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BALL'.
[2025-10-10T00:29:06.036775] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-10-10T00:29:06.063903] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:06.064708] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-10-10T00:29:06.064789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:06.064873] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:06.064946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:06.065053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:06.082751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:06.083381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:06.083511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:06.083587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:06.121045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:06.121176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:06.121239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:06.121277] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:06.124464] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-10-10T00:29:06.124790] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-10-10T00:29:06.124943] [INFO ] [sig       ] BALL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:06.267603] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BALL.txt
[2025-10-10T00:29:06.267966] [INFO ] [sig       ] [170/1690] Completed BALL in 0.2s | 3.98 sym/s | Total: 42.7s | ETA: 6.4m
[2025-10-10T00:29:06.268050] [INFO ] [sig       ] [171/1690] Forecasting BAM...
[2025-10-10T00:29:06.268121] [INFO ] [sig       ] Generating forecast for: BAM
[2025-10-10T00:29:06.268192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-10-10T00:29:06.278431] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAM'.
[2025-10-10T00:29:06.278870] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-10-10T00:29:06.304496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:06.305341] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-10-10T00:29:06.305420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:06.305492] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:06.305560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:06.305681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:06.322720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:06.323425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:06.323541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:06.323611] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:06.355912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:06.356034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:06.356076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:06.356109] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:06.359228] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=51.67%)
[2025-10-10T00:29:06.359510] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-10-10T00:29:06.359703] [INFO ] [sig       ] BAM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:06.510372] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BAM.txt
[2025-10-10T00:29:06.510697] [INFO ] [sig       ] [171/1690] Completed BAM in 0.2s | 3.98 sym/s | Total: 43.0s | ETA: 6.4m
[2025-10-10T00:29:06.510780] [INFO ] [sig       ] [172/1690] Forecasting BANC...
[2025-10-10T00:29:06.510850] [INFO ] [sig       ] Generating forecast for: BANC
[2025-10-10T00:29:06.510921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-10-10T00:29:06.519379] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BANC'.
[2025-10-10T00:29:06.519718] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-10-10T00:29:06.545352] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:06.546142] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-10-10T00:29:06.546221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:06.546292] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:06.546361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:06.546458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:06.564401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:06.565054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:06.565166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:06.565237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:06.598956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:06.599135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:06.599180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:06.599214] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:06.602708] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-10-10T00:29:06.603011] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-10-10T00:29:06.603162] [INFO ] [sig       ] BANC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:06.753825] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BANC.txt
[2025-10-10T00:29:06.754128] [INFO ] [sig       ] [172/1690] Completed BANC in 0.2s | 3.98 sym/s | Total: 43.2s | ETA: 6.4m
[2025-10-10T00:29:06.754209] [INFO ] [sig       ] [173/1690] Forecasting BAP...
[2025-10-10T00:29:06.754279] [INFO ] [sig       ] Generating forecast for: BAP
[2025-10-10T00:29:06.754347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-10-10T00:29:06.763711] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAP'.
[2025-10-10T00:29:06.764093] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-10-10T00:29:06.789921] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:06.790682] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-10-10T00:29:06.790763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:06.790834] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:06.790904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:06.791004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:06.808109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:06.808738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:06.808848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:06.808918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:06.846811] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:06.846974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:06.847059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:06.847118] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:06.851213] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-10-10T00:29:06.851549] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-10-10T00:29:06.851753] [INFO ] [sig       ] BAP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:06.994976] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BAP.txt
[2025-10-10T00:29:06.995423] [INFO ] [sig       ] [173/1690] Completed BAP in 0.2s | 3.98 sym/s | Total: 43.5s | ETA: 6.4m
[2025-10-10T00:29:06.995506] [INFO ] [sig       ] [174/1690] Forecasting BARK...
[2025-10-10T00:29:06.995576] [INFO ] [sig       ] Generating forecast for: BARK
[2025-10-10T00:29:06.995677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'.
[2025-10-10T00:29:07.006167] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BARK'.
[2025-10-10T00:29:07.006548] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-10-10T00:29:07.032622] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:07.033390] [DEBUG] [LOCAL     ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt
[2025-10-10T00:29:07.033471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:07.033543] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:07.033610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:07.033747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:07.050771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:07.051380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:07.051497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:07.051569] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:07.084640] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:07.084783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:07.084825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:07.084858] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:07.088058] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-10-10T00:29:07.088336] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-10-10T00:29:07.088472] [INFO ] [sig       ] BARK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:07.232162] [INFO ] [LOCAL     ] Saved forecast: BARK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BARK.txt
[2025-10-10T00:29:07.232513] [INFO ] [sig       ] [174/1690] Completed BARK in 0.2s | 3.98 sym/s | Total: 43.7s | ETA: 6.3m
[2025-10-10T00:29:07.232597] [INFO ] [sig       ] [175/1690] Forecasting BAX...
[2025-10-10T00:29:07.232693] [INFO ] [sig       ] Generating forecast for: BAX
[2025-10-10T00:29:07.232848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-10-10T00:29:07.241821] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BAX'.
[2025-10-10T00:29:07.242208] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-10-10T00:29:07.267788] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:07.268683] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-10-10T00:29:07.268766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:07.268856] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:07.268925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:07.269025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:07.286810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:07.287870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:07.288010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:07.288083] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:07.324637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:07.324749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:07.324791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:07.324824] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:07.327989] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-10-10T00:29:07.328279] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-10-10T00:29:07.328421] [INFO ] [sig       ] BAX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:07.472489] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BAX.txt
[2025-10-10T00:29:07.472791] [INFO ] [sig       ] [175/1690] Completed BAX in 0.2s | 3.98 sym/s | Total: 43.9s | ETA: 6.3m
[2025-10-10T00:29:07.472871] [INFO ] [sig       ] [176/1690] Forecasting BB...
[2025-10-10T00:29:07.472943] [INFO ] [sig       ] Generating forecast for: BB
[2025-10-10T00:29:07.473019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-10-10T00:29:07.482581] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BB'.
[2025-10-10T00:29:07.482989] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-10-10T00:29:07.508380] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:07.509130] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-10-10T00:29:07.509208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:07.509287] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:07.509362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:07.509465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:07.526602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:07.527263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:07.527390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:07.527477] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:07.567939] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:07.568158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:07.568219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:07.568259] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:07.572751] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-10-10T00:29:07.573127] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-10-10T00:29:07.573301] [INFO ] [sig       ] BB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:07.716279] [INFO ] [LOCAL     ] Saved forecast: BB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BB.txt
[2025-10-10T00:29:07.716628] [INFO ] [sig       ] [176/1690] Completed BB in 0.2s | 3.98 sym/s | Total: 44.2s | ETA: 6.3m
[2025-10-10T00:29:07.716732] [INFO ] [sig       ] [177/1690] Forecasting BBAI...
[2025-10-10T00:29:07.716805] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-10-10T00:29:07.716885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-10-10T00:29:07.726112] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBAI'.
[2025-10-10T00:29:07.726421] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-10-10T00:29:07.752263] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:07.753093] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-10-10T00:29:07.753177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:07.753249] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:07.753320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:07.753419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:07.771449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:07.772129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:07.772241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:07.772313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:07.803565] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:07.803687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:07.803748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:07.803785] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:07.806910] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-10-10T00:29:07.807185] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-10-10T00:29:07.807319] [INFO ] [sig       ] BBAI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:07.948548] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BBAI.txt
[2025-10-10T00:29:07.948897] [INFO ] [sig       ] [177/1690] Completed BBAI in 0.2s | 3.98 sym/s | Total: 44.4s | ETA: 6.3m
[2025-10-10T00:29:07.948978] [INFO ] [sig       ] [178/1690] Forecasting BBAR...
[2025-10-10T00:29:07.949045] [INFO ] [sig       ] Generating forecast for: BBAR
[2025-10-10T00:29:07.949117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'.
[2025-10-10T00:29:07.958148] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBAR'.
[2025-10-10T00:29:07.958490] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-10-10T00:29:07.984294] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:07.985091] [DEBUG] [LOCAL     ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt
[2025-10-10T00:29:07.985171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:07.985244] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:07.985312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:07.985410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:08.002529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:08.003146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:08.003253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:08.003323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:08.035429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:08.035536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:08.035578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:08.035611] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:08.038965] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-10-10T00:29:08.039245] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-10-10T00:29:08.039393] [INFO ] [sig       ] BBAR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:08.182356] [INFO ] [LOCAL     ] Saved forecast: BBAR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBAR.txt
[2025-10-10T00:29:08.182599] [INFO ] [sig       ] [178/1690] Completed BBAR in 0.2s | 3.99 sym/s | Total: 44.7s | ETA: 6.3m
[2025-10-10T00:29:08.182697] [INFO ] [sig       ] [179/1690] Forecasting BBD...
[2025-10-10T00:29:08.182790] [INFO ] [sig       ] Generating forecast for: BBD
[2025-10-10T00:29:08.182842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-10-10T00:29:08.191684] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBD'.
[2025-10-10T00:29:08.191969] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-10-10T00:29:08.217354] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:08.218148] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-10-10T00:29:08.218226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:08.218296] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:08.218369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:08.218466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:08.235519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:08.236127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:08.236234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:08.236300] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:08.269897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:08.270004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:08.270044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:08.270076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:08.273208] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-10-10T00:29:08.273486] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-10-10T00:29:08.273622] [INFO ] [sig       ] BBD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:08.418819] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BBD.txt
[2025-10-10T00:29:08.419192] [INFO ] [sig       ] [179/1690] Completed BBD in 0.2s | 3.99 sym/s | Total: 44.9s | ETA: 6.3m
[2025-10-10T00:29:08.419279] [INFO ] [sig       ] [180/1690] Forecasting BBDC...
[2025-10-10T00:29:08.419350] [INFO ] [sig       ] Generating forecast for: BBDC
[2025-10-10T00:29:08.419422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-10-10T00:29:08.428516] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBDC'.
[2025-10-10T00:29:08.428864] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-10-10T00:29:08.457727] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:08.458951] [DEBUG] [LOCAL     ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt
[2025-10-10T00:29:08.459049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:08.459138] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:08.459224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:08.459357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:08.486152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:08.487219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:08.487355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:08.487445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:08.524356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:08.524626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:08.524729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:08.524780] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:08.529386] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-10-10T00:29:08.529817] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-10-10T00:29:08.529982] [INFO ] [sig       ] BBDC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:08.695194] [INFO ] [LOCAL     ] Saved forecast: BBDC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BBDC.txt
[2025-10-10T00:29:08.695607] [INFO ] [sig       ] [180/1690] Completed BBDC in 0.3s | 3.98 sym/s | Total: 45.2s | ETA: 6.3m
[2025-10-10T00:29:08.695708] [INFO ] [sig       ] [181/1690] Forecasting BBDO...
[2025-10-10T00:29:08.695777] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-10-10T00:29:08.695847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-10-10T00:29:08.705190] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBDO'.
[2025-10-10T00:29:08.705503] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-10-10T00:29:08.731579] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:08.732399] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-10-10T00:29:08.732479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:08.732551] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:08.732620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:08.732754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:08.750187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:08.750825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:08.750944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:08.751014] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:08.786421] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:08.786541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:08.786583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:08.786616] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:08.789967] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-10-10T00:29:08.790252] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-10-10T00:29:08.790393] [INFO ] [sig       ] BBDO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:08.932892] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBDO.txt
[2025-10-10T00:29:08.933208] [INFO ] [sig       ] [181/1690] Completed BBDO in 0.2s | 3.99 sym/s | Total: 45.4s | ETA: 6.3m
[2025-10-10T00:29:08.933309] [INFO ] [sig       ] [182/1690] Forecasting BBN...
[2025-10-10T00:29:08.933382] [INFO ] [sig       ] Generating forecast for: BBN
[2025-10-10T00:29:08.933456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-10-10T00:29:08.943356] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBN'.
[2025-10-10T00:29:08.943728] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-10-10T00:29:08.969171] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:08.969956] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-10-10T00:29:08.970036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:08.970150] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:08.970223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:08.970325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:08.987957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:08.988583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:08.988722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:08.988794] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:09.023936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:09.024038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:09.024078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:09.024110] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:09.027229] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-10-10T00:29:09.027509] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-10-10T00:29:09.027669] [INFO ] [sig       ] BBN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:09.170432] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBN.txt
[2025-10-10T00:29:09.170730] [INFO ] [sig       ] [182/1690] Completed BBN in 0.2s | 3.99 sym/s | Total: 45.6s | ETA: 6.3m
[2025-10-10T00:29:09.170811] [INFO ] [sig       ] [183/1690] Forecasting BBUC...
[2025-10-10T00:29:09.170880] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-10-10T00:29:09.170950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-10-10T00:29:09.180487] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBUC'.
[2025-10-10T00:29:09.180831] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-10-10T00:29:09.206125] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:09.206893] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-10-10T00:29:09.206971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:09.207042] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:09.207110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:09.207208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:09.224595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:09.225189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:09.225297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:09.225364] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:09.262772] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:09.262913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:09.262969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:09.263005] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:09.266165] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-10-10T00:29:09.266443] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-10-10T00:29:09.266580] [INFO ] [sig       ] BBUC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:09.414170] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BBUC.txt
[2025-10-10T00:29:09.414567] [INFO ] [sig       ] [183/1690] Completed BBUC in 0.2s | 3.99 sym/s | Total: 45.9s | ETA: 6.3m
[2025-10-10T00:29:09.414681] [INFO ] [sig       ] [184/1690] Forecasting BBVA...
[2025-10-10T00:29:09.414757] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-10-10T00:29:09.414829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-10-10T00:29:09.425367] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBVA'.
[2025-10-10T00:29:09.425712] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-10-10T00:29:09.451844] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:09.452577] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-10-10T00:29:09.452680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:09.452754] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:09.452821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:09.452933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:09.470241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:09.470859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:09.470975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:09.471047] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:09.508630] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:09.508770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:09.508814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:09.508848] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:09.512151] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-10-10T00:29:09.512434] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-10-10T00:29:09.512570] [INFO ] [sig       ] BBVA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:09.656437] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBVA.txt
[2025-10-10T00:29:09.656850] [INFO ] [sig       ] [184/1690] Completed BBVA in 0.2s | 3.99 sym/s | Total: 46.1s | ETA: 6.3m
[2025-10-10T00:29:09.656932] [INFO ] [sig       ] [185/1690] Forecasting BBW...
[2025-10-10T00:29:09.657000] [INFO ] [sig       ] Generating forecast for: BBW
[2025-10-10T00:29:09.657071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'.
[2025-10-10T00:29:09.666016] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBW'.
[2025-10-10T00:29:09.666333] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-10-10T00:29:09.692341] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:09.693164] [DEBUG] [LOCAL     ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt
[2025-10-10T00:29:09.693246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:09.693318] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:09.693389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:09.693488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:09.710955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:09.711543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:09.711670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:09.711743] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:09.749375] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:09.749498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:09.749540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:09.749573] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:09.752846] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2025-10-10T00:29:09.753130] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-10-10T00:29:09.753271] [INFO ] [sig       ] BBW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:09.901880] [INFO ] [LOCAL     ] Saved forecast: BBW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBW.txt
[2025-10-10T00:29:09.902132] [INFO ] [sig       ] [185/1690] Completed BBW in 0.2s | 3.99 sym/s | Total: 46.4s | ETA: 6.3m
[2025-10-10T00:29:09.902227] [INFO ] [sig       ] [186/1690] Forecasting BBWI...
[2025-10-10T00:29:09.902276] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-10-10T00:29:09.902341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-10-10T00:29:09.911159] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBWI'.
[2025-10-10T00:29:09.911489] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-10-10T00:29:09.936760] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:09.937561] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-10-10T00:29:09.937673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:09.937773] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:09.937846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:09.938018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:09.955746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:09.956372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:09.956484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:09.956570] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:09.992737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:09.992849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:09.992891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:09.992923] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:09.996052] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-10-10T00:29:09.996335] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-10-10T00:29:09.996472] [INFO ] [sig       ] BBWI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:10.141465] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBWI.txt
[2025-10-10T00:29:10.141780] [INFO ] [sig       ] [186/1690] Completed BBWI in 0.2s | 3.99 sym/s | Total: 46.6s | ETA: 6.3m
[2025-10-10T00:29:10.141868] [INFO ] [sig       ] [187/1690] Forecasting BBY...
[2025-10-10T00:29:10.141993] [INFO ] [sig       ] Generating forecast for: BBY
[2025-10-10T00:29:10.142067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-10-10T00:29:10.150927] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BBY'.
[2025-10-10T00:29:10.151270] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-10-10T00:29:10.176579] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:10.177313] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-10-10T00:29:10.177390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:10.177462] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:10.177530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:10.177628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:10.195325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:10.195960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:10.196071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:10.196141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:10.234483] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:10.234603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:10.234717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:10.234778] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:10.238138] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-10-10T00:29:10.238430] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-10-10T00:29:10.238570] [INFO ] [sig       ] BBY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:10.382175] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BBY.txt
[2025-10-10T00:29:10.382491] [INFO ] [sig       ] [187/1690] Completed BBY in 0.2s | 3.99 sym/s | Total: 46.9s | ETA: 6.3m
[2025-10-10T00:29:10.382584] [INFO ] [sig       ] [188/1690] Forecasting BC...
[2025-10-10T00:29:10.382705] [INFO ] [sig       ] Generating forecast for: BC
[2025-10-10T00:29:10.382808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-10-10T00:29:10.391813] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BC'.
[2025-10-10T00:29:10.392166] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-10-10T00:29:10.417574] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:10.418372] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-10-10T00:29:10.418453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:10.418524] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:10.418592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:10.418717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:10.440592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:10.441538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:10.441707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:10.441786] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:10.473076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:10.473190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:10.473235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:10.473271] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:10.477024] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-10-10T00:29:10.477338] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-10-10T00:29:10.477481] [INFO ] [sig       ] BC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:10.623661] [INFO ] [LOCAL     ] Saved forecast: BC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BC.txt
[2025-10-10T00:29:10.623990] [INFO ] [sig       ] [188/1690] Completed BC in 0.2s | 3.99 sym/s | Total: 47.1s | ETA: 6.3m
[2025-10-10T00:29:10.624080] [INFO ] [sig       ] [189/1690] Forecasting BCAT...
[2025-10-10T00:29:10.624150] [INFO ] [sig       ] Generating forecast for: BCAT
[2025-10-10T00:29:10.624218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'.
[2025-10-10T00:29:10.633772] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCAT'.
[2025-10-10T00:29:10.634139] [INFO ] [FORECASTER] Starting predict_future for BCAT
[2025-10-10T00:29:10.660671] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:10.661421] [DEBUG] [LOCAL     ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt
[2025-10-10T00:29:10.661501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:10.661588] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:10.661681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:10.661781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:10.679133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:10.679765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:10.679876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:10.679943] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:10.704849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:10.704964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:10.705006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:10.705039] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:10.708269] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-10-10T00:29:10.708560] [INFO ] [FORECASTER] Completed predict_future for BCAT
[2025-10-10T00:29:10.708729] [INFO ] [sig       ] BCAT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:10.854085] [INFO ] [LOCAL     ] Saved forecast: BCAT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BCAT.txt
[2025-10-10T00:29:10.854371] [INFO ] [sig       ] [189/1690] Completed BCAT in 0.2s | 3.99 sym/s | Total: 47.3s | ETA: 6.3m
[2025-10-10T00:29:10.854475] [INFO ] [sig       ] [190/1690] Forecasting BCC...
[2025-10-10T00:29:10.854542] [INFO ] [sig       ] Generating forecast for: BCC
[2025-10-10T00:29:10.854615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-10-10T00:29:10.863848] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCC'.
[2025-10-10T00:29:10.864165] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-10-10T00:29:10.889971] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:10.890788] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-10-10T00:29:10.890873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:10.890947] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:10.891016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:10.891114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:10.908840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:10.909429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:10.909539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:10.909606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:10.935105] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:10.935226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:10.935286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:10.935322] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:10.938523] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-10-10T00:29:10.938843] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-10-10T00:29:10.938988] [INFO ] [sig       ] BCC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:11.083745] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BCC.txt
[2025-10-10T00:29:11.084050] [INFO ] [sig       ] [190/1690] Completed BCC in 0.2s | 4.00 sym/s | Total: 47.6s | ETA: 6.3m
[2025-10-10T00:29:11.084131] [INFO ] [sig       ] [191/1690] Forecasting BCE...
[2025-10-10T00:29:11.084201] [INFO ] [sig       ] Generating forecast for: BCE
[2025-10-10T00:29:11.084271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-10-10T00:29:11.093328] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCE'.
[2025-10-10T00:29:11.093755] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-10-10T00:29:11.119153] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:11.119926] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-10-10T00:29:11.120004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:11.120074] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:11.120141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:11.120240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:11.137366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:11.138057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:11.138169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:11.138236] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:11.176170] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:11.176430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:11.176499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:11.176538] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:11.180580] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-10-10T00:29:11.180982] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-10-10T00:29:11.181155] [INFO ] [sig       ] BCE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:11.324419] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BCE.txt
[2025-10-10T00:29:11.324752] [INFO ] [sig       ] [191/1690] Completed BCE in 0.2s | 4.00 sym/s | Total: 47.8s | ETA: 6.3m
[2025-10-10T00:29:11.324831] [INFO ] [sig       ] [192/1690] Forecasting BCH...
[2025-10-10T00:29:11.324901] [INFO ] [sig       ] Generating forecast for: BCH
[2025-10-10T00:29:11.324970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-10-10T00:29:11.334446] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCH'.
[2025-10-10T00:29:11.334827] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-10-10T00:29:11.361095] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:11.361927] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-10-10T00:29:11.362009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:11.362082] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:11.362151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:11.362262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:11.379869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:11.380553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:11.380687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:11.380761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:11.413181] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:11.413292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:11.413333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:11.413365] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:11.416577] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-10-10T00:29:11.416890] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-10-10T00:29:11.417036] [INFO ] [sig       ] BCH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:11.565330] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BCH.txt
[2025-10-10T00:29:11.565596] [INFO ] [sig       ] [192/1690] Completed BCH in 0.2s | 4.00 sym/s | Total: 48.0s | ETA: 6.2m
[2025-10-10T00:29:11.565726] [INFO ] [sig       ] [193/1690] Forecasting BCO...
[2025-10-10T00:29:11.565797] [INFO ] [sig       ] Generating forecast for: BCO
[2025-10-10T00:29:11.565849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-10-10T00:29:11.574511] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCO'.
[2025-10-10T00:29:11.574889] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-10-10T00:29:11.600708] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:11.601487] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-10-10T00:29:11.601568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:11.601640] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:11.601729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:11.601829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:11.619069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:11.619638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:11.619766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:11.619834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:11.660379] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:11.660507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:11.660551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:11.660587] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:11.663903] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-10-10T00:29:11.664190] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-10-10T00:29:11.664331] [INFO ] [sig       ] BCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:11.813441] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BCO.txt
[2025-10-10T00:29:11.813745] [INFO ] [sig       ] [193/1690] Completed BCO in 0.2s | 4.00 sym/s | Total: 48.3s | ETA: 6.2m
[2025-10-10T00:29:11.813828] [INFO ] [sig       ] [194/1690] Forecasting BCSF...
[2025-10-10T00:29:11.813899] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-10-10T00:29:11.813971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-10-10T00:29:11.822990] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCSF'.
[2025-10-10T00:29:11.823354] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-10-10T00:29:11.849535] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:11.850323] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-10-10T00:29:11.850405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:11.850479] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:11.850551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:11.850673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:11.868274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:11.868936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:11.869053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:11.869125] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:11.906402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:11.906577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:11.906623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:11.906693] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:11.910160] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-10-10T00:29:11.910452] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-10-10T00:29:11.910590] [INFO ] [sig       ] BCSF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:12.053923] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BCSF.txt
[2025-10-10T00:29:12.054220] [INFO ] [sig       ] [194/1690] Completed BCSF in 0.2s | 4.00 sym/s | Total: 48.5s | ETA: 6.2m
[2025-10-10T00:29:12.054302] [INFO ] [sig       ] [195/1690] Forecasting BCX...
[2025-10-10T00:29:12.054420] [INFO ] [sig       ] Generating forecast for: BCX
[2025-10-10T00:29:12.054494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-10-10T00:29:12.063680] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BCX'.
[2025-10-10T00:29:12.064045] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-10-10T00:29:12.090254] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:12.091124] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-10-10T00:29:12.091205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:12.091279] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:12.091347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:12.091446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:12.113066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:12.114263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:12.114389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:12.114463] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:12.150168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:12.150421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:12.150512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:12.150590] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:12.155421] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=39.66%)
[2025-10-10T00:29:12.155854] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-10-10T00:29:12.156033] [INFO ] [sig       ] BCX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:12.307297] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BCX.txt
[2025-10-10T00:29:12.307664] [INFO ] [sig       ] [195/1690] Completed BCX in 0.3s | 4.00 sym/s | Total: 48.8s | ETA: 6.2m
[2025-10-10T00:29:12.307748] [INFO ] [sig       ] [196/1690] Forecasting BDC...
[2025-10-10T00:29:12.307820] [INFO ] [sig       ] Generating forecast for: BDC
[2025-10-10T00:29:12.307908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-10-10T00:29:12.317608] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BDC'.
[2025-10-10T00:29:12.317980] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-10-10T00:29:12.344394] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:12.345209] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-10-10T00:29:12.345290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:12.345377] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:12.345446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:12.345559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:12.363456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:12.364087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:12.364196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:12.364266] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:12.397059] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:12.397169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:12.397210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:12.397243] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:12.400508] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-10-10T00:29:12.400834] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-10-10T00:29:12.401012] [INFO ] [sig       ] BDC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:12.551325] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BDC.txt
[2025-10-10T00:29:12.551615] [INFO ] [sig       ] [196/1690] Completed BDC in 0.2s | 4.00 sym/s | Total: 49.0s | ETA: 6.2m
[2025-10-10T00:29:12.551712] [INFO ] [sig       ] [197/1690] Forecasting BDJ...
[2025-10-10T00:29:12.551782] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-10-10T00:29:12.551854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-10-10T00:29:12.560329] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BDJ'.
[2025-10-10T00:29:12.560667] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-10-10T00:29:12.586236] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:12.586998] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-10-10T00:29:12.587077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:12.587148] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:12.587215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:12.587314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:12.604503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:12.605103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:12.605208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:12.605276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:12.637283] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:12.637424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:12.637468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:12.637502] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:12.640955] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-10-10T00:29:12.641249] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-10-10T00:29:12.641394] [INFO ] [sig       ] BDJ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:12.791025] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BDJ.txt
[2025-10-10T00:29:12.791268] [INFO ] [sig       ] [197/1690] Completed BDJ in 0.2s | 4.00 sym/s | Total: 49.3s | ETA: 6.2m
[2025-10-10T00:29:12.791370] [INFO ] [sig       ] [198/1690] Forecasting BDN...
[2025-10-10T00:29:12.791441] [INFO ] [sig       ] Generating forecast for: BDN
[2025-10-10T00:29:12.791513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-10-10T00:29:12.800355] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BDN'.
[2025-10-10T00:29:12.800707] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-10-10T00:29:12.831842] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:12.832798] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-10-10T00:29:12.832879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:12.832950] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:12.833027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:12.833124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:12.850741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:12.851487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:12.851599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:12.851691] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:12.885762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:12.885877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:12.885919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:12.885953] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:12.889290] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-10-10T00:29:12.889576] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-10-10T00:29:12.889741] [INFO ] [sig       ] BDN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:13.038816] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BDN.txt
[2025-10-10T00:29:13.039096] [INFO ] [sig       ] [198/1690] Completed BDN in 0.2s | 4.00 sym/s | Total: 49.5s | ETA: 6.2m
[2025-10-10T00:29:13.039197] [INFO ] [sig       ] [199/1690] Forecasting BDX...
[2025-10-10T00:29:13.039268] [INFO ] [sig       ] Generating forecast for: BDX
[2025-10-10T00:29:13.039340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-10-10T00:29:13.048951] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BDX'.
[2025-10-10T00:29:13.049334] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-10-10T00:29:13.075318] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:13.076124] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-10-10T00:29:13.076204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:13.076280] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:13.076347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:13.076447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:13.093839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:13.094597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:13.094731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:13.094803] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:13.126175] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:13.126288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:13.126330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:13.126364] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:13.129534] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-10-10T00:29:13.129916] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-10-10T00:29:13.130073] [INFO ] [sig       ] BDX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:13.273429] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BDX.txt
[2025-10-10T00:29:13.273741] [INFO ] [sig       ] [199/1690] Completed BDX in 0.2s | 4.00 sym/s | Total: 49.7s | ETA: 6.2m
[2025-10-10T00:29:13.273823] [INFO ] [sig       ] [200/1690] Forecasting BE...
[2025-10-10T00:29:13.273892] [INFO ] [sig       ] Generating forecast for: BE
[2025-10-10T00:29:13.273977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-10-10T00:29:13.282783] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BE'.
[2025-10-10T00:29:13.283094] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-10-10T00:29:13.308078] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:13.308838] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-10-10T00:29:13.308916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:13.308987] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:13.309055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:13.309153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:13.326963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:13.327552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:13.327679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:13.327753] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:13.361313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:13.361440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:13.361483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:13.361517] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:13.364780] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-10-10T00:29:13.365066] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-10-10T00:29:13.365198] [INFO ] [sig       ] BE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:13.507451] [INFO ] [LOCAL     ] Saved forecast: BE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BE.txt
[2025-10-10T00:29:13.507763] [INFO ] [sig       ] [200/1690] Completed BE in 0.2s | 4.00 sym/s | Total: 50.0s | ETA: 6.2m
[2025-10-10T00:29:13.507848] [INFO ] [sig       ] [201/1690] Forecasting BEKE...
[2025-10-10T00:29:13.507944] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-10-10T00:29:13.508016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-10-10T00:29:13.516913] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEKE'.
[2025-10-10T00:29:13.517236] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-10-10T00:29:13.542497] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:13.543294] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-10-10T00:29:13.543388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:13.543462] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:13.543535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:13.543637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:13.560946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:13.561529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:13.561635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:13.561724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:13.598776] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:13.598994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:13.599084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:13.599147] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:13.603450] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-10-10T00:29:13.603834] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-10-10T00:29:13.603989] [INFO ] [sig       ] BEKE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:13.747193] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEKE.txt
[2025-10-10T00:29:13.747529] [INFO ] [sig       ] [201/1690] Completed BEKE in 0.2s | 4.00 sym/s | Total: 50.2s | ETA: 6.2m
[2025-10-10T00:29:13.747610] [INFO ] [sig       ] [202/1690] Forecasting BEN...
[2025-10-10T00:29:13.747701] [INFO ] [sig       ] Generating forecast for: BEN
[2025-10-10T00:29:13.747782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-10-10T00:29:13.758346] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEN'.
[2025-10-10T00:29:13.758776] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-10-10T00:29:13.784930] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:13.785736] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-10-10T00:29:13.785814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:13.785886] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:13.785981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:13.786094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:13.803395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:13.804080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:13.804198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:13.804331] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:13.842568] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:13.842822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:13.842885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:13.842922] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:13.846588] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-10-10T00:29:13.846964] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-10-10T00:29:13.847128] [INFO ] [sig       ] BEN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:13.991586] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEN.txt
[2025-10-10T00:29:13.991951] [INFO ] [sig       ] [202/1690] Completed BEN in 0.2s | 4.00 sym/s | Total: 50.5s | ETA: 6.2m
[2025-10-10T00:29:13.992035] [INFO ] [sig       ] [203/1690] Forecasting BEP...
[2025-10-10T00:29:13.992169] [INFO ] [sig       ] Generating forecast for: BEP
[2025-10-10T00:29:13.992244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-10-10T00:29:14.001398] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEP'.
[2025-10-10T00:29:14.001708] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-10-10T00:29:14.027033] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:14.027793] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-10-10T00:29:14.027871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:14.027955] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:14.028036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:14.028144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:14.045254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:14.045861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:14.045964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:14.046033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:14.081484] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:14.081603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:14.081665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:14.081732] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:14.084887] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-10-10T00:29:14.085167] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-10-10T00:29:14.085309] [INFO ] [sig       ] BEP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:14.227730] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEP.txt
[2025-10-10T00:29:14.228017] [INFO ] [sig       ] [203/1690] Completed BEP in 0.2s | 4.00 sym/s | Total: 50.7s | ETA: 6.2m
[2025-10-10T00:29:14.228148] [INFO ] [sig       ] [204/1690] Forecasting BEPC...
[2025-10-10T00:29:14.228222] [INFO ] [sig       ] Generating forecast for: BEPC
[2025-10-10T00:29:14.228296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'.
[2025-10-10T00:29:14.237201] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEPC'.
[2025-10-10T00:29:14.237498] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-10-10T00:29:14.262857] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:14.263584] [DEBUG] [LOCAL     ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt
[2025-10-10T00:29:14.263689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:14.263764] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:14.263833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:14.263932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:14.281232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:14.281852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:14.281959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:14.282030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:14.327852] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:14.328155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:14.328224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:14.328283] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:14.332546] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-10-10T00:29:14.332941] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-10-10T00:29:14.333102] [INFO ] [sig       ] BEPC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:14.479114] [INFO ] [LOCAL     ] Saved forecast: BEPC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEPC.txt
[2025-10-10T00:29:14.479517] [INFO ] [sig       ] [204/1690] Completed BEPC in 0.3s | 4.00 sym/s | Total: 51.0s | ETA: 6.2m
[2025-10-10T00:29:14.479605] [INFO ] [sig       ] [205/1690] Forecasting BEPH...
[2025-10-10T00:29:14.479700] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-10-10T00:29:14.479776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-10-10T00:29:14.490143] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEPH'.
[2025-10-10T00:29:14.490489] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-10-10T00:29:14.516423] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:14.517218] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-10-10T00:29:14.517297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:14.517369] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:14.517450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:14.517605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:14.534864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:14.535497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:14.535605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:14.535701] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:14.569041] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:14.569159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:14.569200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:14.569233] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:14.572464] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-10-10T00:29:14.572787] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-10-10T00:29:14.572933] [INFO ] [sig       ] BEPH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:14.715083] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEPH.txt
[2025-10-10T00:29:14.715338] [INFO ] [sig       ] [205/1690] Completed BEPH in 0.2s | 4.00 sym/s | Total: 51.2s | ETA: 6.2m
[2025-10-10T00:29:14.715440] [INFO ] [sig       ] [206/1690] Forecasting BEPI...
[2025-10-10T00:29:14.715525] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-10-10T00:29:14.715601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-10-10T00:29:14.725261] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BEPI'.
[2025-10-10T00:29:14.725684] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-10-10T00:29:14.751446] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:14.752258] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-10-10T00:29:14.752340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:14.752413] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:14.752483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:14.752585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:14.771560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:14.772217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:14.772331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:14.772403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:14.807232] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:14.807362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:14.807406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:14.807439] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:14.810975] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-10-10T00:29:14.811305] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-10-10T00:29:14.811482] [INFO ] [sig       ] BEPI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:14.954553] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BEPI.txt
[2025-10-10T00:29:14.954887] [INFO ] [sig       ] [206/1690] Completed BEPI in 0.2s | 4.01 sym/s | Total: 51.4s | ETA: 6.2m
[2025-10-10T00:29:14.954966] [INFO ] [sig       ] [207/1690] Forecasting BFAM...
[2025-10-10T00:29:14.955037] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-10-10T00:29:14.955136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-10-10T00:29:14.964987] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BFAM'.
[2025-10-10T00:29:14.965464] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-10-10T00:29:14.991252] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:14.992165] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-10-10T00:29:14.992246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:14.992319] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:14.992386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:14.992486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:15.009880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:15.010781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:15.010900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:15.010972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:15.044806] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:15.045038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:15.045089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:15.045123] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:15.048792] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-10-10T00:29:15.049097] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-10-10T00:29:15.049242] [INFO ] [sig       ] BFAM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:15.191008] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BFAM.txt
[2025-10-10T00:29:15.191286] [INFO ] [sig       ] [207/1690] Completed BFAM in 0.2s | 4.01 sym/s | Total: 51.7s | ETA: 6.2m
[2025-10-10T00:29:15.191399] [INFO ] [sig       ] [208/1690] Forecasting BFH...
[2025-10-10T00:29:15.191471] [INFO ] [sig       ] Generating forecast for: BFH
[2025-10-10T00:29:15.191545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-10-10T00:29:15.200560] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BFH'.
[2025-10-10T00:29:15.200907] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-10-10T00:29:15.226051] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:15.226810] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-10-10T00:29:15.226888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:15.226959] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:15.227027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:15.227123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:15.245548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:15.246500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:15.246620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:15.246721] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:15.283483] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:15.283733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:15.283823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:15.283863] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:15.287607] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-10-10T00:29:15.288044] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-10-10T00:29:15.288211] [INFO ] [sig       ] BFH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:15.441425] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BFH.txt
[2025-10-10T00:29:15.441793] [INFO ] [sig       ] [208/1690] Completed BFH in 0.3s | 4.01 sym/s | Total: 51.9s | ETA: 6.2m
[2025-10-10T00:29:15.441875] [INFO ] [sig       ] [209/1690] Forecasting BFK...
[2025-10-10T00:29:15.441946] [INFO ] [sig       ] Generating forecast for: BFK
[2025-10-10T00:29:15.442017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-10-10T00:29:15.452289] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BFK'.
[2025-10-10T00:29:15.452690] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-10-10T00:29:15.478820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:15.479554] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-10-10T00:29:15.479633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:15.479727] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:15.479793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:15.479891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:15.497266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:15.497902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:15.498036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:15.498109] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:15.533162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:15.533303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:15.533348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:15.533381] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:15.536639] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-10-10T00:29:15.536955] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-10-10T00:29:15.537109] [INFO ] [sig       ] BFK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:15.679193] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BFK.txt
[2025-10-10T00:29:15.679490] [INFO ] [sig       ] [209/1690] Completed BFK in 0.2s | 4.01 sym/s | Total: 52.2s | ETA: 6.2m
[2025-10-10T00:29:15.679560] [INFO ] [sig       ] [210/1690] Forecasting BFZ...
[2025-10-10T00:29:15.679624] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-10-10T00:29:15.679718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-10-10T00:29:15.689682] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BFZ'.
[2025-10-10T00:29:15.690078] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-10-10T00:29:15.716366] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:15.717209] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-10-10T00:29:15.717289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:15.717364] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:15.717444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:15.717560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:15.735413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:15.736058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:15.736171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:15.736242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:15.770402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:15.770582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:15.770629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:15.770706] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:15.774293] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-10-10T00:29:15.774594] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-10-10T00:29:15.774773] [INFO ] [sig       ] BFZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:15.922636] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BFZ.txt
[2025-10-10T00:29:15.923008] [INFO ] [sig       ] [210/1690] Completed BFZ in 0.2s | 4.01 sym/s | Total: 52.4s | ETA: 6.2m
[2025-10-10T00:29:15.923090] [INFO ] [sig       ] [211/1690] Forecasting BG...
[2025-10-10T00:29:15.923160] [INFO ] [sig       ] Generating forecast for: BG
[2025-10-10T00:29:15.923231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-10-10T00:29:15.932243] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BG'.
[2025-10-10T00:29:15.932601] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-10-10T00:29:15.958074] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:15.958827] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-10-10T00:29:15.958905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:15.958976] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:15.959044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:15.959143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:15.976353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:15.976960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:15.977066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:15.977135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:16.010838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:16.010939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:16.010981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:16.011013] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:16.014113] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-10-10T00:29:16.014393] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-10-10T00:29:16.014526] [INFO ] [sig       ] BG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:16.166392] [INFO ] [LOCAL     ] Saved forecast: BG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BG.txt
[2025-10-10T00:29:16.166751] [INFO ] [sig       ] [211/1690] Completed BG in 0.2s | 4.01 sym/s | Total: 52.6s | ETA: 6.1m
[2025-10-10T00:29:16.166833] [INFO ] [sig       ] [212/1690] Forecasting BGB...
[2025-10-10T00:29:16.166910] [INFO ] [sig       ] Generating forecast for: BGB
[2025-10-10T00:29:16.166981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-10-10T00:29:16.175959] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGB'.
[2025-10-10T00:29:16.176265] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-10-10T00:29:16.202009] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:16.202854] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-10-10T00:29:16.202932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:16.203003] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:16.203071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:16.203169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:16.220609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:16.221210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:16.221318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:16.221390] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:16.267668] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:16.267950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:16.268023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:16.268086] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:16.272039] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=52.39%)
[2025-10-10T00:29:16.272384] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-10-10T00:29:16.272563] [INFO ] [sig       ] BGB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:16.417820] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGB.txt
[2025-10-10T00:29:16.418172] [INFO ] [sig       ] [212/1690] Completed BGB in 0.3s | 4.01 sym/s | Total: 52.9s | ETA: 6.1m
[2025-10-10T00:29:16.418267] [INFO ] [sig       ] [213/1690] Forecasting BGH...
[2025-10-10T00:29:16.418354] [INFO ] [sig       ] Generating forecast for: BGH
[2025-10-10T00:29:16.418442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-10-10T00:29:16.428252] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGH'.
[2025-10-10T00:29:16.428629] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-10-10T00:29:16.455776] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:16.456550] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-10-10T00:29:16.456630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:16.456724] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:16.456794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:16.456897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:16.474929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:16.475604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:16.475745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:16.475819] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:16.519364] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:16.519499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:16.519546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:16.519581] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:16.523110] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-10-10T00:29:16.523416] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-10-10T00:29:16.523563] [INFO ] [sig       ] BGH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:16.680456] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BGH.txt
[2025-10-10T00:29:16.680805] [INFO ] [sig       ] [213/1690] Completed BGH in 0.3s | 4.01 sym/s | Total: 53.2s | ETA: 6.1m
[2025-10-10T00:29:16.680897] [INFO ] [sig       ] [214/1690] Forecasting BGR...
[2025-10-10T00:29:16.680983] [INFO ] [sig       ] Generating forecast for: BGR
[2025-10-10T00:29:16.681070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-10-10T00:29:16.690688] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGR'.
[2025-10-10T00:29:16.691011] [INFO ] [FORECASTER] Starting predict_future for BGR
[2025-10-10T00:29:16.717520] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:16.718416] [DEBUG] [LOCAL     ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt
[2025-10-10T00:29:16.718500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:16.718574] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:16.718680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:16.718824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:16.737408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:16.738212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:16.738332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:16.738420] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:16.779306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:16.779435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:16.779478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:16.779512] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:16.782923] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: UP (p=57.66%)
[2025-10-10T00:29:16.783218] [INFO ] [FORECASTER] Completed predict_future for BGR
[2025-10-10T00:29:16.783368] [INFO ] [sig       ] BGR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:16.942807] [INFO ] [LOCAL     ] Saved forecast: BGR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGR.txt
[2025-10-10T00:29:16.943096] [INFO ] [sig       ] [214/1690] Completed BGR in 0.3s | 4.01 sym/s | Total: 53.4s | ETA: 6.1m
[2025-10-10T00:29:16.943180] [INFO ] [sig       ] [215/1690] Forecasting BGS...
[2025-10-10T00:29:16.943275] [INFO ] [sig       ] Generating forecast for: BGS
[2025-10-10T00:29:16.943413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-10-10T00:29:16.953052] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGS'.
[2025-10-10T00:29:16.953421] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-10-10T00:29:16.979617] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:16.980464] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-10-10T00:29:16.980548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:16.980624] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:16.980721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:16.980825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:17.001456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:17.002529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:17.002693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:17.002777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:17.047485] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:17.047759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:17.047852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:17.047974] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:17.053189] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-10-10T00:29:17.053727] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-10-10T00:29:17.053954] [INFO ] [sig       ] BGS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:17.214509] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BGS.txt
[2025-10-10T00:29:17.214898] [INFO ] [sig       ] [215/1690] Completed BGS in 0.3s | 4.00 sym/s | Total: 53.7s | ETA: 6.1m
[2025-10-10T00:29:17.214984] [INFO ] [sig       ] [216/1690] Forecasting BGSF...
[2025-10-10T00:29:17.215055] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-10-10T00:29:17.215129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-10-10T00:29:17.224594] [DEBUG] [REMOTE    ] Successfully parsed 1803 rows of historical data for symbol 'BGSF'.
[2025-10-10T00:29:17.225068] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-10-10T00:29:17.252047] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:17.252922] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-10-10T00:29:17.253005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:17.253080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:17.253151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:17.253252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:17.272534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:17.273402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:17.273520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:17.273592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:17.312717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:17.312893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:17.312942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:17.312978] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:17.316498] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-10-10T00:29:17.316841] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-10-10T00:29:17.317004] [INFO ] [sig       ] BGSF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:17.471629] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGSF.txt
[2025-10-10T00:29:17.472116] [INFO ] [sig       ] [216/1690] Completed BGSF in 0.3s | 4.00 sym/s | Total: 53.9s | ETA: 6.1m
[2025-10-10T00:29:17.472227] [INFO ] [sig       ] [217/1690] Forecasting BGT...
[2025-10-10T00:29:17.472323] [INFO ] [sig       ] Generating forecast for: BGT
[2025-10-10T00:29:17.472423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-10-10T00:29:17.484280] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGT'.
[2025-10-10T00:29:17.484682] [INFO ] [FORECASTER] Starting predict_future for BGT
[2025-10-10T00:29:17.513815] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:17.514789] [DEBUG] [LOCAL     ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt
[2025-10-10T00:29:17.514874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:17.514951] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:17.515039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:17.515233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:17.533287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:17.534007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:17.534121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:17.534209] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:17.576043] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:17.576237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:17.576284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:17.576320] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:17.580142] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-10-10T00:29:17.580488] [INFO ] [FORECASTER] Completed predict_future for BGT
[2025-10-10T00:29:17.580676] [INFO ] [sig       ] BGT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:17.730985] [INFO ] [LOCAL     ] Saved forecast: BGT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGT.txt
[2025-10-10T00:29:17.731317] [INFO ] [sig       ] [217/1690] Completed BGT in 0.3s | 4.00 sym/s | Total: 54.2s | ETA: 6.1m
[2025-10-10T00:29:17.731418] [INFO ] [sig       ] [218/1690] Forecasting BGX...
[2025-10-10T00:29:17.731494] [INFO ] [sig       ] Generating forecast for: BGX
[2025-10-10T00:29:17.731571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-10-10T00:29:17.741588] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGX'.
[2025-10-10T00:29:17.741988] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-10-10T00:29:17.769236] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:17.770137] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-10-10T00:29:17.770222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:17.770298] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:17.770376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:17.770478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:17.788201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:17.789063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:17.789186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:17.789257] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:17.829236] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:17.829420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:17.829467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:17.829501] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:17.833088] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-10-10T00:29:17.833454] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-10-10T00:29:17.833620] [INFO ] [sig       ] BGX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:17.981639] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGX.txt
[2025-10-10T00:29:17.982036] [INFO ] [sig       ] [218/1690] Completed BGX in 0.3s | 4.00 sym/s | Total: 54.5s | ETA: 6.1m
[2025-10-10T00:29:17.982140] [INFO ] [sig       ] [219/1690] Forecasting BGY...
[2025-10-10T00:29:17.982226] [INFO ] [sig       ] Generating forecast for: BGY
[2025-10-10T00:29:17.982313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-10-10T00:29:17.991966] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BGY'.
[2025-10-10T00:29:17.992281] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-10-10T00:29:18.017729] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:18.018498] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-10-10T00:29:18.018579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:18.018675] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:18.018747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:18.018845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:18.040091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:18.041068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:18.041188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:18.041259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:18.083257] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:18.083399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:18.083443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:18.083476] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:18.086935] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-10-10T00:29:18.087249] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-10-10T00:29:18.087400] [INFO ] [sig       ] BGY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:18.230576] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BGY.txt
[2025-10-10T00:29:18.230936] [INFO ] [sig       ] [219/1690] Completed BGY in 0.2s | 4.00 sym/s | Total: 54.7s | ETA: 6.1m
[2025-10-10T00:29:18.231020] [INFO ] [sig       ] [220/1690] Forecasting BH...
[2025-10-10T00:29:18.231104] [INFO ] [sig       ] Generating forecast for: BH
[2025-10-10T00:29:18.231189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'.
[2025-10-10T00:29:18.240828] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BH'.
[2025-10-10T00:29:18.241158] [INFO ] [FORECASTER] Starting predict_future for BH
[2025-10-10T00:29:18.266832] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:18.267603] [DEBUG] [LOCAL     ] No optimal features file found for BH: ./output/feature-sets/BH.txt
[2025-10-10T00:29:18.267704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:18.267778] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:18.267846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:18.267958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:18.285220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:18.285897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:18.286009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:18.286079] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:18.327394] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:18.327523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:18.327566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:18.327598] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:18.330915] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-10-10T00:29:18.331206] [INFO ] [FORECASTER] Completed predict_future for BH
[2025-10-10T00:29:18.331355] [INFO ] [sig       ] BH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:18.474841] [INFO ] [LOCAL     ] Saved forecast: BH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BH.txt
[2025-10-10T00:29:18.475132] [INFO ] [sig       ] [220/1690] Completed BH in 0.2s | 4.00 sym/s | Total: 55.0s | ETA: 6.1m
[2025-10-10T00:29:18.475264] [INFO ] [sig       ] [221/1690] Forecasting BHC...
[2025-10-10T00:29:18.475347] [INFO ] [sig       ] Generating forecast for: BHC
[2025-10-10T00:29:18.475435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-10-10T00:29:18.484559] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHC'.
[2025-10-10T00:29:18.484911] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-10-10T00:29:18.510371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:18.511148] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-10-10T00:29:18.511227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:18.511304] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:18.511385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:18.511500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:18.528795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:18.529398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:18.529518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:18.529586] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:18.564926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:18.565051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:18.565094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:18.565128] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:18.568460] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-10-10T00:29:18.568802] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-10-10T00:29:18.568956] [INFO ] [sig       ] BHC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:18.715545] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BHC.txt
[2025-10-10T00:29:18.715908] [INFO ] [sig       ] [221/1690] Completed BHC in 0.2s | 4.00 sym/s | Total: 55.2s | ETA: 6.1m
[2025-10-10T00:29:18.715990] [INFO ] [sig       ] [222/1690] Forecasting BHE...
[2025-10-10T00:29:18.716074] [INFO ] [sig       ] Generating forecast for: BHE
[2025-10-10T00:29:18.716159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-10-10T00:29:18.727477] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHE'.
[2025-10-10T00:29:18.727870] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-10-10T00:29:18.753695] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:18.754496] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-10-10T00:29:18.754578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:18.754672] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:18.754756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:18.754888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:18.772949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:18.773620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:18.773755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:18.773839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:18.806257] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:18.806360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:18.806401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:18.806453] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:18.809683] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-10-10T00:29:18.809966] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-10-10T00:29:18.810103] [INFO ] [sig       ] BHE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:18.952221] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BHE.txt
[2025-10-10T00:29:18.952564] [INFO ] [sig       ] [222/1690] Completed BHE in 0.2s | 4.01 sym/s | Total: 55.4s | ETA: 6.1m
[2025-10-10T00:29:18.952678] [INFO ] [sig       ] [223/1690] Forecasting BHK...
[2025-10-10T00:29:18.952750] [INFO ] [sig       ] Generating forecast for: BHK
[2025-10-10T00:29:18.952822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-10-10T00:29:18.961781] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHK'.
[2025-10-10T00:29:18.962092] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-10-10T00:29:18.987940] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:18.988737] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-10-10T00:29:18.988816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:18.988887] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:18.988953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:18.989062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:19.006800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:19.007388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:19.007498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:19.007570] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:19.037851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:19.038091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:19.038147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:19.038182] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:19.042079] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-10-10T00:29:19.042420] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-10-10T00:29:19.042571] [INFO ] [sig       ] BHK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:19.188788] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BHK.txt
[2025-10-10T00:29:19.189146] [INFO ] [sig       ] [223/1690] Completed BHK in 0.2s | 4.01 sym/s | Total: 55.7s | ETA: 6.1m
[2025-10-10T00:29:19.189224] [INFO ] [sig       ] [224/1690] Forecasting BHP...
[2025-10-10T00:29:19.189295] [INFO ] [sig       ] Generating forecast for: BHP
[2025-10-10T00:29:19.189365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-10-10T00:29:19.198465] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHP'.
[2025-10-10T00:29:19.198792] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-10-10T00:29:19.229125] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:19.230046] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-10-10T00:29:19.230127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:19.230215] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:19.230297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:19.230410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:19.247796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:19.248516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:19.248624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:19.248709] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:19.279257] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:19.279366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:19.279406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:19.279439] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:19.282638] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-10-10T00:29:19.282947] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-10-10T00:29:19.283085] [INFO ] [sig       ] BHP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:19.425726] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BHP.txt
[2025-10-10T00:29:19.426041] [INFO ] [sig       ] [224/1690] Completed BHP in 0.2s | 4.01 sym/s | Total: 55.9s | ETA: 6.1m
[2025-10-10T00:29:19.426110] [INFO ] [sig       ] [225/1690] Forecasting BHR...
[2025-10-10T00:29:19.426184] [INFO ] [sig       ] Generating forecast for: BHR
[2025-10-10T00:29:19.426253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-10-10T00:29:19.437081] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHR'.
[2025-10-10T00:29:19.437436] [INFO ] [FORECASTER] Starting predict_future for BHR
[2025-10-10T00:29:19.463179] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:19.464027] [DEBUG] [LOCAL     ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt
[2025-10-10T00:29:19.464106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:19.464178] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:19.464245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:19.464345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:19.481540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:19.482143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:19.482250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:19.482320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:19.514661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:19.514764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:19.514806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:19.514839] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:19.517937] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-10-10T00:29:19.518221] [INFO ] [FORECASTER] Completed predict_future for BHR
[2025-10-10T00:29:19.518355] [INFO ] [sig       ] BHR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:19.659478] [INFO ] [LOCAL     ] Saved forecast: BHR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BHR.txt
[2025-10-10T00:29:19.659783] [INFO ] [sig       ] [225/1690] Completed BHR in 0.2s | 4.01 sym/s | Total: 56.1s | ETA: 6.1m
[2025-10-10T00:29:19.659876] [INFO ] [sig       ] [226/1690] Forecasting BHVN...
[2025-10-10T00:29:19.659959] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-10-10T00:29:19.660032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-10-10T00:29:19.669530] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BHVN'.
[2025-10-10T00:29:19.669930] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-10-10T00:29:19.696445] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:19.697236] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-10-10T00:29:19.697316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:19.697390] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:19.697460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:19.697561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:19.715299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:19.715963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:19.716078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:19.716148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:19.750429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:19.750634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:19.750729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:19.750771] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:19.754269] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-10-10T00:29:19.754567] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-10-10T00:29:19.754744] [INFO ] [sig       ] BHVN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:19.899146] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BHVN.txt
[2025-10-10T00:29:19.899439] [INFO ] [sig       ] [226/1690] Completed BHVN in 0.2s | 4.01 sym/s | Total: 56.4s | ETA: 6.1m
[2025-10-10T00:29:19.899520] [INFO ] [sig       ] [227/1690] Forecasting BILL...
[2025-10-10T00:29:19.899567] [INFO ] [sig       ] Generating forecast for: BILL
[2025-10-10T00:29:19.899607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-10-10T00:29:19.911392] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BILL'.
[2025-10-10T00:29:19.912074] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-10-10T00:29:19.937957] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:19.938730] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-10-10T00:29:19.938812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:19.938885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:19.938952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:19.939051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:19.956191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:19.956997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:19.957142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:19.957226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:19.994268] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:19.994463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:19.994509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:19.994542] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:19.998033] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=28.49%)
[2025-10-10T00:29:19.998338] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-10-10T00:29:19.998499] [INFO ] [sig       ] BILL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:20.155458] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BILL.txt
[2025-10-10T00:29:20.155914] [INFO ] [sig       ] [227/1690] Completed BILL in 0.3s | 4.01 sym/s | Total: 56.6s | ETA: 6.1m
[2025-10-10T00:29:20.156030] [INFO ] [sig       ] [228/1690] Forecasting BIP...
[2025-10-10T00:29:20.156116] [INFO ] [sig       ] Generating forecast for: BIP
[2025-10-10T00:29:20.156202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-10-10T00:29:20.168165] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIP'.
[2025-10-10T00:29:20.168569] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-10-10T00:29:20.197130] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:20.198075] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-10-10T00:29:20.198160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:20.198239] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:20.198323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:20.198459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:20.216752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:20.217471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:20.217594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:20.217704] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:20.255464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:20.255590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:20.255632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:20.255716] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:20.259148] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=71.82%)
[2025-10-10T00:29:20.259531] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-10-10T00:29:20.259724] [INFO ] [sig       ] BIP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:20.413351] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BIP.txt
[2025-10-10T00:29:20.413681] [INFO ] [sig       ] [228/1690] Completed BIP in 0.3s | 4.01 sym/s | Total: 56.9s | ETA: 6.1m
[2025-10-10T00:29:20.413766] [INFO ] [sig       ] [229/1690] Forecasting BIPH...
[2025-10-10T00:29:20.413837] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-10-10T00:29:20.413916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-10-10T00:29:20.422827] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIPH'.
[2025-10-10T00:29:20.423124] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-10-10T00:29:20.448424] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:20.449201] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-10-10T00:29:20.449280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:20.449351] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:20.449420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:20.449520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:20.467607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:20.468300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:20.468420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:20.468491] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:20.503791] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:20.503910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:20.503952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:20.503984] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:20.507196] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-10-10T00:29:20.507484] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-10-10T00:29:20.507625] [INFO ] [sig       ] BIPH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:20.661285] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BIPH.txt
[2025-10-10T00:29:20.661691] [INFO ] [sig       ] [229/1690] Completed BIPH in 0.2s | 4.01 sym/s | Total: 57.1s | ETA: 6.1m
[2025-10-10T00:29:20.661770] [INFO ] [sig       ] [230/1690] Forecasting BIPI...
[2025-10-10T00:29:20.661850] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-10-10T00:29:20.661939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-10-10T00:29:20.670914] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIPI'.
[2025-10-10T00:29:20.671309] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-10-10T00:29:20.699277] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:20.700173] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-10-10T00:29:20.700253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:20.700332] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:20.700401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:20.700506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:20.718624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:20.719630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:20.719775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:20.719848] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:20.756239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:20.756464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:20.756511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:20.756545] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:20.760341] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-10-10T00:29:20.760684] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-10-10T00:29:20.760895] [INFO ] [sig       ] BIPI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:20.927554] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BIPI.txt
[2025-10-10T00:29:20.928304] [INFO ] [sig       ] [230/1690] Completed BIPI in 0.3s | 4.01 sym/s | Total: 57.4s | ETA: 6.1m
[2025-10-10T00:29:20.928395] [INFO ] [sig       ] [231/1690] Forecasting BIPJ...
[2025-10-10T00:29:20.928470] [INFO ] [sig       ] Generating forecast for: BIPJ
[2025-10-10T00:29:20.928543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'.
[2025-10-10T00:29:20.939462] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIPJ'.
[2025-10-10T00:29:20.939820] [INFO ] [FORECASTER] Starting predict_future for BIPJ
[2025-10-10T00:29:20.965684] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:20.966490] [DEBUG] [LOCAL     ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt
[2025-10-10T00:29:20.966570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:20.966666] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:20.966737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:20.966837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:20.984018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:20.984666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:20.984774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:20.984843] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:21.019587] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:21.019852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:21.019909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:21.019944] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:21.023559] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-10-10T00:29:21.023893] [INFO ] [FORECASTER] Completed predict_future for BIPJ
[2025-10-10T00:29:21.024052] [INFO ] [sig       ] BIPJ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:21.168945] [INFO ] [LOCAL     ] Saved forecast: BIPJ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BIPJ.txt
[2025-10-10T00:29:21.169300] [INFO ] [sig       ] [231/1690] Completed BIPJ in 0.2s | 4.01 sym/s | Total: 57.6s | ETA: 6.1m
[2025-10-10T00:29:21.169387] [INFO ] [sig       ] [232/1690] Forecasting BIRK...
[2025-10-10T00:29:21.169464] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-10-10T00:29:21.169537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-10-10T00:29:21.178183] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIRK'.
[2025-10-10T00:29:21.178512] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-10-10T00:29:21.203808] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:21.204543] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-10-10T00:29:21.204621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:21.204721] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:21.204788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:21.204891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:21.222170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:21.222821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:21.222929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:21.223000] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:21.258351] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:21.258485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:21.258529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:21.258561] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:21.261863] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-10-10T00:29:21.262151] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-10-10T00:29:21.262294] [INFO ] [sig       ] BIRK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:21.405983] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BIRK.txt
[2025-10-10T00:29:21.406256] [INFO ] [sig       ] [232/1690] Completed BIRK in 0.2s | 4.01 sym/s | Total: 57.9s | ETA: 6.1m
[2025-10-10T00:29:21.406358] [INFO ] [sig       ] [233/1690] Forecasting BIT...
[2025-10-10T00:29:21.406436] [INFO ] [sig       ] Generating forecast for: BIT
[2025-10-10T00:29:21.406510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-10-10T00:29:21.416372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BIT'.
[2025-10-10T00:29:21.416780] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-10-10T00:29:21.442325] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:21.443124] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-10-10T00:29:21.443204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:21.443276] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:21.443345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:21.443449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:21.461181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:21.461814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:21.461922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:21.461991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:21.495074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:21.495246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:21.495293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:21.495326] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:21.498995] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-10-10T00:29:21.499379] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-10-10T00:29:21.499543] [INFO ] [sig       ] BIT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:21.646676] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BIT.txt
[2025-10-10T00:29:21.647021] [INFO ] [sig       ] [233/1690] Completed BIT in 0.2s | 4.01 sym/s | Total: 58.1s | ETA: 6.1m
[2025-10-10T00:29:21.647102] [INFO ] [sig       ] [234/1690] Forecasting BJ...
[2025-10-10T00:29:21.647172] [INFO ] [sig       ] Generating forecast for: BJ
[2025-10-10T00:29:21.647242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-10-10T00:29:21.655920] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BJ'.
[2025-10-10T00:29:21.656202] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-10-10T00:29:21.681759] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:21.682551] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-10-10T00:29:21.682630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:21.682726] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:21.682794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:21.682892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:21.708132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:21.709169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:21.709289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:21.709360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:21.748201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:21.748402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:21.748469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:21.748506] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:21.752174] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-10-10T00:29:21.752516] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-10-10T00:29:21.752712] [INFO ] [sig       ] BJ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:21.902818] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BJ.txt
[2025-10-10T00:29:21.903147] [INFO ] [sig       ] [234/1690] Completed BJ in 0.3s | 4.01 sym/s | Total: 58.4s | ETA: 6.1m
[2025-10-10T00:29:21.903277] [INFO ] [sig       ] [235/1690] Forecasting BK...
[2025-10-10T00:29:21.903343] [INFO ] [sig       ] Generating forecast for: BK
[2025-10-10T00:29:21.903411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-10-10T00:29:21.913512] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BK'.
[2025-10-10T00:29:21.913974] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-10-10T00:29:21.940799] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:21.941668] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-10-10T00:29:21.941751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:21.941825] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:21.941896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:21.941997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:21.959711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:21.960321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:21.960433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:21.960503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:21.998636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:21.998829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:21.998875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:21.998908] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:22.002342] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-10-10T00:29:22.002678] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-10-10T00:29:22.002846] [INFO ] [sig       ] BK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:22.147376] [INFO ] [LOCAL     ] Saved forecast: BK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BK.txt
[2025-10-10T00:29:22.147711] [INFO ] [sig       ] [235/1690] Completed BK in 0.2s | 4.01 sym/s | Total: 58.6s | ETA: 6.0m
[2025-10-10T00:29:22.147792] [INFO ] [sig       ] [236/1690] Forecasting BKD...
[2025-10-10T00:29:22.147862] [INFO ] [sig       ] Generating forecast for: BKD
[2025-10-10T00:29:22.147960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-10-10T00:29:22.157453] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKD'.
[2025-10-10T00:29:22.157788] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-10-10T00:29:22.183678] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:22.184449] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-10-10T00:29:22.184528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:22.184600] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:22.184691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:22.184792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:22.202104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:22.202764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:22.202872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:22.202941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:22.238128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:22.238250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:22.238292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:22.238325] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:22.241530] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-10-10T00:29:22.241917] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-10-10T00:29:22.242084] [INFO ] [sig       ] BKD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:22.386734] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKD.txt
[2025-10-10T00:29:22.387081] [INFO ] [sig       ] [236/1690] Completed BKD in 0.2s | 4.01 sym/s | Total: 58.9s | ETA: 6.0m
[2025-10-10T00:29:22.387165] [INFO ] [sig       ] [237/1690] Forecasting BKE...
[2025-10-10T00:29:22.387238] [INFO ] [sig       ] Generating forecast for: BKE
[2025-10-10T00:29:22.387313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-10-10T00:29:22.397094] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKE'.
[2025-10-10T00:29:22.397482] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-10-10T00:29:22.423018] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:22.423839] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-10-10T00:29:22.423918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:22.423989] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:22.424059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:22.424160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:22.441816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:22.442411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:22.442523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:22.442597] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:22.477691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:22.477926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:22.477994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:22.478032] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:22.481708] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-10-10T00:29:22.482020] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-10-10T00:29:22.482170] [INFO ] [sig       ] BKE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:22.630670] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKE.txt
[2025-10-10T00:29:22.630936] [INFO ] [sig       ] [237/1690] Completed BKE in 0.2s | 4.01 sym/s | Total: 59.1s | ETA: 6.0m
[2025-10-10T00:29:22.631037] [INFO ] [sig       ] [238/1690] Forecasting BKH...
[2025-10-10T00:29:22.631105] [INFO ] [sig       ] Generating forecast for: BKH
[2025-10-10T00:29:22.631178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-10-10T00:29:22.639875] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKH'.
[2025-10-10T00:29:22.640203] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-10-10T00:29:22.665429] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:22.666195] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-10-10T00:29:22.666274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:22.666345] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:22.666416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:22.666523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:22.683545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:22.684151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:22.684273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:22.684342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:22.717445] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:22.717557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:22.717598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:22.717631] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:22.720903] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-10-10T00:29:22.721193] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-10-10T00:29:22.721330] [INFO ] [sig       ] BKH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:22.868776] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BKH.txt
[2025-10-10T00:29:22.869058] [INFO ] [sig       ] [238/1690] Completed BKH in 0.2s | 4.01 sym/s | Total: 59.3s | ETA: 6.0m
[2025-10-10T00:29:22.869155] [INFO ] [sig       ] [239/1690] Forecasting BKKT...
[2025-10-10T00:29:22.869198] [INFO ] [sig       ] Generating forecast for: BKKT
[2025-10-10T00:29:22.869261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'.
[2025-10-10T00:29:22.878417] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKKT'.
[2025-10-10T00:29:22.878774] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-10-10T00:29:22.905009] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:22.905825] [DEBUG] [LOCAL     ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt
[2025-10-10T00:29:22.905905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:22.905985] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:22.906061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:22.906167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:22.923997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:22.924600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:22.924732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:22.924803] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:22.959771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:22.959907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:22.959952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:22.959986] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:22.963570] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-10-10T00:29:22.963896] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-10-10T00:29:22.964044] [INFO ] [sig       ] BKKT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:23.110113] [INFO ] [LOCAL     ] Saved forecast: BKKT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKKT.txt
[2025-10-10T00:29:23.110435] [INFO ] [sig       ] [239/1690] Completed BKKT in 0.2s | 4.01 sym/s | Total: 59.6s | ETA: 6.0m
[2025-10-10T00:29:23.110520] [INFO ] [sig       ] [240/1690] Forecasting BKN...
[2025-10-10T00:29:23.110599] [INFO ] [sig       ] Generating forecast for: BKN
[2025-10-10T00:29:23.110694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-10-10T00:29:23.119895] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKN'.
[2025-10-10T00:29:23.120218] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-10-10T00:29:23.146904] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:23.147768] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-10-10T00:29:23.147865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:23.147965] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:23.148049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:23.148165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:23.166466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:23.167144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:23.167265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:23.167374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:23.194260] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:23.194428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:23.194474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:23.194509] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:23.197998] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-10-10T00:29:23.198298] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-10-10T00:29:23.198500] [INFO ] [sig       ] BKN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:23.352483] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKN.txt
[2025-10-10T00:29:23.352848] [INFO ] [sig       ] [240/1690] Completed BKN in 0.2s | 4.01 sym/s | Total: 59.8s | ETA: 6.0m
[2025-10-10T00:29:23.352936] [INFO ] [sig       ] [241/1690] Forecasting BKSY...
[2025-10-10T00:29:23.353016] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-10-10T00:29:23.353102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-10-10T00:29:23.362253] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKSY'.
[2025-10-10T00:29:23.362573] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-10-10T00:29:23.388954] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:23.389851] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-10-10T00:29:23.389930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:23.390005] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:23.390073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:23.390174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:23.407323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:23.407988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:23.408099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:23.408165] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:23.434382] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:23.434502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:23.434543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:23.434576] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:23.437756] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-10-10T00:29:23.438099] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-10-10T00:29:23.438241] [INFO ] [sig       ] BKSY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:23.580297] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BKSY.txt
[2025-10-10T00:29:23.580626] [INFO ] [sig       ] [241/1690] Completed BKSY in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:23.580718] [INFO ] [sig       ] [242/1690] Forecasting BKT...
[2025-10-10T00:29:23.580796] [INFO ] [sig       ] Generating forecast for: BKT
[2025-10-10T00:29:23.580870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'.
[2025-10-10T00:29:23.591051] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKT'.
[2025-10-10T00:29:23.591381] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-10-10T00:29:23.618308] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:23.619250] [DEBUG] [LOCAL     ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt
[2025-10-10T00:29:23.619345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:23.619438] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:23.619526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:23.619687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:23.637522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:23.638293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:23.638429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:23.638534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:23.668597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:23.668818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:23.668876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:23.668913] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:23.673029] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-10-10T00:29:23.673365] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-10-10T00:29:23.673512] [INFO ] [sig       ] BKT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:23.824718] [INFO ] [LOCAL     ] Saved forecast: BKT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKT.txt
[2025-10-10T00:29:23.825033] [INFO ] [sig       ] [242/1690] Completed BKT in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:23.825146] [INFO ] [sig       ] [243/1690] Forecasting BKU...
[2025-10-10T00:29:23.825251] [INFO ] [sig       ] Generating forecast for: BKU
[2025-10-10T00:29:23.825358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'.
[2025-10-10T00:29:23.834550] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKU'.
[2025-10-10T00:29:23.834932] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-10-10T00:29:23.860526] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:23.861471] [DEBUG] [LOCAL     ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt
[2025-10-10T00:29:23.861570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:23.861694] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:23.861785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:23.861921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:23.879820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:23.880866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:23.881001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:23.881090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:23.924853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:23.925026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:23.925074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:23.925110] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:23.929231] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-10-10T00:29:23.929582] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-10-10T00:29:23.929775] [INFO ] [sig       ] BKU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:24.073903] [INFO ] [LOCAL     ] Saved forecast: BKU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BKU.txt
[2025-10-10T00:29:24.074251] [INFO ] [sig       ] [243/1690] Completed BKU in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:24.074356] [INFO ] [sig       ] [244/1690] Forecasting BKV...
[2025-10-10T00:29:24.074451] [INFO ] [sig       ] Generating forecast for: BKV
[2025-10-10T00:29:24.074547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'.
[2025-10-10T00:29:24.083872] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BKV'.
[2025-10-10T00:29:24.084218] [INFO ] [FORECASTER] Starting predict_future for BKV
[2025-10-10T00:29:24.112259] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:24.113117] [DEBUG] [LOCAL     ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt
[2025-10-10T00:29:24.113214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:24.113310] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:24.113406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:24.113553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:24.130873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:24.131540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:24.131699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:24.131790] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:24.174666] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:24.174840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:24.174889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:24.174926] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:24.178834] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-10-10T00:29:24.179134] [INFO ] [FORECASTER] Completed predict_future for BKV
[2025-10-10T00:29:24.179270] [INFO ] [sig       ] BKV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:24.321879] [INFO ] [LOCAL     ] Saved forecast: BKV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BKV.txt
[2025-10-10T00:29:24.322155] [INFO ] [sig       ] [244/1690] Completed BKV in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:24.322235] [INFO ] [sig       ] [245/1690] Forecasting BLCO...
[2025-10-10T00:29:24.322328] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-10-10T00:29:24.322384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-10-10T00:29:24.331761] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLCO'.
[2025-10-10T00:29:24.332077] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-10-10T00:29:24.357099] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:24.357875] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-10-10T00:29:24.357970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:24.358046] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:24.358111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:24.358212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:24.375549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:24.376223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:24.376346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:24.376418] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:24.409054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:24.409161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:24.409203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:24.409236] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:24.412362] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-10-10T00:29:24.412707] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-10-10T00:29:24.412853] [INFO ] [sig       ] BLCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:24.556863] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BLCO.txt
[2025-10-10T00:29:24.557103] [INFO ] [sig       ] [245/1690] Completed BLCO in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:24.557203] [INFO ] [sig       ] [246/1690] Forecasting BLDR...
[2025-10-10T00:29:24.557277] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-10-10T00:29:24.557347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-10-10T00:29:24.566132] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLDR'.
[2025-10-10T00:29:24.566449] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-10-10T00:29:24.592095] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:24.592887] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-10-10T00:29:24.592967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:24.593039] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:24.593103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:24.593206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:24.610731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:24.611300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:24.611406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:24.611474] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:24.646628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:24.646778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:24.646823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:24.646857] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:24.650095] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-10-10T00:29:24.650376] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-10-10T00:29:24.650510] [INFO ] [sig       ] BLDR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:24.808383] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BLDR.txt
[2025-10-10T00:29:24.808741] [INFO ] [sig       ] [246/1690] Completed BLDR in 0.3s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:24.808829] [INFO ] [sig       ] [247/1690] Forecasting BLE...
[2025-10-10T00:29:24.808881] [INFO ] [sig       ] Generating forecast for: BLE
[2025-10-10T00:29:24.808917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-10-10T00:29:24.817564] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLE'.
[2025-10-10T00:29:24.817867] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-10-10T00:29:24.843509] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:24.844269] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-10-10T00:29:24.844408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:24.844483] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:24.844553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:24.844676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:24.862159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:24.862784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:24.862895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:24.862965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:24.897566] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:24.897685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:24.897749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:24.897785] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:24.901122] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-10-10T00:29:24.901412] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-10-10T00:29:24.901560] [INFO ] [sig       ] BLE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:25.046902] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BLE.txt
[2025-10-10T00:29:25.047195] [INFO ] [sig       ] [247/1690] Completed BLE in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:25.047302] [INFO ] [sig       ] [248/1690] Forecasting BLK...
[2025-10-10T00:29:25.047372] [INFO ] [sig       ] Generating forecast for: BLK
[2025-10-10T00:29:25.047444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-10-10T00:29:25.056250] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLK'.
[2025-10-10T00:29:25.056566] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-10-10T00:29:25.082188] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:25.082975] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-10-10T00:29:25.083052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:25.083123] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:25.083189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:25.083287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:25.100628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:25.101218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:25.101325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:25.101396] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:25.138897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:25.139014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:25.139056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:25.139089] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:25.142251] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-10-10T00:29:25.142546] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-10-10T00:29:25.142718] [INFO ] [sig       ] BLK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:25.295718] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BLK.txt
[2025-10-10T00:29:25.296082] [INFO ] [sig       ] [248/1690] Completed BLK in 0.2s | 4.01 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:25.296176] [INFO ] [sig       ] [249/1690] Forecasting BLND...
[2025-10-10T00:29:25.296250] [INFO ] [sig       ] Generating forecast for: BLND
[2025-10-10T00:29:25.296335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-10-10T00:29:25.306090] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLND'.
[2025-10-10T00:29:25.306459] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-10-10T00:29:25.332858] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:25.333723] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-10-10T00:29:25.333804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:25.333877] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:25.333958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:25.334102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:25.351829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:25.352455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:25.352571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:25.352678] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:25.388420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:25.388549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:25.388592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:25.388625] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:25.391961] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-10-10T00:29:25.392252] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-10-10T00:29:25.392393] [INFO ] [sig       ] BLND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:25.538145] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BLND.txt
[2025-10-10T00:29:25.538395] [INFO ] [sig       ] [249/1690] Completed BLND in 0.2s | 4.02 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:25.538498] [INFO ] [sig       ] [250/1690] Forecasting BLW...
[2025-10-10T00:29:25.538579] [INFO ] [sig       ] Generating forecast for: BLW
[2025-10-10T00:29:25.538691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'.
[2025-10-10T00:29:25.547485] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLW'.
[2025-10-10T00:29:25.547840] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-10-10T00:29:25.574409] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:25.575226] [DEBUG] [LOCAL     ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt
[2025-10-10T00:29:25.575307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:25.575380] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:25.575467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:25.575592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:25.593383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:25.594142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:25.594254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:25.594337] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:25.633309] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:25.633521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:25.633571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:25.633606] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:25.637275] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-10-10T00:29:25.637624] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-10-10T00:29:25.637821] [INFO ] [sig       ] BLW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:25.785521] [INFO ] [LOCAL     ] Saved forecast: BLW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BLW.txt
[2025-10-10T00:29:25.785836] [INFO ] [sig       ] [250/1690] Completed BLW in 0.2s | 4.02 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:25.785935] [INFO ] [sig       ] [251/1690] Forecasting BLX...
[2025-10-10T00:29:25.785977] [INFO ] [sig       ] Generating forecast for: BLX
[2025-10-10T00:29:25.786041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-10-10T00:29:25.795271] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BLX'.
[2025-10-10T00:29:25.795624] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-10-10T00:29:25.821662] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:25.822441] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-10-10T00:29:25.822531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:25.822617] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:25.822722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:25.822864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:25.840187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:25.840829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:25.840934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:25.841013] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:25.876595] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:25.876753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:25.876809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:25.876843] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:25.880182] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-10-10T00:29:25.880464] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-10-10T00:29:25.880606] [INFO ] [sig       ] BLX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:26.025914] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BLX.txt
[2025-10-10T00:29:26.026171] [INFO ] [sig       ] [251/1690] Completed BLX in 0.2s | 4.02 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:26.026250] [INFO ] [sig       ] [252/1690] Forecasting BMA...
[2025-10-10T00:29:26.026349] [INFO ] [sig       ] Generating forecast for: BMA
[2025-10-10T00:29:26.026411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-10-10T00:29:26.035411] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMA'.
[2025-10-10T00:29:26.035800] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-10-10T00:29:26.061180] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:26.062039] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-10-10T00:29:26.062117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:26.062198] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:26.062278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:26.062399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:26.080395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:26.081186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:26.081295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:26.081394] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:26.121815] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:26.121956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:26.122004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:26.122039] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:26.125738] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-10-10T00:29:26.126028] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-10-10T00:29:26.126165] [INFO ] [sig       ] BMA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:26.270202] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BMA.txt
[2025-10-10T00:29:26.270486] [INFO ] [sig       ] [252/1690] Completed BMA in 0.2s | 4.02 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:26.270615] [INFO ] [sig       ] [253/1690] Forecasting BME...
[2025-10-10T00:29:26.270705] [INFO ] [sig       ] Generating forecast for: BME
[2025-10-10T00:29:26.270778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-10-10T00:29:26.280610] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BME'.
[2025-10-10T00:29:26.281005] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-10-10T00:29:26.307202] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:26.308112] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-10-10T00:29:26.308213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:26.308296] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:26.308368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:26.308473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:26.326513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:26.327216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:26.327335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:26.327406] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:26.364786] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:26.364993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:26.365042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:26.365076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:26.368773] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-10-10T00:29:26.369093] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-10-10T00:29:26.369246] [INFO ] [sig       ] BME: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:26.522542] [INFO ] [LOCAL     ] Saved forecast: BME	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BME.txt
[2025-10-10T00:29:26.522933] [INFO ] [sig       ] [253/1690] Completed BME in 0.3s | 4.02 sym/s | Total: 1.0m | ETA: 6.0m
[2025-10-10T00:29:26.523015] [INFO ] [sig       ] [254/1690] Forecasting BMEZ...
[2025-10-10T00:29:26.523086] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-10-10T00:29:26.523158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-10-10T00:29:26.532794] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMEZ'.
[2025-10-10T00:29:26.533124] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-10-10T00:29:26.560539] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:26.561435] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-10-10T00:29:26.561535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:26.561610] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:26.561709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:26.561812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:26.579637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:26.580317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:26.580427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:26.580498] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:26.617660] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:26.617810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:26.617855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:26.617920] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:26.621392] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-10-10T00:29:26.621718] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-10-10T00:29:26.621881] [INFO ] [sig       ] BMEZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:26.768794] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BMEZ.txt
[2025-10-10T00:29:26.769128] [INFO ] [sig       ] [254/1690] Completed BMEZ in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 6.0m
[2025-10-10T00:29:26.769210] [INFO ] [sig       ] [255/1690] Forecasting BMI...
[2025-10-10T00:29:26.769281] [INFO ] [sig       ] Generating forecast for: BMI
[2025-10-10T00:29:26.769352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-10-10T00:29:26.778781] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMI'.
[2025-10-10T00:29:26.779148] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-10-10T00:29:26.804783] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:26.805556] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-10-10T00:29:26.805636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:26.805730] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:26.805799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:26.805900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:26.822905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:26.823496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:26.823605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:26.823700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:26.858809] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:26.858934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:26.858976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:26.859009] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:26.862164] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-10-10T00:29:26.862446] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-10-10T00:29:26.862587] [INFO ] [sig       ] BMI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:27.004627] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BMI.txt
[2025-10-10T00:29:27.004965] [INFO ] [sig       ] [255/1690] Completed BMI in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 6.0m
[2025-10-10T00:29:27.005057] [INFO ] [sig       ] [256/1690] Forecasting BMN...
[2025-10-10T00:29:27.005127] [INFO ] [sig       ] Generating forecast for: BMN
[2025-10-10T00:29:27.005227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'.
[2025-10-10T00:29:27.013730] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMN'.
[2025-10-10T00:29:27.014059] [INFO ] [FORECASTER] Starting predict_future for BMN
[2025-10-10T00:29:27.039890] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:27.040686] [DEBUG] [LOCAL     ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt
[2025-10-10T00:29:27.040767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:27.040846] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:27.040934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:27.041031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:27.058419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:27.059063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:27.059171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:27.059246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:27.096901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:27.097132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:27.097182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:27.097215] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:27.101343] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-10-10T00:29:27.101701] [INFO ] [FORECASTER] Completed predict_future for BMN
[2025-10-10T00:29:27.101931] [INFO ] [sig       ] BMN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:27.250120] [INFO ] [LOCAL     ] Saved forecast: BMN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BMN.txt
[2025-10-10T00:29:27.250424] [INFO ] [sig       ] [256/1690] Completed BMN in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:27.250506] [INFO ] [sig       ] [257/1690] Forecasting BMO...
[2025-10-10T00:29:27.250592] [INFO ] [sig       ] Generating forecast for: BMO
[2025-10-10T00:29:27.250703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-10-10T00:29:27.259680] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMO'.
[2025-10-10T00:29:27.259971] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-10-10T00:29:27.286203] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:27.287039] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-10-10T00:29:27.287119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:27.287202] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:27.287271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:27.287372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:27.305331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:27.306243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:27.306357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:27.306429] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:27.343661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:27.343827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:27.343872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:27.343905] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:27.347236] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-10-10T00:29:27.347528] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-10-10T00:29:27.347724] [INFO ] [sig       ] BMO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:27.494404] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BMO.txt
[2025-10-10T00:29:27.494741] [INFO ] [sig       ] [257/1690] Completed BMO in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:27.494822] [INFO ] [sig       ] [258/1690] Forecasting BMY...
[2025-10-10T00:29:27.494894] [INFO ] [sig       ] Generating forecast for: BMY
[2025-10-10T00:29:27.494968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-10-10T00:29:27.503784] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BMY'.
[2025-10-10T00:29:27.504087] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-10-10T00:29:27.533870] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:27.534733] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-10-10T00:29:27.534814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:27.534888] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:27.534957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:27.535061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:27.554451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:27.555218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:27.555331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:27.555402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:27.594872] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:27.595116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:27.595174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:27.595216] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:27.599886] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-10-10T00:29:27.600337] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-10-10T00:29:27.600523] [INFO ] [sig       ] BMY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:27.749865] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BMY.txt
[2025-10-10T00:29:27.750189] [INFO ] [sig       ] [258/1690] Completed BMY in 0.3s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:27.750270] [INFO ] [sig       ] [259/1690] Forecasting BN...
[2025-10-10T00:29:27.750341] [INFO ] [sig       ] Generating forecast for: BN
[2025-10-10T00:29:27.750412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-10-10T00:29:27.760054] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BN'.
[2025-10-10T00:29:27.760442] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-10-10T00:29:27.786418] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:27.787258] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-10-10T00:29:27.787341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:27.787413] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:27.787482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:27.787581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:27.805554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:27.806181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:27.806292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:27.806360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:27.839073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:27.839214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:27.839264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:27.839299] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:27.842552] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-10-10T00:29:27.842872] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-10-10T00:29:27.843023] [INFO ] [sig       ] BN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:27.989010] [INFO ] [LOCAL     ] Saved forecast: BN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BN.txt
[2025-10-10T00:29:27.989324] [INFO ] [sig       ] [259/1690] Completed BN in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:27.989410] [INFO ] [sig       ] [260/1690] Forecasting BNED...
[2025-10-10T00:29:27.989480] [INFO ] [sig       ] Generating forecast for: BNED
[2025-10-10T00:29:27.989549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-10-10T00:29:27.999140] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BNED'.
[2025-10-10T00:29:27.999525] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-10-10T00:29:28.025923] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:28.026728] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-10-10T00:29:28.026807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:28.026879] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:28.026947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:28.027044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:28.045143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:28.045805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:28.045916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:28.045988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:28.082355] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:28.082496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:28.082546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:28.082584] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:28.085998] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-10-10T00:29:28.086312] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-10-10T00:29:28.086477] [INFO ] [sig       ] BNED: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:28.234371] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BNED.txt
[2025-10-10T00:29:28.234722] [INFO ] [sig       ] [260/1690] Completed BNED in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:28.234801] [INFO ] [sig       ] [261/1690] Forecasting BNH...
[2025-10-10T00:29:28.234871] [INFO ] [sig       ] Generating forecast for: BNH
[2025-10-10T00:29:28.234942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-10-10T00:29:28.243897] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BNH'.
[2025-10-10T00:29:28.244238] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-10-10T00:29:28.271152] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:28.272079] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-10-10T00:29:28.272161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:28.272253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:28.272325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:28.272427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:28.291589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:28.292333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:28.292454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:28.292527] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:28.328026] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:28.328198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:28.328245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:28.328281] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:28.331761] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-10-10T00:29:28.332064] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-10-10T00:29:28.332212] [INFO ] [sig       ] BNH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:28.479885] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BNH.txt
[2025-10-10T00:29:28.480186] [INFO ] [sig       ] [261/1690] Completed BNH in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:28.480268] [INFO ] [sig       ] [262/1690] Forecasting BNJ...
[2025-10-10T00:29:28.480336] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-10-10T00:29:28.480420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-10-10T00:29:28.488664] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BNJ'.
[2025-10-10T00:29:28.488945] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-10-10T00:29:28.518269] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:28.519419] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-10-10T00:29:28.519499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:28.519575] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:28.519671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:28.519775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:28.541516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:28.542166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:28.542275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:28.542345] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:28.578245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:28.578451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:28.578502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:28.578538] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:28.582202] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-10-10T00:29:28.582509] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-10-10T00:29:28.582689] [INFO ] [sig       ] BNJ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:28.734440] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BNJ.txt
[2025-10-10T00:29:28.734761] [INFO ] [sig       ] [262/1690] Completed BNJ in 0.3s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:28.734842] [INFO ] [sig       ] [263/1690] Forecasting BNL...
[2025-10-10T00:29:28.734912] [INFO ] [sig       ] Generating forecast for: BNL
[2025-10-10T00:29:28.734981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-10-10T00:29:28.744017] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BNL'.
[2025-10-10T00:29:28.744373] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-10-10T00:29:28.771357] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:28.772240] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-10-10T00:29:28.772321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:28.772418] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:28.772503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:28.772676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:28.792249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:28.793075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:28.793185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:28.793269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:28.829425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:28.829555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:28.829604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:28.829677] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:28.832983] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=26.61%)
[2025-10-10T00:29:28.833276] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-10-10T00:29:28.833418] [INFO ] [sig       ] BNL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:28.987912] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BNL.txt
[2025-10-10T00:29:28.988178] [INFO ] [sig       ] [263/1690] Completed BNL in 0.3s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:28.988296] [INFO ] [sig       ] [264/1690] Forecasting BNS...
[2025-10-10T00:29:28.988379] [INFO ] [sig       ] Generating forecast for: BNS
[2025-10-10T00:29:28.988467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-10-10T00:29:28.997243] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BNS'.
[2025-10-10T00:29:28.997571] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-10-10T00:29:29.023341] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:29.024119] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-10-10T00:29:29.024198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:29.024269] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:29.024337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:29.024436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:29.042619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:29.043260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:29.043371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:29.043442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:29.082298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:29.082515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:29.082572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:29.082609] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:29.086329] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-10-10T00:29:29.086711] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-10-10T00:29:29.086877] [INFO ] [sig       ] BNS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:29.239717] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BNS.txt
[2025-10-10T00:29:29.240005] [INFO ] [sig       ] [264/1690] Completed BNS in 0.3s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:29.240103] [INFO ] [sig       ] [265/1690] Forecasting BNT...
[2025-10-10T00:29:29.240173] [INFO ] [sig       ] Generating forecast for: BNT
[2025-10-10T00:29:29.240245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'.
[2025-10-10T00:29:29.248579] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'BNT'.
[2025-10-10T00:29:29.248928] [INFO ] [FORECASTER] Starting predict_future for BNT
[2025-10-10T00:29:29.274541] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:29.275300] [DEBUG] [LOCAL     ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt
[2025-10-10T00:29:29.275378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:29.275449] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:29.275517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:29.275617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:29.292587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:29.293186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:29.293293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:29.293362] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:29.327443] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:29.327555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:29.327596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:29.327629] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:29.330934] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-10-10T00:29:29.331212] [INFO ] [FORECASTER] Completed predict_future for BNT
[2025-10-10T00:29:29.331343] [INFO ] [sig       ] BNT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:29.475844] [INFO ] [LOCAL     ] Saved forecast: BNT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BNT.txt
[2025-10-10T00:29:29.476177] [INFO ] [sig       ] [265/1690] Completed BNT in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:29.476262] [INFO ] [sig       ] [266/1690] Forecasting BOC...
[2025-10-10T00:29:29.476332] [INFO ] [sig       ] Generating forecast for: BOC
[2025-10-10T00:29:29.476424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-10-10T00:29:29.485760] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOC'.
[2025-10-10T00:29:29.486203] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-10-10T00:29:29.513197] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:29.514085] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-10-10T00:29:29.514167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:29.514261] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:29.514337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:29.514416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:29.532347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:29.533112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:29.533226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:29.533296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:29.570622] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:29.570843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:29.570895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:29.570929] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:29.575050] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-10-10T00:29:29.575407] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-10-10T00:29:29.575596] [INFO ] [sig       ] BOC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:29.754111] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BOC.txt
[2025-10-10T00:29:29.754421] [INFO ] [sig       ] [266/1690] Completed BOC in 0.3s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:29.754519] [INFO ] [sig       ] [267/1690] Forecasting BOE...
[2025-10-10T00:29:29.754587] [INFO ] [sig       ] Generating forecast for: BOE
[2025-10-10T00:29:29.754683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-10-10T00:29:29.763727] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOE'.
[2025-10-10T00:29:29.764086] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-10-10T00:29:29.789385] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:29.790248] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-10-10T00:29:29.790328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:29.790399] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:29.790467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:29.790572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:29.808371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:29.809090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:29.809205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:29.809253] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:29.841580] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:29.841809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:29.841868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:29.841903] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:29.845380] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-10-10T00:29:29.845742] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-10-10T00:29:29.845907] [INFO ] [sig       ] BOE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:29.990914] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BOE.txt
[2025-10-10T00:29:29.991191] [INFO ] [sig       ] [267/1690] Completed BOE in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:29.991306] [INFO ] [sig       ] [268/1690] Forecasting BOH...
[2025-10-10T00:29:29.991376] [INFO ] [sig       ] Generating forecast for: BOH
[2025-10-10T00:29:29.991448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-10-10T00:29:30.000104] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOH'.
[2025-10-10T00:29:30.000451] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-10-10T00:29:30.025462] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:30.026248] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-10-10T00:29:30.026327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:30.026414] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:30.026484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:30.026584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:30.044200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:30.044840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:30.044947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:30.045018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:30.083555] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:30.083720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:30.083785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:30.083822] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:30.087335] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-10-10T00:29:30.087665] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-10-10T00:29:30.087832] [INFO ] [sig       ] BOH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:30.345485] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BOH.txt
[2025-10-10T00:29:30.345815] [INFO ] [sig       ] [268/1690] Completed BOH in 0.4s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:30.345895] [INFO ] [sig       ] [269/1690] Forecasting BOND...
[2025-10-10T00:29:30.345963] [INFO ] [sig       ] Generating forecast for: BOND
[2025-10-10T00:29:30.346033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-10-10T00:29:30.354421] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOND'.
[2025-10-10T00:29:30.354749] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-10-10T00:29:30.380040] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:30.380828] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-10-10T00:29:30.380907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:30.380978] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:30.381047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:30.381144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:30.398428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:30.399059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:30.399166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:30.399237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:30.429925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:30.430041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:30.430082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:30.430116] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:30.433270] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-10-10T00:29:30.433551] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-10-10T00:29:30.433719] [INFO ] [sig       ] BOND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:30.576665] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BOND.txt
[2025-10-10T00:29:30.576896] [INFO ] [sig       ] [269/1690] Completed BOND in 0.2s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:30.576992] [INFO ] [sig       ] [270/1690] Forecasting BOOT...
[2025-10-10T00:29:30.577058] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-10-10T00:29:30.577130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-10-10T00:29:30.585678] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOOT'.
[2025-10-10T00:29:30.586019] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-10-10T00:29:30.611237] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:30.612051] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-10-10T00:29:30.612129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:30.612216] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:30.612297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:30.612410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:30.630027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:30.630624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:30.630749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:30.630831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:30.660260] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:30.660376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:30.660419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:30.660453] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:30.663707] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-10-10T00:29:30.663994] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-10-10T00:29:30.664135] [INFO ] [sig       ] BOOT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:30.808286] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BOOT.txt
[2025-10-10T00:29:30.808597] [INFO ] [sig       ] [270/1690] Completed BOOT in 0.2s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:30.808734] [INFO ] [sig       ] [271/1690] Forecasting BORR...
[2025-10-10T00:29:30.808825] [INFO ] [sig       ] Generating forecast for: BORR
[2025-10-10T00:29:30.808911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-10-10T00:29:30.817350] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BORR'.
[2025-10-10T00:29:30.817699] [INFO ] [FORECASTER] Starting predict_future for BORR
[2025-10-10T00:29:30.843609] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:30.844458] [DEBUG] [LOCAL     ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt
[2025-10-10T00:29:30.844537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:30.844629] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:30.844750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:30.844891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:30.865336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:30.866049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:30.866177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:30.866268] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:30.898078] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:30.898291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:30.898343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:30.898382] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:30.902512] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-10-10T00:29:30.902903] [INFO ] [FORECASTER] Completed predict_future for BORR
[2025-10-10T00:29:30.903066] [INFO ] [sig       ] BORR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:31.049891] [INFO ] [LOCAL     ] Saved forecast: BORR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BORR.txt
[2025-10-10T00:29:31.050129] [INFO ] [sig       ] [271/1690] Completed BORR in 0.2s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:31.050238] [INFO ] [sig       ] [272/1690] Forecasting BOW...
[2025-10-10T00:29:31.050335] [INFO ] [sig       ] Generating forecast for: BOW
[2025-10-10T00:29:31.050434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'.
[2025-10-10T00:29:31.058863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOW'.
[2025-10-10T00:29:31.059232] [INFO ] [FORECASTER] Starting predict_future for BOW
[2025-10-10T00:29:31.084988] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:31.085771] [DEBUG] [LOCAL     ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt
[2025-10-10T00:29:31.085850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:31.085921] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:31.085988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:31.086085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:31.104905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:31.105570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:31.105712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:31.105782] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:31.136327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:31.136449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:31.136495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:31.136533] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:31.140431] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-10-10T00:29:31.140810] [INFO ] [FORECASTER] Completed predict_future for BOW
[2025-10-10T00:29:31.140974] [INFO ] [sig       ] BOW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:31.290107] [INFO ] [LOCAL     ] Saved forecast: BOW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BOW.txt
[2025-10-10T00:29:31.290349] [INFO ] [sig       ] [272/1690] Completed BOW in 0.2s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:31.290487] [INFO ] [sig       ] [273/1690] Forecasting BOX...
[2025-10-10T00:29:31.290570] [INFO ] [sig       ] Generating forecast for: BOX
[2025-10-10T00:29:31.290674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-10-10T00:29:31.299375] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BOX'.
[2025-10-10T00:29:31.299744] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-10-10T00:29:31.325609] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:31.326456] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-10-10T00:29:31.326550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:31.326692] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:31.326802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:31.326944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:31.344347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:31.345094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:31.345223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:31.345315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:31.385117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:31.385268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:31.385314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:31.385351] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:31.389065] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-10-10T00:29:31.389363] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-10-10T00:29:31.389513] [INFO ] [sig       ] BOX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:31.532832] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BOX.txt
[2025-10-10T00:29:31.533071] [INFO ] [sig       ] [273/1690] Completed BOX in 0.2s | 4.01 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:31.533149] [INFO ] [sig       ] [274/1690] Forecasting BP...
[2025-10-10T00:29:31.533243] [INFO ] [sig       ] Generating forecast for: BP
[2025-10-10T00:29:31.533314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-10-10T00:29:31.541951] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BP'.
[2025-10-10T00:29:31.542265] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-10-10T00:29:31.567421] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:31.568213] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-10-10T00:29:31.568292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:31.568363] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:31.568430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:31.568531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:31.585676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:31.586256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:31.586361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:31.586430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:31.616486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:31.616595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:31.616637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:31.616720] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:31.619888] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-10-10T00:29:31.620166] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-10-10T00:29:31.620306] [INFO ] [sig       ] BP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:31.763839] [INFO ] [LOCAL     ] Saved forecast: BP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BP.txt
[2025-10-10T00:29:31.764115] [INFO ] [sig       ] [274/1690] Completed BP in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:31.764193] [INFO ] [sig       ] [275/1690] Forecasting BRBR...
[2025-10-10T00:29:31.764281] [INFO ] [sig       ] Generating forecast for: BRBR
[2025-10-10T00:29:31.764355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'.
[2025-10-10T00:29:31.772852] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BRBR'.
[2025-10-10T00:29:31.773167] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-10-10T00:29:31.798500] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:31.799344] [DEBUG] [LOCAL     ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt
[2025-10-10T00:29:31.799426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:31.799501] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:31.799586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:31.799722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:31.816833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:31.817447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:31.817557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:31.817627] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:31.848066] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:31.848176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:31.848217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:31.848250] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:31.851328] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-10-10T00:29:31.851605] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-10-10T00:29:31.851781] [INFO ] [sig       ] BRBR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:31.995488] [INFO ] [LOCAL     ] Saved forecast: BRBR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BRBR.txt
[2025-10-10T00:29:31.995825] [INFO ] [sig       ] [275/1690] Completed BRBR in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:31.995908] [INFO ] [sig       ] [276/1690] Forecasting BROS...
[2025-10-10T00:29:31.995978] [INFO ] [sig       ] Generating forecast for: BROS
[2025-10-10T00:29:31.996050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-10-10T00:29:32.005423] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BROS'.
[2025-10-10T00:29:32.005846] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-10-10T00:29:32.031482] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:32.032306] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-10-10T00:29:32.032388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:32.032462] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:32.032529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:32.032629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:32.050161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:32.050814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:32.050926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:32.050997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:32.087666] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:32.087926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:32.087999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:32.088038] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:32.091927] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-10-10T00:29:32.092270] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-10-10T00:29:32.092423] [INFO ] [sig       ] BROS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:32.237425] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BROS.txt
[2025-10-10T00:29:32.237735] [INFO ] [sig       ] [276/1690] Completed BROS in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:32.237816] [INFO ] [sig       ] [277/1690] Forecasting BRSP...
[2025-10-10T00:29:32.237907] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-10-10T00:29:32.238003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-10-10T00:29:32.246582] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BRSP'.
[2025-10-10T00:29:32.246942] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-10-10T00:29:32.272354] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:32.273180] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-10-10T00:29:32.273260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:32.273332] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:32.273412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:32.273556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:32.291062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:32.291747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:32.291859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:32.291946] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:32.328894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:32.329030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:32.329074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:32.329108] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:32.332623] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-10-10T00:29:32.332952] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-10-10T00:29:32.333095] [INFO ] [sig       ] BRSP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:32.474445] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BRSP.txt
[2025-10-10T00:29:32.474786] [INFO ] [sig       ] [277/1690] Completed BRSP in 0.2s | 4.02 sym/s | Total: 1.1m | ETA: 5.9m
[2025-10-10T00:29:32.474869] [INFO ] [sig       ] [278/1690] Forecasting BRT...
[2025-10-10T00:29:32.474952] [INFO ] [sig       ] Generating forecast for: BRT
[2025-10-10T00:29:32.475038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-10-10T00:29:32.484348] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BRT'.
[2025-10-10T00:29:32.484762] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-10-10T00:29:32.510118] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:32.510922] [DEBUG] [LOCAL     ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt
[2025-10-10T00:29:32.511001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:32.511073] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:32.511140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:32.511240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:32.528397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:32.529045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:32.529158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:32.529226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:32.564853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:32.564964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:32.565005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:32.565038] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:32.568258] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-10-10T00:29:32.568545] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-10-10T00:29:32.568727] [INFO ] [sig       ] BRT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:32.711376] [INFO ] [LOCAL     ] Saved forecast: BRT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BRT.txt
[2025-10-10T00:29:32.711739] [INFO ] [sig       ] [278/1690] Completed BRT in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.9m
[2025-10-10T00:29:32.711822] [INFO ] [sig       ] [279/1690] Forecasting BRX...
[2025-10-10T00:29:32.711893] [INFO ] [sig       ] Generating forecast for: BRX
[2025-10-10T00:29:32.711964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-10-10T00:29:32.721234] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BRX'.
[2025-10-10T00:29:32.721543] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-10-10T00:29:32.746921] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:32.747633] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-10-10T00:29:32.747742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:32.747813] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:32.747880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:32.747995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:32.765026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:32.765606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:32.765735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:32.765785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:32.811324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:32.811543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:32.811593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:32.811626] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:32.815321] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-10-10T00:29:32.815625] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-10-10T00:29:32.815824] [INFO ] [sig       ] BRX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:32.957461] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BRX.txt
[2025-10-10T00:29:32.957748] [INFO ] [sig       ] [279/1690] Completed BRX in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.9m
[2025-10-10T00:29:32.957827] [INFO ] [sig       ] [280/1690] Forecasting BSBR...
[2025-10-10T00:29:32.957911] [INFO ] [sig       ] Generating forecast for: BSBR
[2025-10-10T00:29:32.957988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-10-10T00:29:32.967442] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BSBR'.
[2025-10-10T00:29:32.967779] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-10-10T00:29:32.992962] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:32.993724] [DEBUG] [LOCAL     ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt
[2025-10-10T00:29:32.993802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:32.993874] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:32.993943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:32.994041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:33.011193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:33.011811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:33.011917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:33.011986] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:33.048802] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:33.048915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:33.048974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:33.049008] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:33.052135] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-10-10T00:29:33.052415] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-10-10T00:29:33.052558] [INFO ] [sig       ] BSBR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:33.193216] [INFO ] [LOCAL     ] Saved forecast: BSBR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BSBR.txt
[2025-10-10T00:29:33.193520] [INFO ] [sig       ] [280/1690] Completed BSBR in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:33.193605] [INFO ] [sig       ] [281/1690] Forecasting BSL...
[2025-10-10T00:29:33.193698] [INFO ] [sig       ] Generating forecast for: BSL
[2025-10-10T00:29:33.193770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-10-10T00:29:33.203130] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BSL'.
[2025-10-10T00:29:33.203446] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-10-10T00:29:33.228430] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:33.229182] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-10-10T00:29:33.229260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:33.229331] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:33.229399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:33.229499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:33.246390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:33.247018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:33.247128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:33.247198] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:33.285561] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:33.285687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:33.285751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:33.285786] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:33.288944] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-10-10T00:29:33.289221] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-10-10T00:29:33.289364] [INFO ] [sig       ] BSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:33.430504] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BSL.txt
[2025-10-10T00:29:33.430826] [INFO ] [sig       ] [281/1690] Completed BSL in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:33.430905] [INFO ] [sig       ] [282/1690] Forecasting BST...
[2025-10-10T00:29:33.430975] [INFO ] [sig       ] Generating forecast for: BST
[2025-10-10T00:29:33.431045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'.
[2025-10-10T00:29:33.441139] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BST'.
[2025-10-10T00:29:33.441576] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-10-10T00:29:33.467501] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:33.468383] [DEBUG] [LOCAL     ] No optimal features file found for BST: ./output/feature-sets/BST.txt
[2025-10-10T00:29:33.468482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:33.468578] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:33.468719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:33.468860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:33.485963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:33.486604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:33.486747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:33.486839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:33.528634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:33.528815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:33.528861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:33.528894] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:33.532336] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-10-10T00:29:33.532637] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-10-10T00:29:33.532863] [INFO ] [sig       ] BST: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:33.674231] [INFO ] [LOCAL     ] Saved forecast: BST	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BST.txt
[2025-10-10T00:29:33.674548] [INFO ] [sig       ] [282/1690] Completed BST in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:33.674629] [INFO ] [sig       ] [283/1690] Forecasting BSX...
[2025-10-10T00:29:33.674721] [INFO ] [sig       ] Generating forecast for: BSX
[2025-10-10T00:29:33.674797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-10-10T00:29:33.684217] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BSX'.
[2025-10-10T00:29:33.684536] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-10-10T00:29:33.710021] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:33.710810] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-10-10T00:29:33.710890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:33.710961] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:33.711028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:33.711126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:33.728122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:33.728770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:33.728877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:33.728947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:33.769430] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:33.769593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:33.769661] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:33.769728] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:33.773229] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-10-10T00:29:33.773526] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-10-10T00:29:33.773699] [INFO ] [sig       ] BSX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:33.918199] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BSX.txt
[2025-10-10T00:29:33.918527] [INFO ] [sig       ] [283/1690] Completed BSX in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:33.918610] [INFO ] [sig       ] [284/1690] Forecasting BTA...
[2025-10-10T00:29:33.918703] [INFO ] [sig       ] Generating forecast for: BTA
[2025-10-10T00:29:33.918779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-10-10T00:29:33.927309] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BTA'.
[2025-10-10T00:29:33.927697] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-10-10T00:29:33.953255] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:33.954068] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-10-10T00:29:33.954148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:33.954220] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:33.954301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:33.954416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:33.971781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:33.972426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:33.972536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:33.972616] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:34.007494] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:34.007619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:34.007694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:34.007750] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:34.011022] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-10-10T00:29:34.011313] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-10-10T00:29:34.011457] [INFO ] [sig       ] BTA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:34.156560] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BTA.txt
[2025-10-10T00:29:34.156938] [INFO ] [sig       ] [284/1690] Completed BTA in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:34.157022] [INFO ] [sig       ] [285/1690] Forecasting BTCM...
[2025-10-10T00:29:34.157111] [INFO ] [sig       ] Generating forecast for: BTCM
[2025-10-10T00:29:34.157188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'.
[2025-10-10T00:29:34.166382] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'BTCM'.
[2025-10-10T00:29:34.166849] [INFO ] [FORECASTER] Starting predict_future for BTCM
[2025-10-10T00:29:34.193035] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:34.193955] [DEBUG] [LOCAL     ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt
[2025-10-10T00:29:34.194035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:34.194108] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:34.194177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:34.194277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:34.211756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:34.212714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:34.212831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:34.212901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:34.249851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:34.250074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:34.250123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:34.250157] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:34.253825] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-10-10T00:29:34.254176] [INFO ] [FORECASTER] Completed predict_future for BTCM
[2025-10-10T00:29:34.254328] [INFO ] [sig       ] BTCM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:34.395333] [INFO ] [LOCAL     ] Saved forecast: BTCM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BTCM.txt
[2025-10-10T00:29:34.395692] [INFO ] [sig       ] [285/1690] Completed BTCM in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:34.395774] [INFO ] [sig       ] [286/1690] Forecasting BTI...
[2025-10-10T00:29:34.395845] [INFO ] [sig       ] Generating forecast for: BTI
[2025-10-10T00:29:34.395917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-10-10T00:29:34.404729] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BTI'.
[2025-10-10T00:29:34.405034] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-10-10T00:29:34.430305] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:34.431081] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-10-10T00:29:34.431160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:34.431232] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:34.431301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:34.431401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:34.448397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:34.449014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:34.449120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:34.449190] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:34.491497] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:34.491628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:34.491710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:34.491762] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:34.494976] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-10-10T00:29:34.495262] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-10-10T00:29:34.495409] [INFO ] [sig       ] BTI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:34.639929] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BTI.txt
[2025-10-10T00:29:34.640197] [INFO ] [sig       ] [286/1690] Completed BTI in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:34.640303] [INFO ] [sig       ] [287/1690] Forecasting BTO...
[2025-10-10T00:29:34.640355] [INFO ] [sig       ] Generating forecast for: BTO
[2025-10-10T00:29:34.640422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'.
[2025-10-10T00:29:34.649431] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BTO'.
[2025-10-10T00:29:34.649770] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-10-10T00:29:34.675035] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:34.675785] [DEBUG] [LOCAL     ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt
[2025-10-10T00:29:34.675863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:34.675937] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:34.676007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:34.676108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:34.693238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:34.693894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:34.694002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:34.694073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:34.736637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:34.736774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:34.736836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:34.736870] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:34.740125] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-10-10T00:29:34.740414] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-10-10T00:29:34.740560] [INFO ] [sig       ] BTO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:34.887321] [INFO ] [LOCAL     ] Saved forecast: BTO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BTO.txt
[2025-10-10T00:29:34.887602] [INFO ] [sig       ] [287/1690] Completed BTO in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:34.887721] [INFO ] [sig       ] [288/1690] Forecasting BTT...
[2025-10-10T00:29:34.887772] [INFO ] [sig       ] Generating forecast for: BTT
[2025-10-10T00:29:34.887836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'.
[2025-10-10T00:29:34.897536] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BTT'.
[2025-10-10T00:29:34.897980] [INFO ] [FORECASTER] Starting predict_future for BTT
[2025-10-10T00:29:34.923421] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:34.924204] [DEBUG] [LOCAL     ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt
[2025-10-10T00:29:34.924285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:34.924359] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:34.924429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:34.924530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:34.941552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:34.942170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:34.942283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:34.942354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:34.982164] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:34.982294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:34.982336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:34.982368] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:34.985635] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-10-10T00:29:34.985959] [INFO ] [FORECASTER] Completed predict_future for BTT
[2025-10-10T00:29:34.986104] [INFO ] [sig       ] BTT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:35.127426] [INFO ] [LOCAL     ] Saved forecast: BTT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BTT.txt
[2025-10-10T00:29:35.127763] [INFO ] [sig       ] [288/1690] Completed BTT in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:35.127846] [INFO ] [sig       ] [289/1690] Forecasting BTZ...
[2025-10-10T00:29:35.127929] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-10-10T00:29:35.128001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-10-10T00:29:35.137863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BTZ'.
[2025-10-10T00:29:35.138269] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-10-10T00:29:35.163590] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:35.164347] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-10-10T00:29:35.164428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:35.164501] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:35.164572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:35.164712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:35.182004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:35.182585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:35.182718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:35.182790] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:35.223556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:35.223813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:35.223895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:35.223943] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:35.227861] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-10-10T00:29:35.228217] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-10-10T00:29:35.228383] [INFO ] [sig       ] BTZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:35.372170] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BTZ.txt
[2025-10-10T00:29:35.372412] [INFO ] [sig       ] [289/1690] Completed BTZ in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:35.372512] [INFO ] [sig       ] [290/1690] Forecasting BUD...
[2025-10-10T00:29:35.372585] [INFO ] [sig       ] Generating forecast for: BUD
[2025-10-10T00:29:35.372685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-10-10T00:29:35.382501] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BUD'.
[2025-10-10T00:29:35.382921] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-10-10T00:29:35.415063] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:35.415977] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-10-10T00:29:35.416083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:35.416189] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:35.416284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:35.416392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:35.438468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:35.439139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:35.439266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:35.439338] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:35.484896] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:35.485058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:35.485107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:35.485142] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:35.488816] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-10-10T00:29:35.489121] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-10-10T00:29:35.489281] [INFO ] [sig       ] BUD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:35.633520] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BUD.txt
[2025-10-10T00:29:35.633865] [INFO ] [sig       ] [290/1690] Completed BUD in 0.3s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:35.633939] [INFO ] [sig       ] [291/1690] Forecasting BUI...
[2025-10-10T00:29:35.634006] [INFO ] [sig       ] Generating forecast for: BUI
[2025-10-10T00:29:35.634080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-10-10T00:29:35.643698] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BUI'.
[2025-10-10T00:29:35.644088] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-10-10T00:29:35.669749] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:35.670519] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-10-10T00:29:35.670600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:35.670695] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:35.670770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:35.670870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:35.687953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:35.688588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:35.688732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:35.688805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:35.729681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:35.729823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:35.729866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:35.729897] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:35.733047] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-10-10T00:29:35.733329] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-10-10T00:29:35.733485] [INFO ] [sig       ] BUI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:35.876024] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BUI.txt
[2025-10-10T00:29:35.876326] [INFO ] [sig       ] [291/1690] Completed BUI in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:35.876407] [INFO ] [sig       ] [292/1690] Forecasting BUR...
[2025-10-10T00:29:35.876477] [INFO ] [sig       ] Generating forecast for: BUR
[2025-10-10T00:29:35.876549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-10-10T00:29:35.886176] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BUR'.
[2025-10-10T00:29:35.886513] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-10-10T00:29:35.912009] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:35.912748] [DEBUG] [LOCAL     ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt
[2025-10-10T00:29:35.912828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:35.912902] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:35.912973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:35.913075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:35.930173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:35.930792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:35.930901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:35.930973] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:35.973855] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:35.973951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:35.973991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:35.974023] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:35.977060] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-10-10T00:29:35.977411] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-10-10T00:29:35.977571] [INFO ] [sig       ] BUR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:36.118318] [INFO ] [LOCAL     ] Saved forecast: BUR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BUR.txt
[2025-10-10T00:29:36.118556] [INFO ] [sig       ] [292/1690] Completed BUR in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:36.118691] [INFO ] [sig       ] [293/1690] Forecasting BURL...
[2025-10-10T00:29:36.118762] [INFO ] [sig       ] Generating forecast for: BURL
[2025-10-10T00:29:36.118833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-10-10T00:29:36.128547] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BURL'.
[2025-10-10T00:29:36.129061] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-10-10T00:29:36.154600] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:36.155379] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-10-10T00:29:36.155466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:36.155565] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:36.155686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:36.155826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:36.173438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:36.174094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:36.174222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:36.174312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:36.216661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:36.216790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:36.216837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:36.216874] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:36.220231] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-10-10T00:29:36.220512] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-10-10T00:29:36.220672] [INFO ] [sig       ] BURL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:36.364048] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BURL.txt
[2025-10-10T00:29:36.364365] [INFO ] [sig       ] [293/1690] Completed BURL in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:36.364448] [INFO ] [sig       ] [294/1690] Forecasting BUXX...
[2025-10-10T00:29:36.364514] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-10-10T00:29:36.364584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-10-10T00:29:36.374164] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BUXX'.
[2025-10-10T00:29:36.374544] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-10-10T00:29:36.400490] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:36.401230] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-10-10T00:29:36.401310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:36.401382] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:36.401449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:36.401550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:36.418813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:36.419472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:36.419587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:36.419681] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:36.452002] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:36.452110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:36.452151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:36.452204] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:36.455302] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-10-10T00:29:36.455581] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-10-10T00:29:36.455758] [INFO ] [sig       ] BUXX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:36.620936] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BUXX.txt
[2025-10-10T00:29:36.621312] [INFO ] [sig       ] [294/1690] Completed BUXX in 0.3s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:36.621408] [INFO ] [sig       ] [295/1690] Forecasting BV...
[2025-10-10T00:29:36.621490] [INFO ] [sig       ] Generating forecast for: BV
[2025-10-10T00:29:36.621573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'.
[2025-10-10T00:29:36.631937] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BV'.
[2025-10-10T00:29:36.632242] [INFO ] [FORECASTER] Starting predict_future for BV
[2025-10-10T00:29:36.660739] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:36.661682] [DEBUG] [LOCAL     ] No optimal features file found for BV: ./output/feature-sets/BV.txt
[2025-10-10T00:29:36.661790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:36.661889] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:36.661961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:36.662063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:36.682011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:36.682624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:36.682753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:36.682830] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:36.726558] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:36.726779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:36.726854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:36.726920] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:36.730932] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-10-10T00:29:36.731248] [INFO ] [FORECASTER] Completed predict_future for BV
[2025-10-10T00:29:36.731396] [INFO ] [sig       ] BV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:36.898872] [INFO ] [LOCAL     ] Saved forecast: BV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BV.txt
[2025-10-10T00:29:36.899181] [INFO ] [sig       ] [295/1690] Completed BV in 0.3s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:36.899284] [INFO ] [sig       ] [296/1690] Forecasting BVN...
[2025-10-10T00:29:36.899371] [INFO ] [sig       ] Generating forecast for: BVN
[2025-10-10T00:29:36.899457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-10-10T00:29:36.908902] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BVN'.
[2025-10-10T00:29:36.909223] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-10-10T00:29:36.936757] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:36.937509] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-10-10T00:29:36.937589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:36.937686] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:36.937757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:36.937864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:36.958602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:36.959334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:36.959451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:36.959524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:37.007076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:37.007247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:37.007292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:37.007326] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:37.011884] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-10-10T00:29:37.012277] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-10-10T00:29:37.012477] [INFO ] [sig       ] BVN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:37.164450] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BVN.txt
[2025-10-10T00:29:37.164806] [INFO ] [sig       ] [296/1690] Completed BVN in 0.3s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:37.164889] [INFO ] [sig       ] [297/1690] Forecasting BW...
[2025-10-10T00:29:37.164959] [INFO ] [sig       ] Generating forecast for: BW
[2025-10-10T00:29:37.165031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'.
[2025-10-10T00:29:37.174397] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BW'.
[2025-10-10T00:29:37.174795] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-10-10T00:29:37.201390] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:37.202189] [DEBUG] [LOCAL     ] No optimal features file found for BW: ./output/feature-sets/BW.txt
[2025-10-10T00:29:37.202268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:37.202339] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:37.202408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:37.202508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:37.219738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:37.220338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:37.220448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:37.220518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:37.261752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:37.261904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:37.261947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:37.261979] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:37.265313] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-10-10T00:29:37.265602] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-10-10T00:29:37.265786] [INFO ] [sig       ] BW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:37.413690] [INFO ] [LOCAL     ] Saved forecast: BW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BW.txt
[2025-10-10T00:29:37.414038] [INFO ] [sig       ] [297/1690] Completed BW in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:37.414122] [INFO ] [sig       ] [298/1690] Forecasting BWA...
[2025-10-10T00:29:37.414194] [INFO ] [sig       ] Generating forecast for: BWA
[2025-10-10T00:29:37.414265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-10-10T00:29:37.423006] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWA'.
[2025-10-10T00:29:37.423421] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-10-10T00:29:37.449067] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:37.449910] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-10-10T00:29:37.450014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:37.450095] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:37.450176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:37.450295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:37.468736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:37.469529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:37.469663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:37.469737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:37.508666] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:37.508903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:37.508962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:37.508999] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:37.512698] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-10-10T00:29:37.513013] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-10-10T00:29:37.513173] [INFO ] [sig       ] BWA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:37.660621] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BWA.txt
[2025-10-10T00:29:37.660976] [INFO ] [sig       ] [298/1690] Completed BWA in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:37.661058] [INFO ] [sig       ] [299/1690] Forecasting BWLP...
[2025-10-10T00:29:37.661127] [INFO ] [sig       ] Generating forecast for: BWLP
[2025-10-10T00:29:37.661198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'.
[2025-10-10T00:29:37.670195] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWLP'.
[2025-10-10T00:29:37.670496] [INFO ] [FORECASTER] Starting predict_future for BWLP
[2025-10-10T00:29:37.696992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:37.697948] [DEBUG] [LOCAL     ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt
[2025-10-10T00:29:37.698033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:37.698107] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:37.698177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:37.698279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:37.715909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:37.716688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:37.716840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:37.716908] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:37.752681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:37.752908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:37.752958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:37.752992] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:37.756631] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-10-10T00:29:37.756958] [INFO ] [FORECASTER] Completed predict_future for BWLP
[2025-10-10T00:29:37.757107] [INFO ] [sig       ] BWLP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:37.904365] [INFO ] [LOCAL     ] Saved forecast: BWLP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BWLP.txt
[2025-10-10T00:29:37.904735] [INFO ] [sig       ] [299/1690] Completed BWLP in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:37.904851] [INFO ] [sig       ] [300/1690] Forecasting BWMX...
[2025-10-10T00:29:37.904924] [INFO ] [sig       ] Generating forecast for: BWMX
[2025-10-10T00:29:37.904997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'.
[2025-10-10T00:29:37.914072] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWMX'.
[2025-10-10T00:29:37.914336] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-10-10T00:29:37.939394] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:37.940149] [DEBUG] [LOCAL     ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt
[2025-10-10T00:29:37.940230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:37.940302] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:37.940370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:37.940470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:37.957604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:37.958236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:37.958343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:37.958412] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:37.992413] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:37.992507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:37.992547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:37.992580] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:37.995711] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-10-10T00:29:37.995986] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-10-10T00:29:37.996135] [INFO ] [sig       ] BWMX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:38.137518] [INFO ] [LOCAL     ] Saved forecast: BWMX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BWMX.txt
[2025-10-10T00:29:38.137801] [INFO ] [sig       ] [300/1690] Completed BWMX in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:38.137884] [INFO ] [sig       ] [301/1690] Forecasting BWNB...
[2025-10-10T00:29:38.137970] [INFO ] [sig       ] Generating forecast for: BWNB
[2025-10-10T00:29:38.138043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'.
[2025-10-10T00:29:38.146088] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWNB'.
[2025-10-10T00:29:38.146364] [INFO ] [FORECASTER] Starting predict_future for BWNB
[2025-10-10T00:29:38.171550] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:38.172277] [DEBUG] [LOCAL     ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt
[2025-10-10T00:29:38.172355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:38.172426] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:38.172495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:38.172593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:38.189665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:38.190242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:38.190351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:38.190420] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:38.225725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:38.225842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:38.225883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:38.225931] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:38.228967] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-10-10T00:29:38.229242] [INFO ] [FORECASTER] Completed predict_future for BWNB
[2025-10-10T00:29:38.229388] [INFO ] [sig       ] BWNB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:38.371605] [INFO ] [LOCAL     ] Saved forecast: BWNB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BWNB.txt
[2025-10-10T00:29:38.371898] [INFO ] [sig       ] [301/1690] Completed BWNB in 0.2s | 4.02 sym/s | Total: 1.2m | ETA: 5.8m
[2025-10-10T00:29:38.371969] [INFO ] [sig       ] [302/1690] Forecasting BWSN...
[2025-10-10T00:29:38.372034] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-10-10T00:29:38.372105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-10-10T00:29:38.380439] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWSN'.
[2025-10-10T00:29:38.380729] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-10-10T00:29:38.405745] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:38.406435] [DEBUG] [LOCAL     ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt
[2025-10-10T00:29:38.406513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:38.406585] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:38.406676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:38.406778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:38.423997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:38.424562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:38.424688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:38.424762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:38.465197] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:38.465628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:38.465746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:38.465823] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:38.469193] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-10-10T00:29:38.469462] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-10-10T00:29:38.469602] [INFO ] [sig       ] BWSN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:38.612924] [INFO ] [LOCAL     ] Saved forecast: BWSN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BWSN.txt
[2025-10-10T00:29:38.613238] [INFO ] [sig       ] [302/1690] Completed BWSN in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.8m
[2025-10-10T00:29:38.613364] [INFO ] [sig       ] [303/1690] Forecasting BWXT...
[2025-10-10T00:29:38.613443] [INFO ] [sig       ] Generating forecast for: BWXT
[2025-10-10T00:29:38.613516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'.
[2025-10-10T00:29:38.625306] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BWXT'.
[2025-10-10T00:29:38.625885] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-10-10T00:29:38.652893] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:38.653794] [DEBUG] [LOCAL     ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt
[2025-10-10T00:29:38.653877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:38.653952] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:38.654025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:38.654131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:38.671823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:38.672426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:38.672541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:38.672611] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:38.710681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:38.710842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:38.710888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:38.710921] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:38.714325] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-10-10T00:29:38.714625] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-10-10T00:29:38.714827] [INFO ] [sig       ] BWXT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:38.859387] [INFO ] [LOCAL     ] Saved forecast: BWXT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BWXT.txt
[2025-10-10T00:29:38.859766] [INFO ] [sig       ] [303/1690] Completed BWXT in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:38.859850] [INFO ] [sig       ] [304/1690] Forecasting BX...
[2025-10-10T00:29:38.859920] [INFO ] [sig       ] Generating forecast for: BX
[2025-10-10T00:29:38.859992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-10-10T00:29:38.869140] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BX'.
[2025-10-10T00:29:38.869461] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-10-10T00:29:38.895831] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:38.896728] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-10-10T00:29:38.896811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:38.896885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:38.896956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:38.897059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:38.914896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:38.915548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:38.915691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:38.915767] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:38.952499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:38.952682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:38.952751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:38.952788] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:38.956250] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-10-10T00:29:38.956554] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-10-10T00:29:38.956735] [INFO ] [sig       ] BX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:39.101475] [INFO ] [LOCAL     ] Saved forecast: BX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BX.txt
[2025-10-10T00:29:39.101869] [INFO ] [sig       ] [304/1690] Completed BX in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:39.101951] [INFO ] [sig       ] [305/1690] Forecasting BXC...
[2025-10-10T00:29:39.102083] [INFO ] [sig       ] Generating forecast for: BXC
[2025-10-10T00:29:39.102158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-10-10T00:29:39.111383] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BXC'.
[2025-10-10T00:29:39.111748] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-10-10T00:29:39.137461] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:39.138276] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-10-10T00:29:39.138356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:39.138429] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:39.138499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:39.138601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:39.156152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:39.156799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:39.156917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:39.156988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:39.205801] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:39.206001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:39.206050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:39.206086] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:39.209882] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-10-10T00:29:39.210189] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-10-10T00:29:39.210344] [INFO ] [sig       ] BXC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:39.368518] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BXC.txt
[2025-10-10T00:29:39.368950] [INFO ] [sig       ] [305/1690] Completed BXC in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:39.369054] [INFO ] [sig       ] [306/1690] Forecasting BXMT...
[2025-10-10T00:29:39.369135] [INFO ] [sig       ] Generating forecast for: BXMT
[2025-10-10T00:29:39.369213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'.
[2025-10-10T00:29:39.379240] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BXMT'.
[2025-10-10T00:29:39.379603] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-10-10T00:29:39.405176] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:39.405955] [DEBUG] [LOCAL     ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt
[2025-10-10T00:29:39.406033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:39.406105] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:39.406173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:39.406274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:39.423325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:39.423937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:39.424047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:39.424116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:39.461436] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:39.461535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:39.461576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:39.461608] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:39.464778] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-10-10T00:29:39.465053] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-10-10T00:29:39.465196] [INFO ] [sig       ] BXMT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:39.607792] [INFO ] [LOCAL     ] Saved forecast: BXMT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BXMT.txt
[2025-10-10T00:29:39.608184] [INFO ] [sig       ] [306/1690] Completed BXMT in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:39.608281] [INFO ] [sig       ] [307/1690] Forecasting BXMX...
[2025-10-10T00:29:39.608371] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-10-10T00:29:39.608473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-10-10T00:29:39.619695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BXMX'.
[2025-10-10T00:29:39.620096] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-10-10T00:29:39.646149] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:39.646983] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-10-10T00:29:39.647063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:39.647135] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:39.647219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:39.647395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:39.665148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:39.665871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:39.665984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:39.666069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:39.702921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:39.703091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:39.703136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:39.703169] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:39.706773] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-10-10T00:29:39.707072] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-10-10T00:29:39.707223] [INFO ] [sig       ] BXMX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:39.860308] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BXMX.txt
[2025-10-10T00:29:39.860689] [INFO ] [sig       ] [307/1690] Completed BXMX in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:39.860787] [INFO ] [sig       ] [308/1690] Forecasting BXSL...
[2025-10-10T00:29:39.860860] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-10-10T00:29:39.860996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-10-10T00:29:39.869964] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BXSL'.
[2025-10-10T00:29:39.870323] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-10-10T00:29:39.896558] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:39.897424] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-10-10T00:29:39.897505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:39.897593] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:39.897701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:39.897820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:39.915695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:39.916417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:39.916534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:39.916620] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:39.954600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:39.954843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:39.954898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:39.954955] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:39.959187] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-10-10T00:29:39.959525] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-10-10T00:29:39.959716] [INFO ] [sig       ] BXSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:40.105055] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BXSL.txt
[2025-10-10T00:29:40.105433] [INFO ] [sig       ] [308/1690] Completed BXSL in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:40.105516] [INFO ] [sig       ] [309/1690] Forecasting BY...
[2025-10-10T00:29:40.105586] [INFO ] [sig       ] Generating forecast for: BY
[2025-10-10T00:29:40.105707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'.
[2025-10-10T00:29:40.114414] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BY'.
[2025-10-10T00:29:40.114826] [INFO ] [FORECASTER] Starting predict_future for BY
[2025-10-10T00:29:40.140259] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:40.141082] [DEBUG] [LOCAL     ] No optimal features file found for BY: ./output/feature-sets/BY.txt
[2025-10-10T00:29:40.141161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:40.141246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:40.141331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:40.141446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:40.158543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:40.159244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:40.159360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:40.159445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:40.199247] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:40.199486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:40.199550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:40.199587] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:40.203069] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-10-10T00:29:40.203361] [INFO ] [FORECASTER] Completed predict_future for BY
[2025-10-10T00:29:40.203507] [INFO ] [sig       ] BY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:40.345425] [INFO ] [LOCAL     ] Saved forecast: BY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BY.txt
[2025-10-10T00:29:40.345758] [INFO ] [sig       ] [309/1690] Completed BY in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:40.345840] [INFO ] [sig       ] [310/1690] Forecasting BYD...
[2025-10-10T00:29:40.345910] [INFO ] [sig       ] Generating forecast for: BYD
[2025-10-10T00:29:40.345981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-10-10T00:29:40.356077] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BYD'.
[2025-10-10T00:29:40.356482] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-10-10T00:29:40.382079] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:40.382961] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-10-10T00:29:40.383040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:40.383113] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:40.383196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:40.383370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:40.400598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:40.401326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:40.401445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:40.401527] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:40.438930] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:40.439121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:40.439168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:40.439202] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:40.442957] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-10-10T00:29:40.443268] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-10-10T00:29:40.443412] [INFO ] [sig       ] BYD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:40.585906] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/BYD.txt
[2025-10-10T00:29:40.586282] [INFO ] [sig       ] [310/1690] Completed BYD in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:40.586367] [INFO ] [sig       ] [311/1690] Forecasting BYM...
[2025-10-10T00:29:40.586450] [INFO ] [sig       ] Generating forecast for: BYM
[2025-10-10T00:29:40.586538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-10-10T00:29:40.595406] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BYM'.
[2025-10-10T00:29:40.595739] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-10-10T00:29:40.621125] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:40.621910] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-10-10T00:29:40.621990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:40.622063] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:40.622132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:40.622234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:40.639758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:40.640338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:40.640444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:40.640514] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:40.676695] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:40.676821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:40.676867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:40.676902] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:40.680271] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-10-10T00:29:40.680554] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-10-10T00:29:40.680724] [INFO ] [sig       ] BYM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:40.825236] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BYM.txt
[2025-10-10T00:29:40.825590] [INFO ] [sig       ] [311/1690] Completed BYM in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:40.825696] [INFO ] [sig       ] [312/1690] Forecasting BZH...
[2025-10-10T00:29:40.825769] [INFO ] [sig       ] Generating forecast for: BZH
[2025-10-10T00:29:40.825842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-10-10T00:29:40.834862] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'BZH'.
[2025-10-10T00:29:40.835222] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-10-10T00:29:40.861341] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:40.862208] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-10-10T00:29:40.862287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:40.862361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:40.862430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:40.862545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:40.880100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:40.880800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:40.880911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:40.880995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:40.921828] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:40.922057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:40.922118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:40.922178] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:40.926153] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=43.98%)
[2025-10-10T00:29:40.926453] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-10-10T00:29:40.926619] [INFO ] [sig       ] BZH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:41.069520] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/BZH.txt
[2025-10-10T00:29:41.069898] [INFO ] [sig       ] [312/1690] Completed BZH in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:41.069997] [INFO ] [sig       ] [313/1690] Forecasting C...
[2025-10-10T00:29:41.070070] [INFO ] [sig       ] Generating forecast for: C
[2025-10-10T00:29:41.070168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-10-10T00:29:41.079242] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'C'.
[2025-10-10T00:29:41.079576] [INFO ] [FORECASTER] Starting predict_future for C
[2025-10-10T00:29:41.104989] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:41.105821] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-10-10T00:29:41.105901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:41.105988] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:41.106072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:41.106188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:41.123587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:41.124308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:41.124429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:41.124516] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:41.163546] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:41.163703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:41.163768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:41.163807] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:41.167100] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-10-10T00:29:41.167391] [INFO ] [FORECASTER] Completed predict_future for C
[2025-10-10T00:29:41.167535] [INFO ] [sig       ] C: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:41.309969] [INFO ] [LOCAL     ] Saved forecast: C	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/C.txt
[2025-10-10T00:29:41.310282] [INFO ] [sig       ] [313/1690] Completed C in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:41.310365] [INFO ] [sig       ] [314/1690] Forecasting CAAP...
[2025-10-10T00:29:41.310457] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-10-10T00:29:41.310542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-10-10T00:29:41.318982] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAAP'.
[2025-10-10T00:29:41.319289] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-10-10T00:29:41.344453] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:41.345278] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-10-10T00:29:41.345358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:41.345444] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:41.345526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:41.345673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:41.362763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:41.363368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:41.363475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:41.363558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:41.400993] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:41.401110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:41.401152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:41.401185] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:41.404360] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-10-10T00:29:41.404664] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-10-10T00:29:41.404902] [INFO ] [sig       ] CAAP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:41.547680] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CAAP.txt
[2025-10-10T00:29:41.548023] [INFO ] [sig       ] [314/1690] Completed CAAP in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:41.548132] [INFO ] [sig       ] [315/1690] Forecasting CABO...
[2025-10-10T00:29:41.548205] [INFO ] [sig       ] Generating forecast for: CABO
[2025-10-10T00:29:41.548278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-10-10T00:29:41.557964] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CABO'.
[2025-10-10T00:29:41.558362] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-10-10T00:29:41.584396] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:41.585189] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-10-10T00:29:41.585271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:41.585346] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:41.585416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:41.585517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:41.603216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:41.603845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:41.603958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:41.604030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:41.641572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:41.641701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:41.641763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:41.641800] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:41.644992] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=19.67%)
[2025-10-10T00:29:41.645274] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-10-10T00:29:41.645422] [INFO ] [sig       ] CABO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:41.797752] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CABO.txt
[2025-10-10T00:29:41.798160] [INFO ] [sig       ] [315/1690] Completed CABO in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:41.798252] [INFO ] [sig       ] [316/1690] Forecasting CACI...
[2025-10-10T00:29:41.798325] [INFO ] [sig       ] Generating forecast for: CACI
[2025-10-10T00:29:41.798425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-10-10T00:29:41.808219] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CACI'.
[2025-10-10T00:29:41.808631] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-10-10T00:29:41.834195] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:41.835048] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-10-10T00:29:41.835126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:41.835199] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:41.835267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:41.835364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:41.857765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:41.859996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:41.860181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:41.860254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:41.898478] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:41.898637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:41.898729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:41.898775] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:41.902232] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-10-10T00:29:41.902577] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-10-10T00:29:41.902800] [INFO ] [sig       ] CACI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:42.049820] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CACI.txt
[2025-10-10T00:29:42.050212] [INFO ] [sig       ] [316/1690] Completed CACI in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:42.050296] [INFO ] [sig       ] [317/1690] Forecasting CADE...
[2025-10-10T00:29:42.050367] [INFO ] [sig       ] Generating forecast for: CADE
[2025-10-10T00:29:42.050438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-10-10T00:29:42.061130] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CADE'.
[2025-10-10T00:29:42.061464] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-10-10T00:29:42.087996] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:42.088850] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-10-10T00:29:42.088930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:42.089002] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:42.089071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:42.089181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:42.106784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:42.107397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:42.107505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:42.107574] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:42.144801] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:42.144929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:42.144971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:42.145003] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:42.148352] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-10-10T00:29:42.148671] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-10-10T00:29:42.148840] [INFO ] [sig       ] CADE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:42.293806] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CADE.txt
[2025-10-10T00:29:42.294116] [INFO ] [sig       ] [317/1690] Completed CADE in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:42.294201] [INFO ] [sig       ] [318/1690] Forecasting CAE...
[2025-10-10T00:29:42.294273] [INFO ] [sig       ] Generating forecast for: CAE
[2025-10-10T00:29:42.294345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-10-10T00:29:42.303946] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAE'.
[2025-10-10T00:29:42.304369] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-10-10T00:29:42.329757] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:42.330494] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-10-10T00:29:42.330573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:42.330670] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:42.330742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:42.330842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:42.347871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:42.348478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:42.348588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:42.348682] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:42.384609] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:42.384770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:42.384819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:42.384852] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:42.388082] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-10-10T00:29:42.388379] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-10-10T00:29:42.388525] [INFO ] [sig       ] CAE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:42.534125] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CAE.txt
[2025-10-10T00:29:42.534449] [INFO ] [sig       ] [318/1690] Completed CAE in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:42.534525] [INFO ] [sig       ] [319/1690] Forecasting CAG...
[2025-10-10T00:29:42.534590] [INFO ] [sig       ] Generating forecast for: CAG
[2025-10-10T00:29:42.534687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-10-10T00:29:42.543607] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAG'.
[2025-10-10T00:29:42.543950] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-10-10T00:29:42.569864] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:42.570837] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-10-10T00:29:42.570921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:42.571008] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:42.571090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:42.571203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:42.588826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:42.589598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:42.589746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:42.589821] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:42.627495] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:42.627740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:42.627808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:42.627845] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:42.631422] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-10-10T00:29:42.631769] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-10-10T00:29:42.631932] [INFO ] [sig       ] CAG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:42.777232] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CAG.txt
[2025-10-10T00:29:42.777509] [INFO ] [sig       ] [319/1690] Completed CAG in 0.2s | 4.03 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:42.777610] [INFO ] [sig       ] [320/1690] Forecasting CAH...
[2025-10-10T00:29:42.777695] [INFO ] [sig       ] Generating forecast for: CAH
[2025-10-10T00:29:42.777773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-10-10T00:29:42.786582] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAH'.
[2025-10-10T00:29:42.786923] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-10-10T00:29:42.813503] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:42.814418] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-10-10T00:29:42.814500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:42.814577] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:42.814673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:42.814779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:42.832461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:42.833090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:42.833198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:42.833269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:42.874744] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:42.874898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:42.874942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:42.874974] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:42.878318] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-10-10T00:29:42.878615] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-10-10T00:29:42.878800] [INFO ] [sig       ] CAH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:43.021344] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CAH.txt
[2025-10-10T00:29:43.021670] [INFO ] [sig       ] [320/1690] Completed CAH in 0.2s | 4.03 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:43.021747] [INFO ] [sig       ] [321/1690] Forecasting CAL...
[2025-10-10T00:29:43.021821] [INFO ] [sig       ] Generating forecast for: CAL
[2025-10-10T00:29:43.021895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-10-10T00:29:43.033187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAL'.
[2025-10-10T00:29:43.033868] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-10-10T00:29:43.060139] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:43.060990] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-10-10T00:29:43.061071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:43.061146] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:43.061234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:43.061420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:43.078445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:43.079086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:43.079204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:43.079292] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:43.120352] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:43.120474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:43.120515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:43.120548] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:43.123798] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2025-10-10T00:29:43.124085] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-10-10T00:29:43.124237] [INFO ] [sig       ] CAL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:43.275217] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CAL.txt
[2025-10-10T00:29:43.275637] [INFO ] [sig       ] [321/1690] Completed CAL in 0.3s | 4.03 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:43.275743] [INFO ] [sig       ] [322/1690] Forecasting CALX...
[2025-10-10T00:29:43.275814] [INFO ] [sig       ] Generating forecast for: CALX
[2025-10-10T00:29:43.275899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-10-10T00:29:43.286401] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CALX'.
[2025-10-10T00:29:43.286867] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-10-10T00:29:43.314486] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:43.315397] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-10-10T00:29:43.315481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:43.315557] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:43.315627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:43.315754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:43.333687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:43.334407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:43.334533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:43.334606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:43.378151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:43.378314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:43.378359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:43.378394] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:43.381946] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=72.51%)
[2025-10-10T00:29:43.382305] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-10-10T00:29:43.382472] [INFO ] [sig       ] CALX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:43.535729] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CALX.txt
[2025-10-10T00:29:43.536092] [INFO ] [sig       ] [322/1690] Completed CALX in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:43.536200] [INFO ] [sig       ] [323/1690] Forecasting CANG...
[2025-10-10T00:29:43.536273] [INFO ] [sig       ] Generating forecast for: CANG
[2025-10-10T00:29:43.536347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'.
[2025-10-10T00:29:43.545801] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CANG'.
[2025-10-10T00:29:43.546094] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-10-10T00:29:43.572389] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:43.573217] [DEBUG] [LOCAL     ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt
[2025-10-10T00:29:43.573298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:43.573373] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:43.573443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:43.573546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:43.591411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:43.592106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:43.592217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:43.592287] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:43.630769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:43.630918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:43.630961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:43.630994] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:43.634467] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-10-10T00:29:43.634817] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-10-10T00:29:43.634982] [INFO ] [sig       ] CANG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:43.787726] [INFO ] [LOCAL     ] Saved forecast: CANG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CANG.txt
[2025-10-10T00:29:43.788080] [INFO ] [sig       ] [323/1690] Completed CANG in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:43.788168] [INFO ] [sig       ] [324/1690] Forecasting CAPL...
[2025-10-10T00:29:43.788242] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-10-10T00:29:43.788318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-10-10T00:29:43.796728] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAPL'.
[2025-10-10T00:29:43.797034] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-10-10T00:29:43.823786] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:43.824575] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-10-10T00:29:43.824681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:43.824758] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:43.824829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:43.824929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:43.842785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:43.843519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:43.843681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:43.843758] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:43.879100] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:43.879295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:43.879341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:43.879375] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:43.882896] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-10-10T00:29:43.883195] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-10-10T00:29:43.883343] [INFO ] [sig       ] CAPL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:44.035736] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CAPL.txt
[2025-10-10T00:29:44.036070] [INFO ] [sig       ] [324/1690] Completed CAPL in 0.2s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:44.036151] [INFO ] [sig       ] [325/1690] Forecasting CARR...
[2025-10-10T00:29:44.036223] [INFO ] [sig       ] Generating forecast for: CARR
[2025-10-10T00:29:44.036370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-10-10T00:29:44.045276] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CARR'.
[2025-10-10T00:29:44.045613] [INFO ] [FORECASTER] Starting predict_future for CARR
[2025-10-10T00:29:44.075926] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:44.076860] [DEBUG] [LOCAL     ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt
[2025-10-10T00:29:44.076941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:44.077019] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:44.077090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:44.077188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:44.094566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:44.095269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:44.095404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:44.095477] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:44.139091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:44.139278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:44.139324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:44.139359] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:44.142974] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-10-10T00:29:44.143282] [INFO ] [FORECASTER] Completed predict_future for CARR
[2025-10-10T00:29:44.143459] [INFO ] [sig       ] CARR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:44.302808] [INFO ] [LOCAL     ] Saved forecast: CARR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CARR.txt
[2025-10-10T00:29:44.303232] [INFO ] [sig       ] [325/1690] Completed CARR in 0.3s | 4.02 sym/s | Total: 1.3m | ETA: 5.7m
[2025-10-10T00:29:44.303315] [INFO ] [sig       ] [326/1690] Forecasting CARS...
[2025-10-10T00:29:44.303388] [INFO ] [sig       ] Generating forecast for: CARS
[2025-10-10T00:29:44.303462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-10-10T00:29:44.315670] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CARS'.
[2025-10-10T00:29:44.316471] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-10-10T00:29:44.350764] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:44.351831] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-10-10T00:29:44.351946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:44.352041] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:44.352140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:44.352264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:44.370871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:44.371869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:44.372033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:44.372126] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:44.419289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:44.419562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:44.419613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:44.419684] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:44.423743] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-10-10T00:29:44.424095] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-10-10T00:29:44.424270] [INFO ] [sig       ] CARS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:44.581231] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CARS.txt
[2025-10-10T00:29:44.581776] [INFO ] [sig       ] [326/1690] Completed CARS in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.7m
[2025-10-10T00:29:44.581862] [INFO ] [sig       ] [327/1690] Forecasting CAT...
[2025-10-10T00:29:44.581936] [INFO ] [sig       ] Generating forecast for: CAT
[2025-10-10T00:29:44.582011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'.
[2025-10-10T00:29:44.592417] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CAT'.
[2025-10-10T00:29:44.592902] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-10-10T00:29:44.633921] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:44.635052] [DEBUG] [LOCAL     ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt
[2025-10-10T00:29:44.635144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:44.635239] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:44.635315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:44.635425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:44.655066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:44.656252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:44.656383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:44.656458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:44.705535] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:44.705768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:44.705845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:44.705887] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:44.709866] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-10-10T00:29:44.710268] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-10-10T00:29:44.710479] [INFO ] [sig       ] CAT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:44.866200] [INFO ] [LOCAL     ] Saved forecast: CAT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CAT.txt
[2025-10-10T00:29:44.866690] [INFO ] [sig       ] [327/1690] Completed CAT in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.7m
[2025-10-10T00:29:44.866779] [INFO ] [sig       ] [328/1690] Forecasting CATO...
[2025-10-10T00:29:44.866875] [INFO ] [sig       ] Generating forecast for: CATO
[2025-10-10T00:29:44.866966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-10-10T00:29:44.876750] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CATO'.
[2025-10-10T00:29:44.877101] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-10-10T00:29:44.903842] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:44.904715] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-10-10T00:29:44.904799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:44.904875] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:44.904961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:44.905081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:44.922673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:44.923318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:44.923467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:44.923544] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:44.966396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:44.966539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:44.966582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:44.966616] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:44.970161] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-10-10T00:29:44.970471] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-10-10T00:29:44.970686] [INFO ] [sig       ] CATO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:45.117803] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CATO.txt
[2025-10-10T00:29:45.118209] [INFO ] [sig       ] [328/1690] Completed CATO in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:45.118296] [INFO ] [sig       ] [329/1690] Forecasting CB...
[2025-10-10T00:29:45.118368] [INFO ] [sig       ] Generating forecast for: CB
[2025-10-10T00:29:45.118531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-10-10T00:29:45.131535] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CB'.
[2025-10-10T00:29:45.132219] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-10-10T00:29:45.159599] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:45.160406] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-10-10T00:29:45.160490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:45.160565] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:45.160636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:45.160767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:45.178021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:45.178618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:45.178757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:45.178827] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:45.223227] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:45.223410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:45.223458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:45.223493] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:45.227292] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-10-10T00:29:45.227671] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-10-10T00:29:45.227856] [INFO ] [sig       ] CB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:45.372494] [INFO ] [LOCAL     ] Saved forecast: CB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CB.txt
[2025-10-10T00:29:45.372892] [INFO ] [sig       ] [329/1690] Completed CB in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:45.372972] [INFO ] [sig       ] [330/1690] Forecasting CBAN...
[2025-10-10T00:29:45.373044] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-10-10T00:29:45.373118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-10-10T00:29:45.382051] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBAN'.
[2025-10-10T00:29:45.382356] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-10-10T00:29:45.408063] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:45.409024] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-10-10T00:29:45.409107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:45.409196] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:45.409268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:45.409369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:45.427219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:45.427860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:45.427998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:45.428073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:45.469577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:45.469817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:45.469878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:45.469914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:45.473634] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-10-10T00:29:45.473996] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-10-10T00:29:45.474166] [INFO ] [sig       ] CBAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:45.619354] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CBAN.txt
[2025-10-10T00:29:45.619758] [INFO ] [sig       ] [330/1690] Completed CBAN in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:45.619842] [INFO ] [sig       ] [331/1690] Forecasting CBL...
[2025-10-10T00:29:45.619911] [INFO ] [sig       ] Generating forecast for: CBL
[2025-10-10T00:29:45.619959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-10-10T00:29:45.629284] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBL'.
[2025-10-10T00:29:45.629700] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-10-10T00:29:45.656545] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:45.657459] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-10-10T00:29:45.657543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:45.657621] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:45.657718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:45.657849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:45.676495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:45.677275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:45.677415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:45.677504] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:45.720941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:45.721176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:45.721226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:45.721260] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:45.724928] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-10-10T00:29:45.725239] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-10-10T00:29:45.725388] [INFO ] [sig       ] CBL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:45.874245] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CBL.txt
[2025-10-10T00:29:45.874624] [INFO ] [sig       ] [331/1690] Completed CBL in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:45.874737] [INFO ] [sig       ] [332/1690] Forecasting CBNA...
[2025-10-10T00:29:45.874809] [INFO ] [sig       ] Generating forecast for: CBNA
[2025-10-10T00:29:45.874881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'.
[2025-10-10T00:29:45.883428] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBNA'.
[2025-10-10T00:29:45.883847] [INFO ] [FORECASTER] Starting predict_future for CBNA
[2025-10-10T00:29:45.910435] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:45.911371] [DEBUG] [LOCAL     ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt
[2025-10-10T00:29:45.911474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:45.911556] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:45.911628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:45.911754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:45.929713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:45.930563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:45.930706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:45.930769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:45.966248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:45.966471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:45.966533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:45.966595] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:45.970239] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-10-10T00:29:45.970551] [INFO ] [FORECASTER] Completed predict_future for CBNA
[2025-10-10T00:29:45.970732] [INFO ] [sig       ] CBNA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:46.117752] [INFO ] [LOCAL     ] Saved forecast: CBNA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CBNA.txt
[2025-10-10T00:29:46.118084] [INFO ] [sig       ] [332/1690] Completed CBNA in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:46.118187] [INFO ] [sig       ] [333/1690] Forecasting CBRE...
[2025-10-10T00:29:46.118258] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-10-10T00:29:46.118410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-10-10T00:29:46.126936] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBRE'.
[2025-10-10T00:29:46.127266] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-10-10T00:29:46.160488] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:46.161399] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-10-10T00:29:46.161498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:46.161598] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:46.161706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:46.161832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:46.180068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:46.180847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:46.180980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:46.181068] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:46.218835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:46.219086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:46.219181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:46.219246] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:46.223354] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-10-10T00:29:46.223815] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-10-10T00:29:46.224034] [INFO ] [sig       ] CBRE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:46.387004] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CBRE.txt
[2025-10-10T00:29:46.387299] [INFO ] [sig       ] [333/1690] Completed CBRE in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:46.387401] [INFO ] [sig       ] [334/1690] Forecasting CBT...
[2025-10-10T00:29:46.387473] [INFO ] [sig       ] Generating forecast for: CBT
[2025-10-10T00:29:46.387545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-10-10T00:29:46.398010] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBT'.
[2025-10-10T00:29:46.398400] [INFO ] [FORECASTER] Starting predict_future for CBT
[2025-10-10T00:29:46.436198] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:46.437383] [DEBUG] [LOCAL     ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt
[2025-10-10T00:29:46.437478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:46.437580] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:46.437703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:46.437857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:46.459250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:46.460215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:46.460330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:46.460413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:46.500494] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:46.500752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:46.500819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:46.500856] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:46.504560] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-10-10T00:29:46.504907] [INFO ] [FORECASTER] Completed predict_future for CBT
[2025-10-10T00:29:46.505064] [INFO ] [sig       ] CBT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:46.648627] [INFO ] [LOCAL     ] Saved forecast: CBT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CBT.txt
[2025-10-10T00:29:46.649087] [INFO ] [sig       ] [334/1690] Completed CBT in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:46.649170] [INFO ] [sig       ] [335/1690] Forecasting CBU...
[2025-10-10T00:29:46.649241] [INFO ] [sig       ] Generating forecast for: CBU
[2025-10-10T00:29:46.649334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'.
[2025-10-10T00:29:46.658576] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CBU'.
[2025-10-10T00:29:46.659024] [INFO ] [FORECASTER] Starting predict_future for CBU
[2025-10-10T00:29:46.693014] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:46.693910] [DEBUG] [LOCAL     ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt
[2025-10-10T00:29:46.693991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:46.694065] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:46.694134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:46.694235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:46.712922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:46.713540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:46.713673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:46.713763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:46.758765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:46.759008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:46.759078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:46.759121] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:46.763962] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-10-10T00:29:46.764569] [INFO ] [FORECASTER] Completed predict_future for CBU
[2025-10-10T00:29:46.764814] [INFO ] [sig       ] CBU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:46.915961] [INFO ] [LOCAL     ] Saved forecast: CBU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CBU.txt
[2025-10-10T00:29:46.916221] [INFO ] [sig       ] [335/1690] Completed CBU in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:46.916324] [INFO ] [sig       ] [336/1690] Forecasting CC...
[2025-10-10T00:29:46.916373] [INFO ] [sig       ] Generating forecast for: CC
[2025-10-10T00:29:46.916456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-10-10T00:29:46.925377] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CC'.
[2025-10-10T00:29:46.925717] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-10-10T00:29:46.952558] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:46.953426] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-10-10T00:29:46.953509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:46.953584] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:46.953680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:46.953803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:46.972438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:46.973137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:46.973246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:46.973331] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:47.016253] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:47.016557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:47.016669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:47.016739] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:47.021704] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-10-10T00:29:47.022165] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-10-10T00:29:47.022351] [INFO ] [sig       ] CC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:47.173951] [INFO ] [LOCAL     ] Saved forecast: CC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CC.txt
[2025-10-10T00:29:47.174292] [INFO ] [sig       ] [336/1690] Completed CC in 0.3s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:47.174394] [INFO ] [sig       ] [337/1690] Forecasting CCI...
[2025-10-10T00:29:47.174467] [INFO ] [sig       ] Generating forecast for: CCI
[2025-10-10T00:29:47.174554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-10-10T00:29:47.184906] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCI'.
[2025-10-10T00:29:47.185311] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-10-10T00:29:47.211758] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:47.212507] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-10-10T00:29:47.212590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:47.212690] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:47.212763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:47.212882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:47.230349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:47.231027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:47.231149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:47.231223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:47.266182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:47.266303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:47.266344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:47.266376] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:47.269618] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-10-10T00:29:47.269953] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-10-10T00:29:47.270114] [INFO ] [sig       ] CCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:47.418816] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CCI.txt
[2025-10-10T00:29:47.419105] [INFO ] [sig       ] [337/1690] Completed CCI in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:47.419214] [INFO ] [sig       ] [338/1690] Forecasting CCIF...
[2025-10-10T00:29:47.419282] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-10-10T00:29:47.419372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-10-10T00:29:47.428340] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCIF'.
[2025-10-10T00:29:47.428682] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-10-10T00:29:47.454060] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:47.454837] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-10-10T00:29:47.454915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:47.454986] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:47.455054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:47.455152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:47.472359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:47.473051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:47.473159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:47.473245] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:47.502188] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:47.502303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:47.502345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:47.502379] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:47.505633] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-10-10T00:29:47.505943] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-10-10T00:29:47.506083] [INFO ] [sig       ] CCIF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:47.656841] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CCIF.txt
[2025-10-10T00:29:47.657137] [INFO ] [sig       ] [338/1690] Completed CCIF in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:47.657247] [INFO ] [sig       ] [339/1690] Forecasting CCJ...
[2025-10-10T00:29:47.657320] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-10-10T00:29:47.657394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-10-10T00:29:47.666462] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCJ'.
[2025-10-10T00:29:47.666794] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-10-10T00:29:47.692001] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:47.692840] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-10-10T00:29:47.692918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:47.692991] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:47.693059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:47.693162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:47.710228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:47.711018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:47.711133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:47.711202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:47.747381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:47.747592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:47.747640] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:47.747740] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:47.755322] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-10-10T00:29:47.755796] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-10-10T00:29:47.755983] [INFO ] [sig       ] CCJ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:47.901662] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CCJ.txt
[2025-10-10T00:29:47.902053] [INFO ] [sig       ] [339/1690] Completed CCJ in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:47.902139] [INFO ] [sig       ] [340/1690] Forecasting CCK...
[2025-10-10T00:29:47.902227] [INFO ] [sig       ] Generating forecast for: CCK
[2025-10-10T00:29:47.902326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-10-10T00:29:47.911991] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCK'.
[2025-10-10T00:29:47.912310] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-10-10T00:29:47.938476] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:47.939238] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-10-10T00:29:47.939331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:47.939406] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:47.939475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:47.939574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:47.956822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:47.957460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:47.957572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:47.957664] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:47.994911] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:47.995038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:47.995084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:47.995118] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:47.998336] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=50.77%)
[2025-10-10T00:29:47.998623] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-10-10T00:29:47.998807] [INFO ] [sig       ] CCK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:48.148011] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CCK.txt
[2025-10-10T00:29:48.148329] [INFO ] [sig       ] [340/1690] Completed CCK in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:48.148401] [INFO ] [sig       ] [341/1690] Forecasting CCL...
[2025-10-10T00:29:48.148485] [INFO ] [sig       ] Generating forecast for: CCL
[2025-10-10T00:29:48.148556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-10-10T00:29:48.157237] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCL'.
[2025-10-10T00:29:48.157602] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-10-10T00:29:48.183344] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:48.184149] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-10-10T00:29:48.184230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:48.184303] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:48.184371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:48.184468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:48.201530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:48.202135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:48.202244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:48.202314] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:48.237502] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:48.237606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:48.237672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:48.237738] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:48.240849] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-10-10T00:29:48.241128] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-10-10T00:29:48.241261] [INFO ] [sig       ] CCL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:48.389660] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CCL.txt
[2025-10-10T00:29:48.390010] [INFO ] [sig       ] [341/1690] Completed CCL in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:48.390096] [INFO ] [sig       ] [342/1690] Forecasting CCO...
[2025-10-10T00:29:48.390167] [INFO ] [sig       ] Generating forecast for: CCO
[2025-10-10T00:29:48.390250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-10-10T00:29:48.399574] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCO'.
[2025-10-10T00:29:48.399983] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-10-10T00:29:48.425184] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:48.425962] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-10-10T00:29:48.426041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:48.426112] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:48.426181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:48.426286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:48.443342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:48.443962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:48.444070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:48.444139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:48.482568] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:48.482703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:48.482763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:48.482798] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:48.485930] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-10-10T00:29:48.486211] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-10-10T00:29:48.486353] [INFO ] [sig       ] CCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:48.633062] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CCO.txt
[2025-10-10T00:29:48.633425] [INFO ] [sig       ] [342/1690] Completed CCO in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:48.633508] [INFO ] [sig       ] [343/1690] Forecasting CCRD...
[2025-10-10T00:29:48.633577] [INFO ] [sig       ] Generating forecast for: CCRD
[2025-10-10T00:29:48.633624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'.
[2025-10-10T00:29:48.643397] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'CCRD'.
[2025-10-10T00:29:48.643714] [INFO ] [FORECASTER] Starting predict_future for CCRD
[2025-10-10T00:29:48.669579] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:48.670315] [DEBUG] [LOCAL     ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt
[2025-10-10T00:29:48.670394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:48.670466] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:48.670534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:48.670669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:48.687711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:48.688353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:48.688481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:48.688554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:48.725437] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:48.725546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:48.725587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:48.725620] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:48.728858] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-10-10T00:29:48.729155] [INFO ] [FORECASTER] Completed predict_future for CCRD
[2025-10-10T00:29:48.729312] [INFO ] [sig       ] CCRD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:48.873715] [INFO ] [LOCAL     ] Saved forecast: CCRD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CCRD.txt
[2025-10-10T00:29:48.874040] [INFO ] [sig       ] [343/1690] Completed CCRD in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:48.874131] [INFO ] [sig       ] [344/1690] Forecasting CCS...
[2025-10-10T00:29:48.874271] [INFO ] [sig       ] Generating forecast for: CCS
[2025-10-10T00:29:48.874347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-10-10T00:29:48.884294] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCS'.
[2025-10-10T00:29:48.884739] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-10-10T00:29:48.910128] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:48.910980] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-10-10T00:29:48.911061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:48.911133] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:48.911201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:48.911355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:48.928544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:48.929174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:48.929284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:48.929365] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:48.964467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:48.964593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:48.964635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:48.964733] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:48.968097] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-10-10T00:29:48.968387] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-10-10T00:29:48.968530] [INFO ] [sig       ] CCS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:49.113335] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CCS.txt
[2025-10-10T00:29:49.113617] [INFO ] [sig       ] [344/1690] Completed CCS in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:49.113763] [INFO ] [sig       ] [345/1690] Forecasting CCU...
[2025-10-10T00:29:49.113833] [INFO ] [sig       ] Generating forecast for: CCU
[2025-10-10T00:29:49.113919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'.
[2025-10-10T00:29:49.123276] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CCU'.
[2025-10-10T00:29:49.123576] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-10-10T00:29:49.150014] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:49.150828] [DEBUG] [LOCAL     ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt
[2025-10-10T00:29:49.150906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:49.150978] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:49.151059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:49.151205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:49.168693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:49.169350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:49.169463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:49.169546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:49.204435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:49.204536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:49.204576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:49.204610] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:49.207796] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-10-10T00:29:49.208116] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-10-10T00:29:49.208271] [INFO ] [sig       ] CCU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:49.354526] [INFO ] [LOCAL     ] Saved forecast: CCU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CCU.txt
[2025-10-10T00:29:49.354833] [INFO ] [sig       ] [345/1690] Completed CCU in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:49.354972] [INFO ] [sig       ] [346/1690] Forecasting CDE...
[2025-10-10T00:29:49.355048] [INFO ] [sig       ] Generating forecast for: CDE
[2025-10-10T00:29:49.355135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-10-10T00:29:49.364768] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CDE'.
[2025-10-10T00:29:49.365118] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-10-10T00:29:49.390924] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:49.391705] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-10-10T00:29:49.391783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:49.391855] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:49.391923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:49.392091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:49.409692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:49.410326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:49.410431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:49.410501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:49.446032] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:49.446132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:49.446173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:49.446206] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:49.449383] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-10-10T00:29:49.449682] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-10-10T00:29:49.449848] [INFO ] [sig       ] CDE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:49.599846] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CDE.txt
[2025-10-10T00:29:49.600264] [INFO ] [sig       ] [346/1690] Completed CDE in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:49.600353] [INFO ] [sig       ] [347/1690] Forecasting CDLR...
[2025-10-10T00:29:49.600432] [INFO ] [sig       ] Generating forecast for: CDLR
[2025-10-10T00:29:49.600504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'.
[2025-10-10T00:29:49.609911] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CDLR'.
[2025-10-10T00:29:49.610251] [INFO ] [FORECASTER] Starting predict_future for CDLR
[2025-10-10T00:29:49.636969] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:49.637813] [DEBUG] [LOCAL     ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt
[2025-10-10T00:29:49.637920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:49.638029] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:49.638129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:49.638283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:49.655844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:49.656460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:49.656587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:49.656696] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:49.691028] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:49.691189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:49.691230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:49.691263] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:49.694729] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-10-10T00:29:49.695021] [INFO ] [FORECASTER] Completed predict_future for CDLR
[2025-10-10T00:29:49.695176] [INFO ] [sig       ] CDLR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:49.839790] [INFO ] [LOCAL     ] Saved forecast: CDLR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CDLR.txt
[2025-10-10T00:29:49.840130] [INFO ] [sig       ] [347/1690] Completed CDLR in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:49.840228] [INFO ] [sig       ] [348/1690] Forecasting CDP...
[2025-10-10T00:29:49.840298] [INFO ] [sig       ] Generating forecast for: CDP
[2025-10-10T00:29:49.840369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-10-10T00:29:49.849251] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CDP'.
[2025-10-10T00:29:49.849597] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-10-10T00:29:49.875146] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:49.875980] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-10-10T00:29:49.876067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:49.876155] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:49.876237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:49.876336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:49.893591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:49.894257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:49.894367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:49.894438] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:49.932021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:49.932162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:49.932204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:49.932237] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:49.935507] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-10-10T00:29:49.935871] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-10-10T00:29:49.936029] [INFO ] [sig       ] CDP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:50.081770] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CDP.txt
[2025-10-10T00:29:50.082115] [INFO ] [sig       ] [348/1690] Completed CDP in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:50.082187] [INFO ] [sig       ] [349/1690] Forecasting CDRE...
[2025-10-10T00:29:50.082252] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-10-10T00:29:50.082330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-10-10T00:29:50.091412] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CDRE'.
[2025-10-10T00:29:50.091760] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-10-10T00:29:50.117295] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:50.118136] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-10-10T00:29:50.118216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:50.118306] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:50.118390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:50.118558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:50.135769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:50.136379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:50.136492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:50.136579] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:50.175230] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:50.175408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:50.175452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:50.175486] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:50.178982] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-10-10T00:29:50.179314] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-10-10T00:29:50.179461] [INFO ] [sig       ] CDRE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:50.327630] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CDRE.txt
[2025-10-10T00:29:50.328071] [INFO ] [sig       ] [349/1690] Completed CDRE in 0.2s | 4.02 sym/s | Total: 1.4m | ETA: 5.6m
[2025-10-10T00:29:50.328155] [INFO ] [sig       ] [350/1690] Forecasting CE...
[2025-10-10T00:29:50.328227] [INFO ] [sig       ] Generating forecast for: CE
[2025-10-10T00:29:50.328298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-10-10T00:29:50.339085] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CE'.
[2025-10-10T00:29:50.339457] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-10-10T00:29:50.370768] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:50.371748] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-10-10T00:29:50.371851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:50.371945] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:50.372034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:50.372138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:50.392677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:50.393477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:50.393678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:50.393756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:50.434843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:50.434984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:50.435046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:50.435091] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:50.438846] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-10-10T00:29:50.439185] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-10-10T00:29:50.439343] [INFO ] [sig       ] CE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:50.619864] [INFO ] [LOCAL     ] Saved forecast: CE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CE.txt
[2025-10-10T00:29:50.620298] [INFO ] [sig       ] [350/1690] Completed CE in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.6m
[2025-10-10T00:29:50.620403] [INFO ] [sig       ] [351/1690] Forecasting CEE...
[2025-10-10T00:29:50.620514] [INFO ] [sig       ] Generating forecast for: CEE
[2025-10-10T00:29:50.620613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'.
[2025-10-10T00:29:50.630262] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CEE'.
[2025-10-10T00:29:50.630592] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-10-10T00:29:50.656726] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:50.657553] [DEBUG] [LOCAL     ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt
[2025-10-10T00:29:50.657633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:50.657741] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:50.657821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:50.657967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:50.675355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:50.676056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:50.676171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:50.676253] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:50.707579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:50.707745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:50.707806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:50.707844] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:50.711262] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-10T00:29:50.711559] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-10-10T00:29:50.711738] [INFO ] [sig       ] CEE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:50.856200] [INFO ] [LOCAL     ] Saved forecast: CEE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CEE.txt
[2025-10-10T00:29:50.856504] [INFO ] [sig       ] [351/1690] Completed CEE in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.6m
[2025-10-10T00:29:50.856613] [INFO ] [sig       ] [352/1690] Forecasting CEPU...
[2025-10-10T00:29:50.856710] [INFO ] [sig       ] Generating forecast for: CEPU
[2025-10-10T00:29:50.856795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-10-10T00:29:50.866135] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CEPU'.
[2025-10-10T00:29:50.866493] [INFO ] [FORECASTER] Starting predict_future for CEPU
[2025-10-10T00:29:50.896927] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:50.897861] [DEBUG] [LOCAL     ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt
[2025-10-10T00:29:50.897971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:50.898070] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:50.898146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:50.898262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:50.918313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:50.918985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:50.919106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:50.919211] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:50.955861] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:50.955985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:50.956030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:50.956064] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:50.959763] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2025-10-10T00:29:50.960058] [INFO ] [FORECASTER] Completed predict_future for CEPU
[2025-10-10T00:29:50.960205] [INFO ] [sig       ] CEPU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:51.143393] [INFO ] [LOCAL     ] Saved forecast: CEPU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CEPU.txt
[2025-10-10T00:29:51.143760] [INFO ] [sig       ] [352/1690] Completed CEPU in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.6m
[2025-10-10T00:29:51.143846] [INFO ] [sig       ] [353/1690] Forecasting CF...
[2025-10-10T00:29:51.143936] [INFO ] [sig       ] Generating forecast for: CF
[2025-10-10T00:29:51.144024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-10-10T00:29:51.153965] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CF'.
[2025-10-10T00:29:51.154324] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-10-10T00:29:51.184728] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:51.185668] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-10-10T00:29:51.185756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:51.185804] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:51.185869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:51.186002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:51.207505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:51.208326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:51.208437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:51.208482] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:51.246942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:51.247078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:51.247122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:51.247156] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:51.255427] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-10-10T00:29:51.255957] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-10-10T00:29:51.256167] [INFO ] [sig       ] CF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:51.439692] [INFO ] [LOCAL     ] Saved forecast: CF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CF.txt
[2025-10-10T00:29:51.440046] [INFO ] [sig       ] [353/1690] Completed CF in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:51.440132] [INFO ] [sig       ] [354/1690] Forecasting CFG...
[2025-10-10T00:29:51.440253] [INFO ] [sig       ] Generating forecast for: CFG
[2025-10-10T00:29:51.440333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-10-10T00:29:51.450692] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CFG'.
[2025-10-10T00:29:51.451053] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-10-10T00:29:51.476754] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:51.477587] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-10-10T00:29:51.477692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:51.477807] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:51.477874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:51.478006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:51.495098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:51.495727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:51.495834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:51.495903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:51.530219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:51.530343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:51.530385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:51.530419] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:51.533701] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2025-10-10T00:29:51.533991] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-10-10T00:29:51.534144] [INFO ] [sig       ] CFG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:51.679229] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CFG.txt
[2025-10-10T00:29:51.679552] [INFO ] [sig       ] [354/1690] Completed CFG in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:51.679639] [INFO ] [sig       ] [355/1690] Forecasting CFR...
[2025-10-10T00:29:51.679754] [INFO ] [sig       ] Generating forecast for: CFR
[2025-10-10T00:29:51.679828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-10-10T00:29:51.688391] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CFR'.
[2025-10-10T00:29:51.688700] [INFO ] [FORECASTER] Starting predict_future for CFR
[2025-10-10T00:29:51.714150] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:51.714941] [DEBUG] [LOCAL     ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt
[2025-10-10T00:29:51.715019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:51.715090] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:51.715178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:51.715291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:51.732792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:51.733401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:51.733507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:51.733576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:51.769399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:51.769513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:51.769554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:51.769587] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:51.773026] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-10-10T00:29:51.773308] [INFO ] [FORECASTER] Completed predict_future for CFR
[2025-10-10T00:29:51.773444] [INFO ] [sig       ] CFR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:51.916319] [INFO ] [LOCAL     ] Saved forecast: CFR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CFR.txt
[2025-10-10T00:29:51.916601] [INFO ] [sig       ] [355/1690] Completed CFR in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:51.916746] [INFO ] [sig       ] [356/1690] Forecasting CGAU...
[2025-10-10T00:29:51.916820] [INFO ] [sig       ] Generating forecast for: CGAU
[2025-10-10T00:29:51.916891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-10-10T00:29:51.926591] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CGAU'.
[2025-10-10T00:29:51.926977] [INFO ] [FORECASTER] Starting predict_future for CGAU
[2025-10-10T00:29:51.952582] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:51.953346] [DEBUG] [LOCAL     ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt
[2025-10-10T00:29:51.953425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:51.953497] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:51.953565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:51.953684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:51.971008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:51.971584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:51.971718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:51.971785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:52.006134] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:52.006345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:52.006396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:52.006431] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:52.010570] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-10-10T00:29:52.010924] [INFO ] [FORECASTER] Completed predict_future for CGAU
[2025-10-10T00:29:52.011099] [INFO ] [sig       ] CGAU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:52.162829] [INFO ] [LOCAL     ] Saved forecast: CGAU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CGAU.txt
[2025-10-10T00:29:52.163219] [INFO ] [sig       ] [356/1690] Completed CGAU in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:52.163302] [INFO ] [sig       ] [357/1690] Forecasting CGV...
[2025-10-10T00:29:52.163374] [INFO ] [sig       ] Generating forecast for: CGV
[2025-10-10T00:29:52.163447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'.
[2025-10-10T00:29:52.172385] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'CGV'.
[2025-10-10T00:29:52.172710] [INFO ] [FORECASTER] Starting predict_future for CGV
[2025-10-10T00:29:52.200180] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:52.201054] [DEBUG] [LOCAL     ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt
[2025-10-10T00:29:52.201135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:52.201208] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:52.201278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:52.201377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:52.219156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:52.219849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:52.219985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:52.220069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:52.254000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:52.254141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:52.254194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:52.254236] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:52.257760] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-10-10T00:29:52.258089] [INFO ] [FORECASTER] Completed predict_future for CGV
[2025-10-10T00:29:52.258269] [INFO ] [sig       ] CGV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:52.403689] [INFO ] [LOCAL     ] Saved forecast: CGV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CGV.txt
[2025-10-10T00:29:52.404016] [INFO ] [sig       ] [357/1690] Completed CGV in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:52.404099] [INFO ] [sig       ] [358/1690] Forecasting CHCT...
[2025-10-10T00:29:52.404185] [INFO ] [sig       ] Generating forecast for: CHCT
[2025-10-10T00:29:52.404270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'.
[2025-10-10T00:29:52.414607] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHCT'.
[2025-10-10T00:29:52.414965] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-10-10T00:29:52.443155] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:52.444124] [DEBUG] [LOCAL     ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt
[2025-10-10T00:29:52.444207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:52.444286] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:52.444380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:52.444485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:52.463135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:52.463808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:52.463923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:52.463997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:52.508868] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:52.509162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:52.509234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:52.509273] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:52.513873] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-10-10T00:29:52.514299] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-10-10T00:29:52.514488] [INFO ] [sig       ] CHCT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:52.672695] [INFO ] [LOCAL     ] Saved forecast: CHCT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CHCT.txt
[2025-10-10T00:29:52.673072] [INFO ] [sig       ] [358/1690] Completed CHCT in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:52.673157] [INFO ] [sig       ] [359/1690] Forecasting CHD...
[2025-10-10T00:29:52.673216] [INFO ] [sig       ] Generating forecast for: CHD
[2025-10-10T00:29:52.673282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-10-10T00:29:52.684163] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHD'.
[2025-10-10T00:29:52.684609] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-10-10T00:29:52.710636] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:52.711444] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-10-10T00:29:52.711525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:52.711611] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:52.711710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:52.711843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:52.729162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:52.729855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:52.729962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:52.730046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:52.767239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:52.767377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:52.767436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:52.767472] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:52.770698] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-10-10T00:29:52.771026] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-10-10T00:29:52.771177] [INFO ] [sig       ] CHD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:52.913602] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CHD.txt
[2025-10-10T00:29:52.913934] [INFO ] [sig       ] [359/1690] Completed CHD in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:52.914027] [INFO ] [sig       ] [360/1690] Forecasting CHGG...
[2025-10-10T00:29:52.914110] [INFO ] [sig       ] Generating forecast for: CHGG
[2025-10-10T00:29:52.914197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'.
[2025-10-10T00:29:52.924697] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHGG'.
[2025-10-10T00:29:52.925216] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-10-10T00:29:52.957481] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:52.958487] [DEBUG] [LOCAL     ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt
[2025-10-10T00:29:52.958571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:52.958672] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:52.958746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:52.958848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:52.978364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:52.979407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:52.979530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:52.979600] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:53.017577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:53.017723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:53.017786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:53.017821] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:53.021142] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-10-10T00:29:53.021460] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-10-10T00:29:53.021610] [INFO ] [sig       ] CHGG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:53.180129] [INFO ] [LOCAL     ] Saved forecast: CHGG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CHGG.txt
[2025-10-10T00:29:53.180523] [INFO ] [sig       ] [360/1690] Completed CHGG in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:53.180608] [INFO ] [sig       ] [361/1690] Forecasting CHH...
[2025-10-10T00:29:53.180706] [INFO ] [sig       ] Generating forecast for: CHH
[2025-10-10T00:29:53.180784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-10-10T00:29:53.190150] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHH'.
[2025-10-10T00:29:53.190467] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-10-10T00:29:53.216604] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:53.217375] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-10-10T00:29:53.217455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:53.217543] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:53.217614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:53.217738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:53.235450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:53.236080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:53.236192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:53.236263] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:53.270879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:53.270997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:53.271039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:53.271072] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:53.274320] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=51.37%)
[2025-10-10T00:29:53.274605] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-10-10T00:29:53.274792] [INFO ] [sig       ] CHH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:53.430530] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CHH.txt
[2025-10-10T00:29:53.431037] [INFO ] [sig       ] [361/1690] Completed CHH in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:53.431121] [INFO ] [sig       ] [362/1690] Forecasting CHN...
[2025-10-10T00:29:53.431192] [INFO ] [sig       ] Generating forecast for: CHN
[2025-10-10T00:29:53.431265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'.
[2025-10-10T00:29:53.441049] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHN'.
[2025-10-10T00:29:53.441410] [INFO ] [FORECASTER] Starting predict_future for CHN
[2025-10-10T00:29:53.468223] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:53.469019] [DEBUG] [LOCAL     ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt
[2025-10-10T00:29:53.469100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:53.469188] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:53.469273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:53.469385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:53.487150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:53.487839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:53.487968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:53.488039] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:53.522399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:53.522517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:53.522558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:53.522591] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:53.525976] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-10-10T00:29:53.526261] [INFO ] [FORECASTER] Completed predict_future for CHN
[2025-10-10T00:29:53.526427] [INFO ] [sig       ] CHN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:53.677500] [INFO ] [LOCAL     ] Saved forecast: CHN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CHN.txt
[2025-10-10T00:29:53.677857] [INFO ] [sig       ] [362/1690] Completed CHN in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:53.677964] [INFO ] [sig       ] [363/1690] Forecasting CHPT...
[2025-10-10T00:29:53.678037] [INFO ] [sig       ] Generating forecast for: CHPT
[2025-10-10T00:29:53.678111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-10-10T00:29:53.688093] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHPT'.
[2025-10-10T00:29:53.688476] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-10-10T00:29:53.715409] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:53.716201] [DEBUG] [LOCAL     ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt
[2025-10-10T00:29:53.716280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:53.716352] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:53.716420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:53.716520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:53.734692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:53.735283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:53.735394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:53.735463] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:53.776290] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:53.776473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:53.776517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:53.776552] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:53.780088] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-10-10T00:29:53.780396] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-10-10T00:29:53.780540] [INFO ] [sig       ] CHPT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:53.930690] [INFO ] [LOCAL     ] Saved forecast: CHPT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CHPT.txt
[2025-10-10T00:29:53.931017] [INFO ] [sig       ] [363/1690] Completed CHPT in 0.3s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:53.931097] [INFO ] [sig       ] [364/1690] Forecasting CHT...
[2025-10-10T00:29:53.931186] [INFO ] [sig       ] Generating forecast for: CHT
[2025-10-10T00:29:53.931274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-10-10T00:29:53.940843] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHT'.
[2025-10-10T00:29:53.941212] [INFO ] [FORECASTER] Starting predict_future for CHT
[2025-10-10T00:29:53.966801] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:53.967498] [DEBUG] [LOCAL     ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt
[2025-10-10T00:29:53.967577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:53.967669] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:53.967740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:53.967838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:53.986474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:53.987483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:53.987604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:53.987697] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:54.020518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:54.020660] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:54.020730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:54.020768] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:54.023992] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-10-10T00:29:54.024281] [INFO ] [FORECASTER] Completed predict_future for CHT
[2025-10-10T00:29:54.024419] [INFO ] [sig       ] CHT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:54.167599] [INFO ] [LOCAL     ] Saved forecast: CHT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CHT.txt
[2025-10-10T00:29:54.167990] [INFO ] [sig       ] [364/1690] Completed CHT in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:54.168070] [INFO ] [sig       ] [365/1690] Forecasting CHWY...
[2025-10-10T00:29:54.168140] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-10-10T00:29:54.168215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-10-10T00:29:54.176532] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CHWY'.
[2025-10-10T00:29:54.176880] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-10-10T00:29:54.202177] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:54.203027] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-10-10T00:29:54.203106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:54.203151] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:54.203213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:54.203331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:54.220507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:54.221423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:54.221541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:54.221628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:54.265967] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:54.266251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:54.266346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:54.266417] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:54.270998] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-10-10T00:29:54.271349] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-10-10T00:29:54.271497] [INFO ] [sig       ] CHWY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:54.414247] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CHWY.txt
[2025-10-10T00:29:54.414570] [INFO ] [sig       ] [365/1690] Completed CHWY in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:54.414686] [INFO ] [sig       ] [366/1690] Forecasting CIA...
[2025-10-10T00:29:54.414768] [INFO ] [sig       ] Generating forecast for: CIA
[2025-10-10T00:29:54.414861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-10-10T00:29:54.425414] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIA'.
[2025-10-10T00:29:54.425884] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-10-10T00:29:54.453100] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:54.454028] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-10-10T00:29:54.454111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:54.454185] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:54.454261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:54.454364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:54.472327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:54.473001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:54.473129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:54.473210] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:54.508279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:54.508439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:54.508506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:54.508544] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:54.512026] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-10-10T00:29:54.512359] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-10-10T00:29:54.512519] [INFO ] [sig       ] CIA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:54.659794] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CIA.txt
[2025-10-10T00:29:54.660141] [INFO ] [sig       ] [366/1690] Completed CIA in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:54.660228] [INFO ] [sig       ] [367/1690] Forecasting CIB...
[2025-10-10T00:29:54.660301] [INFO ] [sig       ] Generating forecast for: CIB
[2025-10-10T00:29:54.660377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-10-10T00:29:54.672538] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIB'.
[2025-10-10T00:29:54.673225] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-10-10T00:29:54.703638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:54.704991] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-10-10T00:29:54.705088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:54.705170] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:54.705263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:54.705463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:54.726267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:54.727635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:54.727806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:54.727916] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:54.778755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:54.779064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:54.779118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:54.779154] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:54.783449] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=86.18%)
[2025-10-10T00:29:54.783861] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-10-10T00:29:54.784055] [INFO ] [sig       ] CIB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:54.938596] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CIB.txt
[2025-10-10T00:29:54.938968] [INFO ] [sig       ] [367/1690] Completed CIB in 0.3s | 4.01 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:54.939054] [INFO ] [sig       ] [368/1690] Forecasting CIF...
[2025-10-10T00:29:54.939125] [INFO ] [sig       ] Generating forecast for: CIF
[2025-10-10T00:29:54.939198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-10-10T00:29:54.949380] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIF'.
[2025-10-10T00:29:54.949887] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-10-10T00:29:54.975814] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:54.976720] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-10-10T00:29:54.976802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:54.976878] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:54.976968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:54.977103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:54.994333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:54.995275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:54.995402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:54.995475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:55.038609] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:55.038879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:55.038934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:55.038970] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:55.042859] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-10-10T00:29:55.043183] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-10-10T00:29:55.043347] [INFO ] [sig       ] CIF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:55.191572] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CIF.txt
[2025-10-10T00:29:55.191951] [INFO ] [sig       ] [368/1690] Completed CIF in 0.3s | 4.01 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:55.192038] [INFO ] [sig       ] [369/1690] Forecasting CIG...
[2025-10-10T00:29:55.192110] [INFO ] [sig       ] Generating forecast for: CIG
[2025-10-10T00:29:55.192184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-10-10T00:29:55.203209] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIG'.
[2025-10-10T00:29:55.203687] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-10-10T00:29:55.229771] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:55.230598] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-10-10T00:29:55.230709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:55.230799] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:55.230885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:55.231002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:55.249122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:55.249790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:55.249901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:55.249985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:55.292498] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:55.292693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:55.292765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:55.292803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:55.296307] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-10-10T00:29:55.296604] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-10-10T00:29:55.296821] [INFO ] [sig       ] CIG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:55.449240] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CIG.txt
[2025-10-10T00:29:55.449569] [INFO ] [sig       ] [369/1690] Completed CIG in 0.3s | 4.01 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:55.449690] [INFO ] [sig       ] [370/1690] Forecasting CII...
[2025-10-10T00:29:55.449778] [INFO ] [sig       ] Generating forecast for: CII
[2025-10-10T00:29:55.449868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-10-10T00:29:55.459959] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CII'.
[2025-10-10T00:29:55.460431] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-10-10T00:29:55.486104] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:55.486915] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-10-10T00:29:55.487009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:55.487101] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:55.487189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:55.487316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:55.504514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:55.505160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:55.505286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:55.505375] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:55.540990] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:55.541204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:55.541259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:55.541296] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:55.545428] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-10-10T00:29:55.545828] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-10-10T00:29:55.546005] [INFO ] [sig       ] CII: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:55.695562] [INFO ] [LOCAL     ] Saved forecast: CII	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CII.txt
[2025-10-10T00:29:55.695974] [INFO ] [sig       ] [370/1690] Completed CII in 0.2s | 4.01 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:55.696082] [INFO ] [sig       ] [371/1690] Forecasting CIM...
[2025-10-10T00:29:55.696169] [INFO ] [sig       ] Generating forecast for: CIM
[2025-10-10T00:29:55.696259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-10-10T00:29:55.706595] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIM'.
[2025-10-10T00:29:55.706997] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-10-10T00:29:55.733247] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:55.734043] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-10-10T00:29:55.734122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:55.734205] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:55.734284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:55.734405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:55.752972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:55.753774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:55.753887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:55.753972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:55.779358] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:55.779496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:55.779538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:55.779571] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:55.782928] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-10-10T00:29:55.783222] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-10-10T00:29:55.783358] [INFO ] [sig       ] CIM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:55.927481] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CIM.txt
[2025-10-10T00:29:55.927824] [INFO ] [sig       ] [371/1690] Completed CIM in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:55.927921] [INFO ] [sig       ] [372/1690] Forecasting CINT...
[2025-10-10T00:29:55.928002] [INFO ] [sig       ] Generating forecast for: CINT
[2025-10-10T00:29:55.928072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-10-10T00:29:55.936531] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CINT'.
[2025-10-10T00:29:55.936902] [INFO ] [FORECASTER] Starting predict_future for CINT
[2025-10-10T00:29:55.962223] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:55.963040] [DEBUG] [LOCAL     ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt
[2025-10-10T00:29:55.963119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:55.963203] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:55.963282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:55.963404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:55.982481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:55.983242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:55.983379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:55.983453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:56.012979] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:56.013096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:56.013138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:56.013171] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:56.016424] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-10-10T00:29:56.016749] [INFO ] [FORECASTER] Completed predict_future for CINT
[2025-10-10T00:29:56.016900] [INFO ] [sig       ] CINT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:56.160910] [INFO ] [LOCAL     ] Saved forecast: CINT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CINT.txt
[2025-10-10T00:29:56.161234] [INFO ] [sig       ] [372/1690] Completed CINT in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:56.161308] [INFO ] [sig       ] [373/1690] Forecasting CIO...
[2025-10-10T00:29:56.161374] [INFO ] [sig       ] Generating forecast for: CIO
[2025-10-10T00:29:56.161480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-10-10T00:29:56.170091] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIO'.
[2025-10-10T00:29:56.170406] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-10-10T00:29:56.195913] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:56.196668] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-10-10T00:29:56.196747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:56.196819] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:56.196913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:56.197025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:56.214481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:56.215125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:56.215232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:56.215312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:56.251146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:56.251361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:56.251434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:56.251469] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:56.255032] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-10-10T00:29:56.255326] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-10-10T00:29:56.255473] [INFO ] [sig       ] CIO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:56.401162] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CIO.txt
[2025-10-10T00:29:56.401538] [INFO ] [sig       ] [373/1690] Completed CIO in 0.2s | 4.02 sym/s | Total: 1.5m | ETA: 5.5m
[2025-10-10T00:29:56.401621] [INFO ] [sig       ] [374/1690] Forecasting CIVI...
[2025-10-10T00:29:56.401712] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-10-10T00:29:56.401785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-10-10T00:29:56.410803] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CIVI'.
[2025-10-10T00:29:56.411144] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-10-10T00:29:56.436811] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:56.437593] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-10-10T00:29:56.437693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:56.437777] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:56.437858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:56.437989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:56.456017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:56.456871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:56.456983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:56.457067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:56.488087] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:56.488215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:56.488266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:56.488306] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:56.491636] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-10-10T00:29:56.491951] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-10-10T00:29:56.492087] [INFO ] [sig       ] CIVI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:56.641356] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CIVI.txt
[2025-10-10T00:29:56.641795] [INFO ] [sig       ] [374/1690] Completed CIVI in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.5m
[2025-10-10T00:29:56.641881] [INFO ] [sig       ] [375/1690] Forecasting CL...
[2025-10-10T00:29:56.641964] [INFO ] [sig       ] Generating forecast for: CL
[2025-10-10T00:29:56.642061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'.
[2025-10-10T00:29:56.651662] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CL'.
[2025-10-10T00:29:56.651992] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-10-10T00:29:56.678147] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:56.678946] [DEBUG] [LOCAL     ] No optimal features file found for CL: ./output/feature-sets/CL.txt
[2025-10-10T00:29:56.679024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:56.679096] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:56.679194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:56.679333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:56.696895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:56.697542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:56.697680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:56.697763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:56.731987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:56.732125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:56.732171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:56.732205] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:56.735663] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-10-10T00:29:56.735962] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-10-10T00:29:56.736098] [INFO ] [sig       ] CL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:56.881581] [INFO ] [LOCAL     ] Saved forecast: CL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CL.txt
[2025-10-10T00:29:56.881894] [INFO ] [sig       ] [375/1690] Completed CL in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.5m
[2025-10-10T00:29:56.881978] [INFO ] [sig       ] [376/1690] Forecasting CLB...
[2025-10-10T00:29:56.882057] [INFO ] [sig       ] Generating forecast for: CLB
[2025-10-10T00:29:56.882145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-10-10T00:29:56.891840] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLB'.
[2025-10-10T00:29:56.892233] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-10-10T00:29:56.917998] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:56.918821] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-10-10T00:29:56.918902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:56.918976] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:56.919123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:56.919231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:56.937316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:56.938068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:56.938199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:56.938299] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:56.975835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:56.975957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:56.976019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:56.976055] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:56.979392] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-10-10T00:29:56.979714] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-10-10T00:29:56.979876] [INFO ] [sig       ] CLB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:57.135236] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CLB.txt
[2025-10-10T00:29:57.135553] [INFO ] [sig       ] [376/1690] Completed CLB in 0.3s | 4.02 sym/s | Total: 1.6m | ETA: 5.5m
[2025-10-10T00:29:57.135666] [INFO ] [sig       ] [377/1690] Forecasting CLCO...
[2025-10-10T00:29:57.135753] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-10-10T00:29:57.135842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-10-10T00:29:57.145082] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLCO'.
[2025-10-10T00:29:57.145463] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-10-10T00:29:57.170806] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:57.171601] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-10-10T00:29:57.171702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:57.171775] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:57.171869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:57.171982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:57.189128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:57.189774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:57.189881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:57.189947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:57.223276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:57.223375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:57.223414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:57.223447] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:57.226511] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-10-10T00:29:57.226824] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-10-10T00:29:57.226973] [INFO ] [sig       ] CLCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:57.368289] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLCO.txt
[2025-10-10T00:29:57.368570] [INFO ] [sig       ] [377/1690] Completed CLCO in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:57.368689] [INFO ] [sig       ] [378/1690] Forecasting CLDT...
[2025-10-10T00:29:57.368772] [INFO ] [sig       ] Generating forecast for: CLDT
[2025-10-10T00:29:57.368857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'.
[2025-10-10T00:29:57.377262] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLDT'.
[2025-10-10T00:29:57.377554] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-10-10T00:29:57.402695] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:57.403426] [DEBUG] [LOCAL     ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt
[2025-10-10T00:29:57.403513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:57.403596] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:57.403697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:57.403821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:57.420880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:57.421484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:57.421591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:57.421695] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:57.453831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:57.453928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:57.453968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:57.454000] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:57.457144] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-10-10T00:29:57.457417] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-10-10T00:29:57.457558] [INFO ] [sig       ] CLDT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:57.603670] [INFO ] [LOCAL     ] Saved forecast: CLDT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CLDT.txt
[2025-10-10T00:29:57.604072] [INFO ] [sig       ] [378/1690] Completed CLDT in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:57.604163] [INFO ] [sig       ] [379/1690] Forecasting CLF...
[2025-10-10T00:29:57.604249] [INFO ] [sig       ] Generating forecast for: CLF
[2025-10-10T00:29:57.604366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-10-10T00:29:57.614746] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLF'.
[2025-10-10T00:29:57.615165] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-10-10T00:29:57.641816] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:57.642546] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-10-10T00:29:57.642627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:57.642725] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:57.642795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:57.642897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:57.660884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:57.661541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:57.661688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:57.661763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:57.701305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:57.701423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:57.701465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:57.701498] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:57.704714] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-10-10T00:29:57.705000] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-10-10T00:29:57.705145] [INFO ] [sig       ] CLF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:57.849201] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLF.txt
[2025-10-10T00:29:57.849539] [INFO ] [sig       ] [379/1690] Completed CLF in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:57.849628] [INFO ] [sig       ] [380/1690] Forecasting CLH...
[2025-10-10T00:29:57.849725] [INFO ] [sig       ] Generating forecast for: CLH
[2025-10-10T00:29:57.849801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-10-10T00:29:57.858572] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLH'.
[2025-10-10T00:29:57.858909] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-10-10T00:29:57.885223] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:57.886087] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-10-10T00:29:57.886169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:57.886246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:57.886332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:57.886505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:57.904607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:57.905266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:57.905383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:57.905468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:57.943242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:57.943361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:57.943405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:57.943489] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:57.946787] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-10-10T00:29:57.947079] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-10-10T00:29:57.947221] [INFO ] [sig       ] CLH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:58.091628] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLH.txt
[2025-10-10T00:29:58.091998] [INFO ] [sig       ] [380/1690] Completed CLH in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:58.092071] [INFO ] [sig       ] [381/1690] Forecasting CLPR...
[2025-10-10T00:29:58.092136] [INFO ] [sig       ] Generating forecast for: CLPR
[2025-10-10T00:29:58.092187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'.
[2025-10-10T00:29:58.101375] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLPR'.
[2025-10-10T00:29:58.101758] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-10-10T00:29:58.127194] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:58.128005] [DEBUG] [LOCAL     ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt
[2025-10-10T00:29:58.128085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:58.128156] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:58.128225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:58.128385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:58.145566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:58.146194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:58.146303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:58.146385] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:58.180405] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:58.180510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:58.180551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:58.180583] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:58.183738] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-10-10T00:29:58.184010] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-10-10T00:29:58.184151] [INFO ] [sig       ] CLPR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:58.326175] [INFO ] [LOCAL     ] Saved forecast: CLPR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CLPR.txt
[2025-10-10T00:29:58.326563] [INFO ] [sig       ] [381/1690] Completed CLPR in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:58.326664] [INFO ] [sig       ] [382/1690] Forecasting CLS...
[2025-10-10T00:29:58.326734] [INFO ] [sig       ] Generating forecast for: CLS
[2025-10-10T00:29:58.326876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-10-10T00:29:58.335827] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLS'.
[2025-10-10T00:29:58.336130] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-10-10T00:29:58.361222] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:58.362041] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-10-10T00:29:58.362119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:58.362191] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:58.362279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:58.362421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:58.379618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:58.380232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:58.380340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:58.380409] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:58.415360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:58.415465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:58.415506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:58.415538] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:58.418609] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-10-10T00:29:58.418906] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-10-10T00:29:58.419051] [INFO ] [sig       ] CLS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:58.559687] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CLS.txt
[2025-10-10T00:29:58.559937] [INFO ] [sig       ] [382/1690] Completed CLS in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:58.560014] [INFO ] [sig       ] [383/1690] Forecasting CLVT...
[2025-10-10T00:29:58.560117] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-10-10T00:29:58.560188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-10-10T00:29:58.568584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLVT'.
[2025-10-10T00:29:58.568888] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-10-10T00:29:58.594132] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:58.594911] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-10-10T00:29:58.594990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:58.595061] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:58.595155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:58.595269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:58.612406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:58.613052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:58.613158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:58.613241] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:58.648252] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:58.648343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:58.648383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:58.648415] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:58.651532] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-10-10T00:29:58.651839] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-10-10T00:29:58.651986] [INFO ] [sig       ] CLVT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:58.798723] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLVT.txt
[2025-10-10T00:29:58.799053] [INFO ] [sig       ] [383/1690] Completed CLVT in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:58.799167] [INFO ] [sig       ] [384/1690] Forecasting CLW...
[2025-10-10T00:29:58.799240] [INFO ] [sig       ] Generating forecast for: CLW
[2025-10-10T00:29:58.799360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'.
[2025-10-10T00:29:58.809310] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLW'.
[2025-10-10T00:29:58.809629] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-10-10T00:29:58.835228] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:58.836000] [DEBUG] [LOCAL     ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt
[2025-10-10T00:29:58.836078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:58.836149] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:58.836213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:58.836312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:58.853447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:58.854104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:58.854214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:58.854281] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:58.889629] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:58.889743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:58.889788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:58.889820] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:58.892915] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-10-10T00:29:58.893216] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-10-10T00:29:58.893357] [INFO ] [sig       ] CLW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:59.034479] [INFO ] [LOCAL     ] Saved forecast: CLW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLW.txt
[2025-10-10T00:29:59.034738] [INFO ] [sig       ] [384/1690] Completed CLW in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:59.034835] [INFO ] [sig       ] [385/1690] Forecasting CLX...
[2025-10-10T00:29:59.034902] [INFO ] [sig       ] Generating forecast for: CLX
[2025-10-10T00:29:59.034973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-10-10T00:29:59.044098] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CLX'.
[2025-10-10T00:29:59.044388] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-10-10T00:29:59.069459] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:59.070203] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-10-10T00:29:59.070282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:59.070353] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:59.070422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:59.070565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:59.087606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:59.088259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:59.088365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:59.088448] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:59.123591] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:59.123708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:59.123767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:59.123802] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:59.126821] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-10-10T00:29:59.127093] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-10-10T00:29:59.127225] [INFO ] [sig       ] CLX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:59.267781] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CLX.txt
[2025-10-10T00:29:59.268051] [INFO ] [sig       ] [385/1690] Completed CLX in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:59.268139] [INFO ] [sig       ] [386/1690] Forecasting CM...
[2025-10-10T00:29:59.268229] [INFO ] [sig       ] Generating forecast for: CM
[2025-10-10T00:29:59.268281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-10-10T00:29:59.276820] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CM'.
[2025-10-10T00:29:59.277078] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-10-10T00:29:59.302341] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:59.303111] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-10-10T00:29:59.303192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:59.303266] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:59.303337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:59.303437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:59.321055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:59.321626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:59.321756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:59.321826] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:59.367216] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:59.367326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:59.367367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:59.367399] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:59.370797] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2025-10-10T00:29:59.371076] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-10-10T00:29:59.371218] [INFO ] [sig       ] CM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:29:59.513575] [INFO ] [LOCAL     ] Saved forecast: CM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CM.txt
[2025-10-10T00:29:59.513845] [INFO ] [sig       ] [386/1690] Completed CM in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:59.513924] [INFO ] [sig       ] [387/1690] Forecasting CMBT...
[2025-10-10T00:29:59.514015] [INFO ] [sig       ] Generating forecast for: CMBT
[2025-10-10T00:29:59.514056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'.
[2025-10-10T00:29:59.522806] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMBT'.
[2025-10-10T00:29:59.523081] [INFO ] [FORECASTER] Starting predict_future for CMBT
[2025-10-10T00:29:59.548314] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:59.549090] [DEBUG] [LOCAL     ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt
[2025-10-10T00:29:59.549167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:59.549240] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:59.549333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:59.549451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:59.567301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:59.567996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:59.568122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:59.568192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:59.601042] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:59.601129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:59.601169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:59.601220] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:59.604222] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-10-10T00:29:59.604488] [INFO ] [FORECASTER] Completed predict_future for CMBT
[2025-10-10T00:29:59.604625] [INFO ] [sig       ] CMBT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:29:59.749840] [INFO ] [LOCAL     ] Saved forecast: CMBT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMBT.txt
[2025-10-10T00:29:59.750156] [INFO ] [sig       ] [387/1690] Completed CMBT in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:29:59.750237] [INFO ] [sig       ] [388/1690] Forecasting CMCM...
[2025-10-10T00:29:59.750317] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-10-10T00:29:59.750399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-10-10T00:29:59.760838] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMCM'.
[2025-10-10T00:29:59.761293] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-10-10T00:29:59.791763] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:29:59.792605] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-10-10T00:29:59.792709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:29:59.792800] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:29:59.792886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:29:59.793015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:29:59.813246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:29:59.813999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:29:59.814134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:29:59.814223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:29:59.855267] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:29:59.855423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:29:59.855470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:29:59.855504] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:29:59.859469] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-10-10T00:29:59.859845] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-10-10T00:29:59.860075] [INFO ] [sig       ] CMCM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:00.023534] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMCM.txt
[2025-10-10T00:30:00.024006] [INFO ] [sig       ] [388/1690] Completed CMCM in 0.3s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:00.024103] [INFO ] [sig       ] [389/1690] Forecasting CMG...
[2025-10-10T00:30:00.024188] [INFO ] [sig       ] Generating forecast for: CMG
[2025-10-10T00:30:00.024283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-10-10T00:30:00.034183] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMG'.
[2025-10-10T00:30:00.034609] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-10-10T00:30:00.063636] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:00.064523] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-10-10T00:30:00.064605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:00.064700] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:00.064770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:00.064950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:00.082351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:00.083297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:00.083417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:00.083501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:00.118533] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:00.118763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:00.118827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:00.118864] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:00.122369] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-10-10T00:30:00.122692] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-10-10T00:30:00.122857] [INFO ] [sig       ] CMG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:00.264776] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMG.txt
[2025-10-10T00:30:00.265119] [INFO ] [sig       ] [389/1690] Completed CMG in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:00.265201] [INFO ] [sig       ] [390/1690] Forecasting CMI...
[2025-10-10T00:30:00.265272] [INFO ] [sig       ] Generating forecast for: CMI
[2025-10-10T00:30:00.265368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-10-10T00:30:00.274315] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMI'.
[2025-10-10T00:30:00.274686] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-10-10T00:30:00.299949] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:00.300707] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-10-10T00:30:00.300786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:00.300858] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:00.300925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:00.301024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:00.317996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:00.318579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:00.318708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:00.318777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:00.351910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:00.352034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:00.352075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:00.352108] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:00.355467] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-10-10T00:30:00.355823] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-10-10T00:30:00.355975] [INFO ] [sig       ] CMI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:00.496973] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CMI.txt
[2025-10-10T00:30:00.497254] [INFO ] [sig       ] [390/1690] Completed CMI in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:00.497335] [INFO ] [sig       ] [391/1690] Forecasting CMP...
[2025-10-10T00:30:00.497405] [INFO ] [sig       ] Generating forecast for: CMP
[2025-10-10T00:30:00.497475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-10-10T00:30:00.506059] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMP'.
[2025-10-10T00:30:00.506359] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-10-10T00:30:00.531511] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:00.532265] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-10-10T00:30:00.532343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:00.532414] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:00.532481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:00.532578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:00.549509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:00.550113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:00.550221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:00.550290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:00.585434] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:00.585531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:00.585571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:00.585604] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:00.588751] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-10-10T00:30:00.589027] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-10-10T00:30:00.589164] [INFO ] [sig       ] CMP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:00.730420] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMP.txt
[2025-10-10T00:30:00.730750] [INFO ] [sig       ] [391/1690] Completed CMP in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:00.730832] [INFO ] [sig       ] [392/1690] Forecasting CMPO...
[2025-10-10T00:30:00.730903] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-10-10T00:30:00.730972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-10-10T00:30:00.739626] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMPO'.
[2025-10-10T00:30:00.739942] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-10-10T00:30:00.765243] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:00.766048] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-10-10T00:30:00.766128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:00.766214] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:00.766295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:00.766420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:00.784130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:00.784894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:00.785007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:00.785096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:00.819435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:00.819534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:00.819577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:00.819611] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:00.822803] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-10-10T00:30:00.823086] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-10-10T00:30:00.823228] [INFO ] [sig       ] CMPO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:00.973946] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMPO.txt
[2025-10-10T00:30:00.974365] [INFO ] [sig       ] [392/1690] Completed CMPO in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:00.974457] [INFO ] [sig       ] [393/1690] Forecasting CMRE...
[2025-10-10T00:30:00.974528] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-10-10T00:30:00.974613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-10-10T00:30:00.984825] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMRE'.
[2025-10-10T00:30:00.985186] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-10-10T00:30:01.012364] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:01.013287] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-10-10T00:30:01.013369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:01.013443] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:01.013527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:01.013726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:01.031183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:01.032025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:01.032147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:01.032220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:01.070442] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:01.070705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:01.070778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:01.070816] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:01.074525] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-10-10T00:30:01.074871] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-10-10T00:30:01.075040] [INFO ] [sig       ] CMRE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:01.240113] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMRE.txt
[2025-10-10T00:30:01.240486] [INFO ] [sig       ] [393/1690] Completed CMRE in 0.3s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:01.240571] [INFO ] [sig       ] [394/1690] Forecasting CMSC...
[2025-10-10T00:30:01.240807] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-10-10T00:30:01.240888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-10-10T00:30:01.250445] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMSC'.
[2025-10-10T00:30:01.250871] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-10-10T00:30:01.276492] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:01.277283] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-10-10T00:30:01.277366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:01.277439] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:01.277509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:01.277608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:01.294679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:01.295264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:01.295372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:01.295442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:01.327584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:01.327720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:01.327779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:01.327833] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:01.330997] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-10-10T00:30:01.331276] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-10-10T00:30:01.331416] [INFO ] [sig       ] CMSC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:01.474853] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMSC.txt
[2025-10-10T00:30:01.475185] [INFO ] [sig       ] [394/1690] Completed CMSC in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:01.475266] [INFO ] [sig       ] [395/1690] Forecasting CMSD...
[2025-10-10T00:30:01.475358] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-10-10T00:30:01.475431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-10-10T00:30:01.485198] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMSD'.
[2025-10-10T00:30:01.485683] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-10-10T00:30:01.512174] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:01.513118] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-10-10T00:30:01.513201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:01.513275] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:01.513362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:01.513540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:01.531866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:01.532914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:01.533036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:01.533117] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:01.569977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:01.570263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:01.570318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:01.570353] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:01.574405] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-10-10T00:30:01.574822] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-10-10T00:30:01.574995] [INFO ] [sig       ] CMSD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:01.735253] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CMSD.txt
[2025-10-10T00:30:01.735572] [INFO ] [sig       ] [395/1690] Completed CMSD in 0.3s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:01.735728] [INFO ] [sig       ] [396/1690] Forecasting CMTG...
[2025-10-10T00:30:01.735812] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-10-10T00:30:01.735898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-10-10T00:30:01.745970] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMTG'.
[2025-10-10T00:30:01.746350] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-10-10T00:30:01.772756] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:01.773793] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-10-10T00:30:01.773887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:01.773961] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:01.774031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:01.774134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:01.791958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:01.793136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:01.793290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:01.793369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:01.869068] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:01.869300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:01.869385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:01.869446] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:01.874543] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-10-10T00:30:01.874946] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-10-10T00:30:01.875134] [INFO ] [sig       ] CMTG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:02.022131] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CMTG.txt
[2025-10-10T00:30:02.022435] [INFO ] [sig       ] [396/1690] Completed CMTG in 0.3s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:02.022513] [INFO ] [sig       ] [397/1690] Forecasting CMU...
[2025-10-10T00:30:02.022584] [INFO ] [sig       ] Generating forecast for: CMU
[2025-10-10T00:30:02.022680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-10-10T00:30:02.033320] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CMU'.
[2025-10-10T00:30:02.033637] [INFO ] [FORECASTER] Starting predict_future for CMU
[2025-10-10T00:30:02.060026] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:02.060957] [DEBUG] [LOCAL     ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt
[2025-10-10T00:30:02.061041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:02.061113] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:02.061180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:02.061277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:02.078620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:02.079490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:02.079616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:02.079739] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:02.110210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:02.110442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:02.110494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:02.110532] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:02.114781] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-10-10T00:30:02.115159] [INFO ] [FORECASTER] Completed predict_future for CMU
[2025-10-10T00:30:02.115316] [INFO ] [sig       ] CMU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:02.267358] [INFO ] [LOCAL     ] Saved forecast: CMU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CMU.txt
[2025-10-10T00:30:02.267799] [INFO ] [sig       ] [397/1690] Completed CMU in 0.2s | 4.02 sym/s | Total: 1.6m | ETA: 5.4m
[2025-10-10T00:30:02.267927] [INFO ] [sig       ] [398/1690] Forecasting CNA...
[2025-10-10T00:30:02.268026] [INFO ] [sig       ] Generating forecast for: CNA
[2025-10-10T00:30:02.268125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-10-10T00:30:02.277024] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNA'.
[2025-10-10T00:30:02.277360] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-10-10T00:30:02.303455] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:02.304370] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-10-10T00:30:02.304472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:02.304561] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:02.304716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:02.304854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:02.322267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:02.323107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:02.323239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:02.323332] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:02.353286] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:02.353486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:02.353536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:02.353570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:02.358237] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-10-10T00:30:02.358734] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-10-10T00:30:02.358955] [INFO ] [sig       ] CNA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:02.612147] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNA.txt
[2025-10-10T00:30:02.613157] [INFO ] [sig       ] [398/1690] Completed CNA in 0.3s | 4.02 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:02.613252] [INFO ] [sig       ] [399/1690] Forecasting CNC...
[2025-10-10T00:30:02.613300] [INFO ] [sig       ] Generating forecast for: CNC
[2025-10-10T00:30:02.613340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-10-10T00:30:02.630450] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNC'.
[2025-10-10T00:30:02.631199] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-10-10T00:30:02.667846] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:02.668860] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-10-10T00:30:02.668957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:02.669033] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:02.669102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:02.669221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:02.696259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:02.697638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:02.697822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:02.697937] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:02.742759] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:02.742989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:02.743041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:02.743077] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:02.746923] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-10-10T00:30:02.747273] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-10-10T00:30:02.747433] [INFO ] [sig       ] CNC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:02.956006] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNC.txt
[2025-10-10T00:30:02.956494] [INFO ] [sig       ] [399/1690] Completed CNC in 0.3s | 4.01 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:02.956592] [INFO ] [sig       ] [400/1690] Forecasting CNF...
[2025-10-10T00:30:02.956689] [INFO ] [sig       ] Generating forecast for: CNF
[2025-10-10T00:30:02.956766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-10-10T00:30:02.969385] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNF'.
[2025-10-10T00:30:02.970007] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-10-10T00:30:03.010849] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:03.012146] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-10-10T00:30:03.012245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:03.012294] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:03.012332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:03.012424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:03.038917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:03.040139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:03.040253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:03.040294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:03.086418] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:03.086713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:03.086806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:03.086871] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:03.092743] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-10-10T00:30:03.093332] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-10-10T00:30:03.093558] [INFO ] [sig       ] CNF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:03.288404] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNF.txt
[2025-10-10T00:30:03.288879] [INFO ] [sig       ] [400/1690] Completed CNF in 0.3s | 4.01 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:03.288969] [INFO ] [sig       ] [401/1690] Forecasting CNH...
[2025-10-10T00:30:03.289103] [INFO ] [sig       ] Generating forecast for: CNH
[2025-10-10T00:30:03.289178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'.
[2025-10-10T00:30:03.299481] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNH'.
[2025-10-10T00:30:03.300008] [INFO ] [FORECASTER] Starting predict_future for CNH
[2025-10-10T00:30:03.328586] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:03.329786] [DEBUG] [LOCAL     ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt
[2025-10-10T00:30:03.330603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:03.330719] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:03.330821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:03.330961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:03.349478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:03.350557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:03.350736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:03.350826] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:03.397537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:03.397800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:03.397870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:03.398037] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:03.402437] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-10-10T00:30:03.402867] [INFO ] [FORECASTER] Completed predict_future for CNH
[2025-10-10T00:30:03.403047] [INFO ] [sig       ] CNH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:03.676600] [INFO ] [LOCAL     ] Saved forecast: CNH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNH.txt
[2025-10-10T00:30:03.677001] [INFO ] [sig       ] [401/1690] Completed CNH in 0.4s | 4.00 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:03.677106] [INFO ] [sig       ] [402/1690] Forecasting CNI...
[2025-10-10T00:30:03.677196] [INFO ] [sig       ] Generating forecast for: CNI
[2025-10-10T00:30:03.677290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-10-10T00:30:03.686208] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNI'.
[2025-10-10T00:30:03.686728] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-10-10T00:30:03.712593] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:03.713446] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-10-10T00:30:03.713528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:03.713605] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:03.713700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:03.713813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:03.731427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:03.732084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:03.732198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:03.732254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:03.761903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:03.762028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:03.762072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:03.762106] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:03.765467] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-10-10T00:30:03.765993] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-10-10T00:30:03.766144] [INFO ] [sig       ] CNI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:03.909729] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNI.txt
[2025-10-10T00:30:03.910014] [INFO ] [sig       ] [402/1690] Completed CNI in 0.2s | 4.00 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:03.910099] [INFO ] [sig       ] [403/1690] Forecasting CNM...
[2025-10-10T00:30:03.910168] [INFO ] [sig       ] Generating forecast for: CNM
[2025-10-10T00:30:03.910246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-10-10T00:30:03.918372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNM'.
[2025-10-10T00:30:03.918719] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-10-10T00:30:03.943992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:03.944912] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-10-10T00:30:03.944992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:03.945063] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:03.945144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:03.945268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:03.962616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:03.963250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:03.963358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:03.963437] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:03.994701] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:03.994816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:03.994859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:03.994892] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:03.998087] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-10-10T00:30:03.998369] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-10-10T00:30:03.998505] [INFO ] [sig       ] CNM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:04.141295] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNM.txt
[2025-10-10T00:30:04.141523] [INFO ] [sig       ] [403/1690] Completed CNM in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:04.141615] [INFO ] [sig       ] [404/1690] Forecasting CNMD...
[2025-10-10T00:30:04.141745] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-10-10T00:30:04.141817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-10-10T00:30:04.151045] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNMD'.
[2025-10-10T00:30:04.151377] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-10-10T00:30:04.176833] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:04.177587] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-10-10T00:30:04.177689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:04.177761] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:04.177830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:04.177960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:04.195107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:04.195775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:04.195882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:04.195966] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:04.226580] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:04.226708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:04.226770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:04.226806] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:04.230023] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-10-10T00:30:04.230302] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-10-10T00:30:04.230437] [INFO ] [sig       ] CNMD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:04.373059] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNMD.txt
[2025-10-10T00:30:04.373291] [INFO ] [sig       ] [404/1690] Completed CNMD in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.4m
[2025-10-10T00:30:04.373399] [INFO ] [sig       ] [405/1690] Forecasting CNNE...
[2025-10-10T00:30:04.373461] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-10-10T00:30:04.373537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-10-10T00:30:04.381852] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNNE'.
[2025-10-10T00:30:04.382177] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-10-10T00:30:04.407526] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:04.408359] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-10-10T00:30:04.408439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:04.408525] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:04.408606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:04.408738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:04.426239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:04.426892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:04.426997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:04.427076] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:04.459106] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:04.459223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:04.459265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:04.459299] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:04.462571] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-10-10T00:30:04.462884] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-10-10T00:30:04.463031] [INFO ] [sig       ] CNNE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:04.606118] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNNE.txt
[2025-10-10T00:30:04.606373] [INFO ] [sig       ] [405/1690] Completed CNNE in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:04.606490] [INFO ] [sig       ] [406/1690] Forecasting CNO...
[2025-10-10T00:30:04.606574] [INFO ] [sig       ] Generating forecast for: CNO
[2025-10-10T00:30:04.606668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-10-10T00:30:04.615438] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNO'.
[2025-10-10T00:30:04.615833] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-10-10T00:30:04.642740] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:04.643674] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-10-10T00:30:04.643758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:04.643836] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:04.643923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:04.644105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:04.661380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:04.662035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:04.662147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:04.662218] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:04.700272] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:04.700367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:04.700409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:04.700444] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:04.703555] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-10-10T00:30:04.703866] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-10-10T00:30:04.704024] [INFO ] [sig       ] CNO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:04.845386] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNO.txt
[2025-10-10T00:30:04.845668] [INFO ] [sig       ] [406/1690] Completed CNO in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:04.845777] [INFO ] [sig       ] [407/1690] Forecasting CNP...
[2025-10-10T00:30:04.845930] [INFO ] [sig       ] Generating forecast for: CNP
[2025-10-10T00:30:04.846004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-10-10T00:30:04.854940] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNP'.
[2025-10-10T00:30:04.855234] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-10-10T00:30:04.880338] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:04.881102] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-10-10T00:30:04.881181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:04.881253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:04.881322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:04.881437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:04.898439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:04.899065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:04.899172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:04.899256] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:04.936339] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:04.936428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:04.936474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:04.936506] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:04.939638] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-10-10T00:30:04.939939] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-10-10T00:30:04.940087] [INFO ] [sig       ] CNP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:05.081505] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNP.txt
[2025-10-10T00:30:05.081809] [INFO ] [sig       ] [407/1690] Completed CNP in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:05.081885] [INFO ] [sig       ] [408/1690] Forecasting CNQ...
[2025-10-10T00:30:05.081952] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-10-10T00:30:05.082021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-10-10T00:30:05.091273] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNQ'.
[2025-10-10T00:30:05.091705] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-10-10T00:30:05.117426] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:05.118235] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-10-10T00:30:05.118315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:05.118389] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:05.118458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:05.118557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:05.135933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:05.136527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:05.136638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:05.136735] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:05.176040] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:05.176198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:05.176260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:05.176296] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:05.179776] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-10-10T00:30:05.180102] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-10-10T00:30:05.180251] [INFO ] [sig       ] CNQ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:05.323204] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNQ.txt
[2025-10-10T00:30:05.323513] [INFO ] [sig       ] [408/1690] Completed CNQ in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:05.323614] [INFO ] [sig       ] [409/1690] Forecasting CNS...
[2025-10-10T00:30:05.323705] [INFO ] [sig       ] Generating forecast for: CNS
[2025-10-10T00:30:05.323778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-10-10T00:30:05.332848] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNS'.
[2025-10-10T00:30:05.333186] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-10-10T00:30:05.358341] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:05.359100] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-10-10T00:30:05.359179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:05.359250] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:05.359319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:05.359446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:05.376405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:05.377099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:05.377207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:05.377286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:05.413083] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:05.413225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:05.413270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:05.413305] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:05.416755] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-10-10T00:30:05.417048] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-10-10T00:30:05.417192] [INFO ] [sig       ] CNS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:05.561995] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CNS.txt
[2025-10-10T00:30:05.562317] [INFO ] [sig       ] [409/1690] Completed CNS in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:05.562398] [INFO ] [sig       ] [410/1690] Forecasting CNX...
[2025-10-10T00:30:05.562486] [INFO ] [sig       ] Generating forecast for: CNX
[2025-10-10T00:30:05.562561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-10-10T00:30:05.571990] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CNX'.
[2025-10-10T00:30:05.572275] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-10-10T00:30:05.597199] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:05.598063] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-10-10T00:30:05.598143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:05.598215] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:05.598298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:05.598446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:05.615512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:05.616122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:05.616242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:05.616322] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:05.657757] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:05.657845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:05.657885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:05.657975] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:05.661079] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2025-10-10T00:30:05.661350] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-10-10T00:30:05.661492] [INFO ] [sig       ] CNX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:05.803270] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CNX.txt
[2025-10-10T00:30:05.803517] [INFO ] [sig       ] [410/1690] Completed CNX in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:05.803626] [INFO ] [sig       ] [411/1690] Forecasting CODI...
[2025-10-10T00:30:05.803712] [INFO ] [sig       ] Generating forecast for: CODI
[2025-10-10T00:30:05.803760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-10-10T00:30:05.812268] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CODI'.
[2025-10-10T00:30:05.812588] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-10-10T00:30:05.837989] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:05.838768] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-10-10T00:30:05.838846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:05.838916] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:05.839000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:05.839142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:05.856100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:05.856741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:05.856845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:05.856911] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:05.898796] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:05.899036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:05.899088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:05.899124] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:05.902972] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-10-10T00:30:05.903286] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-10-10T00:30:05.903444] [INFO ] [sig       ] CODI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:06.046140] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CODI.txt
[2025-10-10T00:30:06.046443] [INFO ] [sig       ] [411/1690] Completed CODI in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:06.046544] [INFO ] [sig       ] [412/1690] Forecasting COF...
[2025-10-10T00:30:06.046621] [INFO ] [sig       ] Generating forecast for: COF
[2025-10-10T00:30:06.046745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-10-10T00:30:06.056936] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COF'.
[2025-10-10T00:30:06.057248] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-10-10T00:30:06.082526] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:06.083299] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-10-10T00:30:06.083379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:06.083453] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:06.083525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:06.083624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:06.100711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:06.101319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:06.101427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:06.101498] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:06.137378] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:06.137479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:06.137519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:06.137552] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:06.140705] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-10-10T00:30:06.140986] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-10-10T00:30:06.141137] [INFO ] [sig       ] COF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:06.283825] [INFO ] [LOCAL     ] Saved forecast: COF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/COF.txt
[2025-10-10T00:30:06.284138] [INFO ] [sig       ] [412/1690] Completed COF in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:06.284227] [INFO ] [sig       ] [413/1690] Forecasting COHR...
[2025-10-10T00:30:06.284299] [INFO ] [sig       ] Generating forecast for: COHR
[2025-10-10T00:30:06.284369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-10-10T00:30:06.293336] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COHR'.
[2025-10-10T00:30:06.293625] [INFO ] [FORECASTER] Starting predict_future for COHR
[2025-10-10T00:30:06.318808] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:06.319574] [DEBUG] [LOCAL     ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt
[2025-10-10T00:30:06.319677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:06.319753] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:06.319823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:06.319941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:06.337044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:06.337612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:06.337742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:06.337813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:06.379597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:06.379732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:06.379792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:06.379826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:06.382945] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-10-10T00:30:06.383223] [INFO ] [FORECASTER] Completed predict_future for COHR
[2025-10-10T00:30:06.383365] [INFO ] [sig       ] COHR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:06.525055] [INFO ] [LOCAL     ] Saved forecast: COHR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/COHR.txt
[2025-10-10T00:30:06.525322] [INFO ] [sig       ] [413/1690] Completed COHR in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:06.525421] [INFO ] [sig       ] [414/1690] Forecasting COLD...
[2025-10-10T00:30:06.525478] [INFO ] [sig       ] Generating forecast for: COLD
[2025-10-10T00:30:06.525549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-10-10T00:30:06.534870] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COLD'.
[2025-10-10T00:30:06.535173] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-10-10T00:30:06.560378] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:06.561181] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-10-10T00:30:06.561261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:06.561333] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:06.561415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:06.561556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:06.578714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:06.579352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:06.579462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:06.579548] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:06.613161] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:06.613256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:06.613298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:06.613330] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:06.616456] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-10-10T00:30:06.616779] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-10-10T00:30:06.616936] [INFO ] [sig       ] COLD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:06.758732] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/COLD.txt
[2025-10-10T00:30:06.758971] [INFO ] [sig       ] [414/1690] Completed COLD in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:06.759100] [INFO ] [sig       ] [415/1690] Forecasting COMP...
[2025-10-10T00:30:06.759185] [INFO ] [sig       ] Generating forecast for: COMP
[2025-10-10T00:30:06.759257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-10-10T00:30:06.768295] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COMP'.
[2025-10-10T00:30:06.768612] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-10-10T00:30:06.794636] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:06.795419] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-10-10T00:30:06.795499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:06.795570] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:06.795671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:06.795790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:06.813422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:06.814064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:06.814176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:06.814255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:06.848060] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:06.848158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:06.848199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:06.848232] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:06.851427] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-10-10T00:30:06.851780] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-10-10T00:30:06.851937] [INFO ] [sig       ] COMP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:06.996548] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/COMP.txt
[2025-10-10T00:30:06.996841] [INFO ] [sig       ] [415/1690] Completed COMP in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:06.996938] [INFO ] [sig       ] [416/1690] Forecasting CON...
[2025-10-10T00:30:06.997011] [INFO ] [sig       ] Generating forecast for: CON
[2025-10-10T00:30:06.997080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'.
[2025-10-10T00:30:07.006340] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CON'.
[2025-10-10T00:30:07.006688] [INFO ] [FORECASTER] Starting predict_future for CON
[2025-10-10T00:30:07.032228] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:07.033091] [DEBUG] [LOCAL     ] No optimal features file found for CON: ./output/feature-sets/CON.txt
[2025-10-10T00:30:07.033173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:07.033221] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:07.033285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:07.033410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:07.052511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:07.053177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:07.053302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:07.053378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:07.089734] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:07.089869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:07.089912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:07.089945] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:07.093183] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-10-10T00:30:07.093473] [INFO ] [FORECASTER] Completed predict_future for CON
[2025-10-10T00:30:07.093619] [INFO ] [sig       ] CON: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:07.235450] [INFO ] [LOCAL     ] Saved forecast: CON	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CON.txt
[2025-10-10T00:30:07.235807] [INFO ] [sig       ] [416/1690] Completed CON in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:07.235892] [INFO ] [sig       ] [417/1690] Forecasting COOK...
[2025-10-10T00:30:07.235962] [INFO ] [sig       ] Generating forecast for: COOK
[2025-10-10T00:30:07.236033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-10-10T00:30:07.245056] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COOK'.
[2025-10-10T00:30:07.245357] [INFO ] [FORECASTER] Starting predict_future for COOK
[2025-10-10T00:30:07.270475] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:07.271253] [DEBUG] [LOCAL     ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt
[2025-10-10T00:30:07.271334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:07.271407] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:07.271490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:07.271616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:07.288623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:07.289239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:07.289364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:07.289449] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:07.325510] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:07.325607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:07.325675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:07.325737] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:07.328896] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-10-10T00:30:07.329172] [INFO ] [FORECASTER] Completed predict_future for COOK
[2025-10-10T00:30:07.329307] [INFO ] [sig       ] COOK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:07.470686] [INFO ] [LOCAL     ] Saved forecast: COOK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/COOK.txt
[2025-10-10T00:30:07.470933] [INFO ] [sig       ] [417/1690] Completed COOK in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:07.471029] [INFO ] [sig       ] [418/1690] Forecasting COP...
[2025-10-10T00:30:07.471108] [INFO ] [sig       ] Generating forecast for: COP
[2025-10-10T00:30:07.471180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-10-10T00:30:07.479924] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COP'.
[2025-10-10T00:30:07.480228] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-10-10T00:30:07.505677] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:07.506414] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-10-10T00:30:07.506495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:07.506567] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:07.506669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:07.506786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:07.523961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:07.524561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:07.524691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:07.524775] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:07.560617] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:07.560740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:07.560788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:07.560821] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:07.563890] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-10-10T00:30:07.564164] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-10-10T00:30:07.564300] [INFO ] [sig       ] COP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:07.708893] [INFO ] [LOCAL     ] Saved forecast: COP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/COP.txt
[2025-10-10T00:30:07.709151] [INFO ] [sig       ] [418/1690] Completed COP in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:07.709271] [INFO ] [sig       ] [419/1690] Forecasting COR...
[2025-10-10T00:30:07.709346] [INFO ] [sig       ] Generating forecast for: COR
[2025-10-10T00:30:07.709430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'.
[2025-10-10T00:30:07.718425] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COR'.
[2025-10-10T00:30:07.718757] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-10-10T00:30:07.744096] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:07.744950] [DEBUG] [LOCAL     ] No optimal features file found for COR: ./output/feature-sets/COR.txt
[2025-10-10T00:30:07.745044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:07.745128] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:07.745214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:07.745326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:07.762786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:07.763447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:07.763555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:07.763671] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:07.798523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:07.798678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:07.798745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:07.798782] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:07.802019] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: DOWN (p=24.83%)
[2025-10-10T00:30:07.802310] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-10-10T00:30:07.802449] [INFO ] [sig       ] COR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:07.949873] [INFO ] [LOCAL     ] Saved forecast: COR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/COR.txt
[2025-10-10T00:30:07.950190] [INFO ] [sig       ] [419/1690] Completed COR in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:07.950270] [INFO ] [sig       ] [420/1690] Forecasting COTY...
[2025-10-10T00:30:07.950355] [INFO ] [sig       ] Generating forecast for: COTY
[2025-10-10T00:30:07.950440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-10-10T00:30:07.959387] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COTY'.
[2025-10-10T00:30:07.959779] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-10-10T00:30:07.985308] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:07.986134] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-10-10T00:30:07.986212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:07.986284] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:07.986353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:07.986522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:08.004062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:08.004714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:08.004822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:08.004910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:08.038751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:08.038870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:08.038912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:08.038945] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:08.042205] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-10-10T00:30:08.042501] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-10-10T00:30:08.042669] [INFO ] [sig       ] COTY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:08.193270] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/COTY.txt
[2025-10-10T00:30:08.193582] [INFO ] [sig       ] [420/1690] Completed COTY in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:08.193685] [INFO ] [sig       ] [421/1690] Forecasting COUR...
[2025-10-10T00:30:08.193779] [INFO ] [sig       ] Generating forecast for: COUR
[2025-10-10T00:30:08.193866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'.
[2025-10-10T00:30:08.202636] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'COUR'.
[2025-10-10T00:30:08.202971] [INFO ] [FORECASTER] Starting predict_future for COUR
[2025-10-10T00:30:08.228797] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:08.229629] [DEBUG] [LOCAL     ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt
[2025-10-10T00:30:08.229734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:08.229825] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:08.229910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:08.230029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:08.247299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:08.247989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:08.248101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:08.248201] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:08.287156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:08.287264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:08.287306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:08.287338] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:08.290735] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-10-10T00:30:08.291026] [INFO ] [FORECASTER] Completed predict_future for COUR
[2025-10-10T00:30:08.291168] [INFO ] [sig       ] COUR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:08.438053] [INFO ] [LOCAL     ] Saved forecast: COUR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/COUR.txt
[2025-10-10T00:30:08.438310] [INFO ] [sig       ] [421/1690] Completed COUR in 0.2s | 4.01 sym/s | Total: 1.7m | ETA: 5.3m
[2025-10-10T00:30:08.438410] [INFO ] [sig       ] [422/1690] Forecasting CP...
[2025-10-10T00:30:08.438556] [INFO ] [sig       ] Generating forecast for: CP
[2025-10-10T00:30:08.438629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-10-10T00:30:08.448597] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CP'.
[2025-10-10T00:30:08.449083] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-10-10T00:30:08.477480] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:08.478452] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-10-10T00:30:08.478537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:08.478627] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:08.478741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:08.478870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:08.496907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:08.497752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:08.497871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:08.497985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:08.536112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:08.536300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:08.536349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:08.536384] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:08.540223] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=38.42%)
[2025-10-10T00:30:08.540561] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-10-10T00:30:08.540769] [INFO ] [sig       ] CP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:08.691510] [INFO ] [LOCAL     ] Saved forecast: CP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CP.txt
[2025-10-10T00:30:08.691944] [INFO ] [sig       ] [422/1690] Completed CP in 0.3s | 4.01 sym/s | Total: 1.8m | ETA: 5.3m
[2025-10-10T00:30:08.692052] [INFO ] [sig       ] [423/1690] Forecasting CPA...
[2025-10-10T00:30:08.692125] [INFO ] [sig       ] Generating forecast for: CPA
[2025-10-10T00:30:08.692214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-10-10T00:30:08.704465] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPA'.
[2025-10-10T00:30:08.705101] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-10-10T00:30:08.738986] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:08.739894] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-10-10T00:30:08.739975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:08.740048] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:08.740117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:08.740219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:08.757428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:08.758394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:08.758516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:08.758587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:08.797231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:08.797463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:08.797513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:08.797547] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:08.801402] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-10-10T00:30:08.801812] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-10-10T00:30:08.801987] [INFO ] [sig       ] CPA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:08.948085] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CPA.txt
[2025-10-10T00:30:08.948440] [INFO ] [sig       ] [423/1690] Completed CPA in 0.3s | 4.01 sym/s | Total: 1.8m | ETA: 5.3m
[2025-10-10T00:30:08.948523] [INFO ] [sig       ] [424/1690] Forecasting CPAY...
[2025-10-10T00:30:08.948607] [INFO ] [sig       ] Generating forecast for: CPAY
[2025-10-10T00:30:08.948717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'.
[2025-10-10T00:30:08.957344] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPAY'.
[2025-10-10T00:30:08.957709] [INFO ] [FORECASTER] Starting predict_future for CPAY
[2025-10-10T00:30:08.983416] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:08.984295] [DEBUG] [LOCAL     ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt
[2025-10-10T00:30:08.984376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:08.984450] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:08.984541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:08.984680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:09.001932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:09.002578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:09.002728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:09.002817] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:09.039063] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:09.039286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:09.039336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:09.039373] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:09.043032] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-10-10T00:30:09.043359] [INFO ] [FORECASTER] Completed predict_future for CPAY
[2025-10-10T00:30:09.043505] [INFO ] [sig       ] CPAY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:09.187751] [INFO ] [LOCAL     ] Saved forecast: CPAY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CPAY.txt
[2025-10-10T00:30:09.188136] [INFO ] [sig       ] [424/1690] Completed CPAY in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.3m
[2025-10-10T00:30:09.188240] [INFO ] [sig       ] [425/1690] Forecasting CPF...
[2025-10-10T00:30:09.188291] [INFO ] [sig       ] Generating forecast for: CPF
[2025-10-10T00:30:09.188331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-10-10T00:30:09.198062] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPF'.
[2025-10-10T00:30:09.198465] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-10-10T00:30:09.223701] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:09.224515] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-10-10T00:30:09.224596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:09.224691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:09.224759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:09.224860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:09.242039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:09.242634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:09.242767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:09.242834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:09.280947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:09.281087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:09.281129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:09.281161] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:09.284456] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-10-10T00:30:09.284792] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-10-10T00:30:09.284949] [INFO ] [sig       ] CPF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:09.425914] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CPF.txt
[2025-10-10T00:30:09.426225] [INFO ] [sig       ] [425/1690] Completed CPF in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.3m
[2025-10-10T00:30:09.426307] [INFO ] [sig       ] [426/1690] Forecasting CPK...
[2025-10-10T00:30:09.426378] [INFO ] [sig       ] Generating forecast for: CPK
[2025-10-10T00:30:09.426452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-10-10T00:30:09.435806] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPK'.
[2025-10-10T00:30:09.436127] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-10-10T00:30:09.461243] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:09.462050] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-10-10T00:30:09.462144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:09.462230] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:09.462313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:09.462429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:09.479663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:09.480337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:09.480450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:09.480535] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:09.515895] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:09.516059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:09.516105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:09.516139] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:09.519732] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-10-10T00:30:09.520043] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-10-10T00:30:09.520197] [INFO ] [sig       ] CPK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:09.662684] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CPK.txt
[2025-10-10T00:30:09.663002] [INFO ] [sig       ] [426/1690] Completed CPK in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:09.663104] [INFO ] [sig       ] [427/1690] Forecasting CPNG...
[2025-10-10T00:30:09.663188] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-10-10T00:30:09.663272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-10-10T00:30:09.672522] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPNG'.
[2025-10-10T00:30:09.672905] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-10-10T00:30:09.699608] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:09.700423] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-10-10T00:30:09.700504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:09.700576] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:09.700667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:09.700772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:09.718335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:09.719364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:09.719484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:09.719568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:09.757619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:09.757876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:09.757965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:09.758010] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:09.761790] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-10-10T00:30:09.762230] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-10-10T00:30:09.762397] [INFO ] [sig       ] CPNG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:09.912354] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CPNG.txt
[2025-10-10T00:30:09.912620] [INFO ] [sig       ] [427/1690] Completed CPNG in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:09.912767] [INFO ] [sig       ] [428/1690] Forecasting CPS...
[2025-10-10T00:30:09.912838] [INFO ] [sig       ] Generating forecast for: CPS
[2025-10-10T00:30:09.912918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-10-10T00:30:09.921264] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPS'.
[2025-10-10T00:30:09.921593] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-10-10T00:30:09.946918] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:09.947735] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-10-10T00:30:09.947813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:09.947885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:09.947996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:09.948101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:09.965782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:09.966855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:09.966974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:09.967045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:10.004489] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:10.004586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:10.004628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:10.004701] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:10.007856] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-10-10T00:30:10.008207] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-10-10T00:30:10.008355] [INFO ] [sig       ] CPS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:10.150436] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CPS.txt
[2025-10-10T00:30:10.150742] [INFO ] [sig       ] [428/1690] Completed CPS in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:10.150826] [INFO ] [sig       ] [429/1690] Forecasting CPT...
[2025-10-10T00:30:10.150897] [INFO ] [sig       ] Generating forecast for: CPT
[2025-10-10T00:30:10.150967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-10-10T00:30:10.161075] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CPT'.
[2025-10-10T00:30:10.161517] [INFO ] [FORECASTER] Starting predict_future for CPT
[2025-10-10T00:30:10.187996] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:10.188829] [DEBUG] [LOCAL     ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt
[2025-10-10T00:30:10.188910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:10.188983] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:10.189082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:10.189212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:10.207017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:10.207703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:10.207816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:10.207928] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:10.242418] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:10.242527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:10.242572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:10.242605] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:10.245872] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: DOWN (p=25.54%)
[2025-10-10T00:30:10.246180] [INFO ] [FORECASTER] Completed predict_future for CPT
[2025-10-10T00:30:10.246320] [INFO ] [sig       ] CPT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:10.396796] [INFO ] [LOCAL     ] Saved forecast: CPT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CPT.txt
[2025-10-10T00:30:10.397134] [INFO ] [sig       ] [429/1690] Completed CPT in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:10.397218] [INFO ] [sig       ] [430/1690] Forecasting CQP...
[2025-10-10T00:30:10.397290] [INFO ] [sig       ] Generating forecast for: CQP
[2025-10-10T00:30:10.397360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-10-10T00:30:10.406177] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CQP'.
[2025-10-10T00:30:10.406491] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-10-10T00:30:10.431834] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:10.432588] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-10-10T00:30:10.432689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:10.432774] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:10.432856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:10.432972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:10.450140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:10.450796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:10.450903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:10.450983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:10.488612] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:10.488859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:10.488913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:10.488948] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:10.492699] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-10-10T00:30:10.493100] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-10-10T00:30:10.493268] [INFO ] [sig       ] CQP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:10.641599] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CQP.txt
[2025-10-10T00:30:10.641915] [INFO ] [sig       ] [430/1690] Completed CQP in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:10.641999] [INFO ] [sig       ] [431/1690] Forecasting CR...
[2025-10-10T00:30:10.642069] [INFO ] [sig       ] Generating forecast for: CR
[2025-10-10T00:30:10.642139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-10-10T00:30:10.651920] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CR'.
[2025-10-10T00:30:10.652306] [INFO ] [FORECASTER] Starting predict_future for CR
[2025-10-10T00:30:10.677472] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:10.678286] [DEBUG] [LOCAL     ] No optimal features file found for CR: ./output/feature-sets/CR.txt
[2025-10-10T00:30:10.678364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:10.678436] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:10.678503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:10.678603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:10.695698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:10.696269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:10.696375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:10.696457] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:10.737150] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:10.737247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:10.737288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:10.737320] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:10.740445] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-10-10T00:30:10.740766] [INFO ] [FORECASTER] Completed predict_future for CR
[2025-10-10T00:30:10.740932] [INFO ] [sig       ] CR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:10.882768] [INFO ] [LOCAL     ] Saved forecast: CR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CR.txt
[2025-10-10T00:30:10.883037] [INFO ] [sig       ] [431/1690] Completed CR in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:10.883147] [INFO ] [sig       ] [432/1690] Forecasting CRBD...
[2025-10-10T00:30:10.883230] [INFO ] [sig       ] Generating forecast for: CRBD
[2025-10-10T00:30:10.883318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'.
[2025-10-10T00:30:10.892907] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRBD'.
[2025-10-10T00:30:10.893272] [INFO ] [FORECASTER] Starting predict_future for CRBD
[2025-10-10T00:30:10.918789] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:10.919489] [DEBUG] [LOCAL     ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt
[2025-10-10T00:30:10.919569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:10.919665] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:10.919737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:10.919838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:10.936862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:10.937494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:10.937611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:10.937706] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:10.974895] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:10.974992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:10.975032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:10.975064] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:10.978159] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-10-10T00:30:10.978436] [INFO ] [FORECASTER] Completed predict_future for CRBD
[2025-10-10T00:30:10.978578] [INFO ] [sig       ] CRBD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:11.124344] [INFO ] [LOCAL     ] Saved forecast: CRBD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRBD.txt
[2025-10-10T00:30:11.124617] [INFO ] [sig       ] [432/1690] Completed CRBD in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:11.124747] [INFO ] [sig       ] [433/1690] Forecasting CRBG...
[2025-10-10T00:30:11.124817] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-10-10T00:30:11.124891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-10-10T00:30:11.134067] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRBG'.
[2025-10-10T00:30:11.134413] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-10-10T00:30:11.159849] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:11.160546] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-10-10T00:30:11.160636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:11.160731] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:11.160799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:11.160896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:11.177820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:11.178416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:11.178527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:11.178597] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:11.220464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:11.220579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:11.220623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:11.220692] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:11.224310] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-10-10T00:30:11.224603] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-10-10T00:30:11.224779] [INFO ] [sig       ] CRBG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:11.366596] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRBG.txt
[2025-10-10T00:30:11.366906] [INFO ] [sig       ] [433/1690] Completed CRBG in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:11.367007] [INFO ] [sig       ] [434/1690] Forecasting CRC...
[2025-10-10T00:30:11.367080] [INFO ] [sig       ] Generating forecast for: CRC
[2025-10-10T00:30:11.367192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-10-10T00:30:11.376476] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRC'.
[2025-10-10T00:30:11.376791] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-10-10T00:30:11.402201] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:11.403014] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-10-10T00:30:11.403092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:11.403162] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:11.403242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:11.403358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:11.420424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:11.421057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:11.421172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:11.421241] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:11.456684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:11.456773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:11.456813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:11.456845] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:11.459934] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-10-10T00:30:11.460206] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-10-10T00:30:11.460345] [INFO ] [sig       ] CRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:11.601793] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRC.txt
[2025-10-10T00:30:11.602073] [INFO ] [sig       ] [434/1690] Completed CRC in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:11.602170] [INFO ] [sig       ] [435/1690] Forecasting CRGY...
[2025-10-10T00:30:11.602255] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-10-10T00:30:11.602341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-10-10T00:30:11.612239] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRGY'.
[2025-10-10T00:30:11.612716] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-10-10T00:30:11.638875] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:11.639703] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-10-10T00:30:11.639782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:11.639869] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:11.639950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:11.640077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:11.657923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:11.658607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:11.658765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:11.658843] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:11.701306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:11.701517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:11.701568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:11.701602] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:11.706160] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-10-10T00:30:11.706573] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-10-10T00:30:11.706786] [INFO ] [sig       ] CRGY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:11.892522] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRGY.txt
[2025-10-10T00:30:11.892942] [INFO ] [sig       ] [435/1690] Completed CRGY in 0.3s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:11.893028] [INFO ] [sig       ] [436/1690] Forecasting CRH...
[2025-10-10T00:30:11.893135] [INFO ] [sig       ] Generating forecast for: CRH
[2025-10-10T00:30:11.893216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-10-10T00:30:11.902837] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRH'.
[2025-10-10T00:30:11.903223] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-10-10T00:30:11.928507] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:11.929317] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-10-10T00:30:11.929397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:11.929483] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:11.929567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:11.929720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:11.946813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:11.947406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:11.947514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:11.947598] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:11.984982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:11.985085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:11.985126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:11.985158] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:11.988239] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-10-10T00:30:11.988511] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-10-10T00:30:11.988709] [INFO ] [sig       ] CRH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:12.130970] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRH.txt
[2025-10-10T00:30:12.131224] [INFO ] [sig       ] [436/1690] Completed CRH in 0.2s | 4.01 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:12.131329] [INFO ] [sig       ] [437/1690] Forecasting CRI...
[2025-10-10T00:30:12.131398] [INFO ] [sig       ] Generating forecast for: CRI
[2025-10-10T00:30:12.131469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-10-10T00:30:12.140364] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRI'.
[2025-10-10T00:30:12.140674] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-10-10T00:30:12.165696] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:12.166394] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-10-10T00:30:12.166473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:12.166614] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:12.166699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:12.166817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:12.184145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:12.184763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:12.184870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:12.184939] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:12.218300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:12.218393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:12.218433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:12.218466] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:12.221867] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-10-10T00:30:12.222138] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-10-10T00:30:12.222281] [INFO ] [sig       ] CRI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:12.364255] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRI.txt
[2025-10-10T00:30:12.364535] [INFO ] [sig       ] [437/1690] Completed CRI in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:12.364616] [INFO ] [sig       ] [438/1690] Forecasting CRK...
[2025-10-10T00:30:12.364757] [INFO ] [sig       ] Generating forecast for: CRK
[2025-10-10T00:30:12.364836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-10-10T00:30:12.374780] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRK'.
[2025-10-10T00:30:12.375147] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-10-10T00:30:12.401391] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:12.402327] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-10-10T00:30:12.402409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:12.402493] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:12.402577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:12.402696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:12.419872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:12.420495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:12.420612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:12.420714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:12.456266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:12.456451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:12.456498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:12.456531] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:12.460186] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-10-10T00:30:12.460506] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-10-10T00:30:12.460671] [INFO ] [sig       ] CRK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:12.604965] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRK.txt
[2025-10-10T00:30:12.605340] [INFO ] [sig       ] [438/1690] Completed CRK in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:12.605423] [INFO ] [sig       ] [439/1690] Forecasting CRL...
[2025-10-10T00:30:12.605494] [INFO ] [sig       ] Generating forecast for: CRL
[2025-10-10T00:30:12.605564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-10-10T00:30:12.615197] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRL'.
[2025-10-10T00:30:12.615544] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-10-10T00:30:12.642976] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:12.643873] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-10-10T00:30:12.643952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:12.644026] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:12.644118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:12.644271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:12.662016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:12.662812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:12.662929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:12.663012] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:12.696819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:12.697008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:12.697055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:12.697089] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:12.700721] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-10-10T00:30:12.701034] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-10-10T00:30:12.701183] [INFO ] [sig       ] CRL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:12.851583] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CRL.txt
[2025-10-10T00:30:12.851969] [INFO ] [sig       ] [439/1690] Completed CRL in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:12.852051] [INFO ] [sig       ] [440/1690] Forecasting CRM...
[2025-10-10T00:30:12.852127] [INFO ] [sig       ] Generating forecast for: CRM
[2025-10-10T00:30:12.852205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-10-10T00:30:12.861932] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRM'.
[2025-10-10T00:30:12.862280] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-10-10T00:30:12.887529] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:12.888332] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-10-10T00:30:12.888411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:12.888499] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:12.888591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:12.888723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:12.905636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:12.906251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:12.906361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:12.906427] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:12.940246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:12.940341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:12.940382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:12.940415] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:12.943669] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-10-10T00:30:12.943949] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-10-10T00:30:12.944082] [INFO ] [sig       ] CRM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:13.085524] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRM.txt
[2025-10-10T00:30:13.085805] [INFO ] [sig       ] [440/1690] Completed CRM in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:13.085929] [INFO ] [sig       ] [441/1690] Forecasting CRS...
[2025-10-10T00:30:13.086015] [INFO ] [sig       ] Generating forecast for: CRS
[2025-10-10T00:30:13.086088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-10-10T00:30:13.095883] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRS'.
[2025-10-10T00:30:13.096410] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-10-10T00:30:13.126920] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:13.127907] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-10-10T00:30:13.127994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:13.128081] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:13.128163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:13.128289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:13.145560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:13.146550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:13.146692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:13.146778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:13.183014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:13.183257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:13.183309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:13.183343] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:13.187099] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-10-10T00:30:13.187404] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-10-10T00:30:13.187560] [INFO ] [sig       ] CRS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:13.334252] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CRS.txt
[2025-10-10T00:30:13.334667] [INFO ] [sig       ] [441/1690] Completed CRS in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:13.334752] [INFO ] [sig       ] [442/1690] Forecasting CRT...
[2025-10-10T00:30:13.334823] [INFO ] [sig       ] Generating forecast for: CRT
[2025-10-10T00:30:13.334895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-10-10T00:30:13.344198] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CRT'.
[2025-10-10T00:30:13.344548] [INFO ] [FORECASTER] Starting predict_future for CRT
[2025-10-10T00:30:13.370252] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:13.371152] [DEBUG] [LOCAL     ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt
[2025-10-10T00:30:13.371234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:13.371309] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:13.371379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:13.371482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:13.389718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:13.390764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:13.390881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:13.390952] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:13.427103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:13.427204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:13.427246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:13.427279] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:13.430440] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-10-10T00:30:13.430763] [INFO ] [FORECASTER] Completed predict_future for CRT
[2025-10-10T00:30:13.430930] [INFO ] [sig       ] CRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:13.572509] [INFO ] [LOCAL     ] Saved forecast: CRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CRT.txt
[2025-10-10T00:30:13.572845] [INFO ] [sig       ] [442/1690] Completed CRT in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:13.572926] [INFO ] [sig       ] [443/1690] Forecasting CSAN...
[2025-10-10T00:30:13.572997] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-10-10T00:30:13.573068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-10-10T00:30:13.581724] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CSAN'.
[2025-10-10T00:30:13.582018] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-10-10T00:30:13.607314] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:13.608183] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-10-10T00:30:13.608263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:13.608342] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:13.608410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:13.608509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:13.625595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:13.626193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:13.626302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:13.626371] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:13.662163] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:13.662259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:13.662300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:13.662332] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:13.665419] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-10-10T00:30:13.665722] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-10-10T00:30:13.665879] [INFO ] [sig       ] CSAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:13.807158] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CSAN.txt
[2025-10-10T00:30:13.807456] [INFO ] [sig       ] [443/1690] Completed CSAN in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:13.807538] [INFO ] [sig       ] [444/1690] Forecasting CSL...
[2025-10-10T00:30:13.807609] [INFO ] [sig       ] Generating forecast for: CSL
[2025-10-10T00:30:13.807686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'.
[2025-10-10T00:30:13.816704] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CSL'.
[2025-10-10T00:30:13.816996] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-10-10T00:30:13.842496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:13.843420] [DEBUG] [LOCAL     ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt
[2025-10-10T00:30:13.843502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:13.843575] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:13.843679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:13.843871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:13.861487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:13.862573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:13.862748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:13.862823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:13.900127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:13.900344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:13.900395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:13.900430] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:13.904020] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-10-10T00:30:13.904318] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-10-10T00:30:13.904466] [INFO ] [sig       ] CSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:14.047548] [INFO ] [LOCAL     ] Saved forecast: CSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CSL.txt
[2025-10-10T00:30:14.047982] [INFO ] [sig       ] [444/1690] Completed CSL in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:14.048065] [INFO ] [sig       ] [445/1690] Forecasting CSR...
[2025-10-10T00:30:14.048134] [INFO ] [sig       ] Generating forecast for: CSR
[2025-10-10T00:30:14.048222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'.
[2025-10-10T00:30:14.057012] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CSR'.
[2025-10-10T00:30:14.057442] [INFO ] [FORECASTER] Starting predict_future for CSR
[2025-10-10T00:30:14.083789] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:14.084671] [DEBUG] [LOCAL     ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt
[2025-10-10T00:30:14.084753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:14.084833] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:14.084915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:14.085039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:14.102373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:14.103188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:14.103308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:14.103392] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:14.142914] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:14.143108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:14.143153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:14.143187] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:14.146528] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-10-10T00:30:14.146852] [INFO ] [FORECASTER] Completed predict_future for CSR
[2025-10-10T00:30:14.147008] [INFO ] [sig       ] CSR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:14.289976] [INFO ] [LOCAL     ] Saved forecast: CSR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CSR.txt
[2025-10-10T00:30:14.290277] [INFO ] [sig       ] [445/1690] Completed CSR in 0.2s | 4.02 sym/s | Total: 1.8m | ETA: 5.2m
[2025-10-10T00:30:14.290347] [INFO ] [sig       ] [446/1690] Forecasting CSTM...
[2025-10-10T00:30:14.290390] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-10-10T00:30:14.290460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-10-10T00:30:14.300397] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CSTM'.
[2025-10-10T00:30:14.300750] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-10-10T00:30:14.326620] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:14.327391] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-10-10T00:30:14.327469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:14.327541] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:14.327609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:14.327736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:14.344883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:14.345477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:14.345582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:14.345675] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:14.379581] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:14.379705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:14.379764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:14.379799] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:14.382881] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-10-10T00:30:14.383160] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-10-10T00:30:14.383294] [INFO ] [sig       ] CSTM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:14.529485] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CSTM.txt
[2025-10-10T00:30:14.529956] [INFO ] [sig       ] [446/1690] Completed CSTM in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.2m
[2025-10-10T00:30:14.530046] [INFO ] [sig       ] [447/1690] Forecasting CSV...
[2025-10-10T00:30:14.530120] [INFO ] [sig       ] Generating forecast for: CSV
[2025-10-10T00:30:14.530194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-10-10T00:30:14.539671] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CSV'.
[2025-10-10T00:30:14.539988] [INFO ] [FORECASTER] Starting predict_future for CSV
[2025-10-10T00:30:14.565870] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:14.566669] [DEBUG] [LOCAL     ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt
[2025-10-10T00:30:14.566750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:14.566841] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:14.566910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:14.567011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:14.584390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:14.585160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:14.585281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:14.585354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:14.624584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:14.624847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:14.624904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:14.624939] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:14.628773] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-10-10T00:30:14.629103] [INFO ] [FORECASTER] Completed predict_future for CSV
[2025-10-10T00:30:14.629258] [INFO ] [sig       ] CSV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:14.781318] [INFO ] [LOCAL     ] Saved forecast: CSV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CSV.txt
[2025-10-10T00:30:14.781687] [INFO ] [sig       ] [447/1690] Completed CSV in 0.3s | 4.02 sym/s | Total: 1.9m | ETA: 5.2m
[2025-10-10T00:30:14.781771] [INFO ] [sig       ] [448/1690] Forecasting CTBB...
[2025-10-10T00:30:14.781842] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-10-10T00:30:14.781913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-10-10T00:30:14.791388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CTBB'.
[2025-10-10T00:30:14.791813] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-10-10T00:30:14.817561] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:14.818420] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-10-10T00:30:14.818501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:14.818575] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:14.818667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:14.818771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:14.836195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:14.836851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:14.836965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:14.837037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:14.873162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:14.873282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:14.873325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:14.873358] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:14.876547] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-10-10T00:30:14.876872] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-10-10T00:30:14.877031] [INFO ] [sig       ] CTBB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:15.019551] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CTBB.txt
[2025-10-10T00:30:15.019863] [INFO ] [sig       ] [448/1690] Completed CTBB in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.2m
[2025-10-10T00:30:15.019964] [INFO ] [sig       ] [449/1690] Forecasting CTDD...
[2025-10-10T00:30:15.020013] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-10-10T00:30:15.020080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-10-10T00:30:15.029771] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'CTDD'.
[2025-10-10T00:30:15.030175] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-10-10T00:30:15.055697] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:15.056426] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-10-10T00:30:15.056506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:15.056578] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:15.056671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:15.056774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:15.074914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:15.075975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:15.076095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:15.076165] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:15.111144] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:15.111231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:15.111271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:15.111304] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:15.114310] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-10-10T00:30:15.114579] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-10-10T00:30:15.114752] [INFO ] [sig       ] CTDD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:15.260616] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CTDD.txt
[2025-10-10T00:30:15.260892] [INFO ] [sig       ] [449/1690] Completed CTDD in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:15.260970] [INFO ] [sig       ] [450/1690] Forecasting CTO...
[2025-10-10T00:30:15.261067] [INFO ] [sig       ] Generating forecast for: CTO
[2025-10-10T00:30:15.261141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-10-10T00:30:15.270067] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CTO'.
[2025-10-10T00:30:15.270340] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-10-10T00:30:15.295460] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:15.296194] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-10-10T00:30:15.296272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:15.296344] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:15.296412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:15.296511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:15.313819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:15.314384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:15.314490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:15.314559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:15.353014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:15.353161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:15.353204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:15.353237] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:15.356638] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-10-10T00:30:15.356970] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-10-10T00:30:15.357122] [INFO ] [sig       ] CTO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:15.499547] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CTO.txt
[2025-10-10T00:30:15.499894] [INFO ] [sig       ] [450/1690] Completed CTO in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:15.499978] [INFO ] [sig       ] [451/1690] Forecasting CTRA...
[2025-10-10T00:30:15.500050] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-10-10T00:30:15.500144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-10-10T00:30:15.509069] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CTRA'.
[2025-10-10T00:30:15.509349] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-10-10T00:30:15.534372] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:15.535113] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-10-10T00:30:15.535191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:15.535263] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:15.535331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:15.535431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:15.552575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:15.553164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:15.553272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:15.553341] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:15.596731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:15.596822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:15.596862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:15.596893] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:15.599958] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-10-10T00:30:15.600224] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-10-10T00:30:15.600366] [INFO ] [sig       ] CTRA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:15.742442] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CTRA.txt
[2025-10-10T00:30:15.742716] [INFO ] [sig       ] [451/1690] Completed CTRA in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:15.742830] [INFO ] [sig       ] [452/1690] Forecasting CTS...
[2025-10-10T00:30:15.742912] [INFO ] [sig       ] Generating forecast for: CTS
[2025-10-10T00:30:15.742987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-10-10T00:30:15.753785] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CTS'.
[2025-10-10T00:30:15.754282] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-10-10T00:30:15.780251] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:15.781131] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-10-10T00:30:15.781211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:15.781285] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:15.781355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:15.781456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:15.798732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:15.799346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:15.799457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:15.799529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:15.837746] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:15.838034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:15.838099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:15.838137] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:15.841968] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-10-10T00:30:15.842305] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-10-10T00:30:15.842465] [INFO ] [sig       ] CTS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:15.986902] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CTS.txt
[2025-10-10T00:30:15.987263] [INFO ] [sig       ] [452/1690] Completed CTS in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:15.987345] [INFO ] [sig       ] [453/1690] Forecasting CTVA...
[2025-10-10T00:30:15.987416] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-10-10T00:30:15.987488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-10-10T00:30:15.997104] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CTVA'.
[2025-10-10T00:30:15.997428] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-10-10T00:30:16.022819] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:16.023554] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-10-10T00:30:16.023633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:16.023729] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:16.023801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:16.023900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:16.040883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:16.041468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:16.041579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:16.041674] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:16.077099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:16.077231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:16.077273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:16.077305] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:16.080667] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-10-10T00:30:16.080967] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-10-10T00:30:16.081111] [INFO ] [sig       ] CTVA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:16.223702] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CTVA.txt
[2025-10-10T00:30:16.224011] [INFO ] [sig       ] [453/1690] Completed CTVA in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:16.224091] [INFO ] [sig       ] [454/1690] Forecasting CUBE...
[2025-10-10T00:30:16.224162] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-10-10T00:30:16.224237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-10-10T00:30:16.233927] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CUBE'.
[2025-10-10T00:30:16.234335] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-10-10T00:30:16.259666] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:16.260384] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-10-10T00:30:16.260462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:16.260553] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:16.260622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:16.260744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:16.277865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:16.278541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:16.278692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:16.278781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:16.315246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:16.315382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:16.315425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:16.315459] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:16.318902] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-10-10T00:30:16.319199] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-10-10T00:30:16.319339] [INFO ] [sig       ] CUBE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:16.461840] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CUBE.txt
[2025-10-10T00:30:16.462179] [INFO ] [sig       ] [454/1690] Completed CUBE in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:16.462283] [INFO ] [sig       ] [455/1690] Forecasting CUBI...
[2025-10-10T00:30:16.462373] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-10-10T00:30:16.462461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-10-10T00:30:16.472496] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CUBI'.
[2025-10-10T00:30:16.472968] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-10-10T00:30:16.499274] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:16.500139] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-10-10T00:30:16.500222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:16.500301] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:16.500374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:16.500480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:16.518183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:16.518901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:16.519020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:16.519099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:16.556720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:16.556950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:16.557001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:16.557035] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:16.560879] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-10-10T00:30:16.561199] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-10-10T00:30:16.561362] [INFO ] [sig       ] CUBI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:16.713169] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CUBI.txt
[2025-10-10T00:30:16.713517] [INFO ] [sig       ] [455/1690] Completed CUBI in 0.3s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:16.713602] [INFO ] [sig       ] [456/1690] Forecasting CULP...
[2025-10-10T00:30:16.713696] [INFO ] [sig       ] Generating forecast for: CULP
[2025-10-10T00:30:16.713789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-10-10T00:30:16.723229] [DEBUG] [REMOTE    ] Successfully parsed 1804 rows of historical data for symbol 'CULP'.
[2025-10-10T00:30:16.723630] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-10-10T00:30:16.749210] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:16.749971] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-10-10T00:30:16.750049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:16.750120] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:16.750187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:16.750282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:16.768435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:16.769114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:16.769229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:16.769302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:16.803663] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:16.803827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:16.803871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:16.803904] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:16.807264] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-10-10T00:30:16.807554] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-10-10T00:30:16.807721] [INFO ] [sig       ] CULP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:16.962470] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CULP.txt
[2025-10-10T00:30:16.962793] [INFO ] [sig       ] [456/1690] Completed CULP in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:16.962874] [INFO ] [sig       ] [457/1690] Forecasting CURV...
[2025-10-10T00:30:16.962955] [INFO ] [sig       ] Generating forecast for: CURV
[2025-10-10T00:30:16.963026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-10-10T00:30:16.972121] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CURV'.
[2025-10-10T00:30:16.972447] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-10-10T00:30:16.998033] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:16.998860] [DEBUG] [LOCAL     ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt
[2025-10-10T00:30:16.998940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:16.999025] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:16.999106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:16.999232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:17.017314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:17.018028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:17.018138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:17.018220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:17.058230] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:17.058384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:17.058434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:17.058469] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:17.062028] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-10-10T00:30:17.062334] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-10-10T00:30:17.062476] [INFO ] [sig       ] CURV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:17.216722] [INFO ] [LOCAL     ] Saved forecast: CURV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CURV.txt
[2025-10-10T00:30:17.217042] [INFO ] [sig       ] [457/1690] Completed CURV in 0.3s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:17.217129] [INFO ] [sig       ] [458/1690] Forecasting CUZ...
[2025-10-10T00:30:17.217203] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-10-10T00:30:17.217273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-10-10T00:30:17.228181] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CUZ'.
[2025-10-10T00:30:17.228724] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-10-10T00:30:17.261371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:17.262255] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-10-10T00:30:17.262337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:17.262422] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:17.262504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:17.262621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:17.281193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:17.282140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:17.282284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:17.282391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:17.323185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:17.323388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:17.323437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:17.323471] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:17.327088] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-10-10T00:30:17.327395] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-10-10T00:30:17.327547] [INFO ] [sig       ] CUZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:17.484092] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CUZ.txt
[2025-10-10T00:30:17.484429] [INFO ] [sig       ] [458/1690] Completed CUZ in 0.3s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:17.484511] [INFO ] [sig       ] [459/1690] Forecasting CVE...
[2025-10-10T00:30:17.484579] [INFO ] [sig       ] Generating forecast for: CVE
[2025-10-10T00:30:17.484677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-10-10T00:30:17.494878] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CVE'.
[2025-10-10T00:30:17.495250] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-10-10T00:30:17.523699] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:17.524516] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-10-10T00:30:17.524598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:17.524697] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:17.524769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:17.524871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:17.544725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:17.545491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:17.545634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:17.545759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:17.586746] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:17.586941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:17.586989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:17.587022] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:17.590756] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-10-10T00:30:17.591069] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-10-10T00:30:17.591271] [INFO ] [sig       ] CVE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:17.739941] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CVE.txt
[2025-10-10T00:30:17.740307] [INFO ] [sig       ] [459/1690] Completed CVE in 0.3s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:17.740390] [INFO ] [sig       ] [460/1690] Forecasting CVLG...
[2025-10-10T00:30:17.740461] [INFO ] [sig       ] Generating forecast for: CVLG
[2025-10-10T00:30:17.740596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'.
[2025-10-10T00:30:17.750330] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CVLG'.
[2025-10-10T00:30:17.750734] [INFO ] [FORECASTER] Starting predict_future for CVLG
[2025-10-10T00:30:17.776022] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:17.776795] [DEBUG] [LOCAL     ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt
[2025-10-10T00:30:17.776873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:17.776945] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:17.777013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:17.777113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:17.794397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:17.795045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:17.795154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:17.795224] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:17.833370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:17.833580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:17.833627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:17.833701] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:17.837423] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-10-10T00:30:17.837817] [INFO ] [FORECASTER] Completed predict_future for CVLG
[2025-10-10T00:30:17.838032] [INFO ] [sig       ] CVLG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:17.980244] [INFO ] [LOCAL     ] Saved forecast: CVLG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CVLG.txt
[2025-10-10T00:30:17.980580] [INFO ] [sig       ] [460/1690] Completed CVLG in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:17.980689] [INFO ] [sig       ] [461/1690] Forecasting CVNA...
[2025-10-10T00:30:17.980762] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-10-10T00:30:17.980835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-10-10T00:30:17.990271] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CVNA'.
[2025-10-10T00:30:17.990594] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-10-10T00:30:18.015947] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:18.016734] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-10-10T00:30:18.016813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:18.016912] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:18.016996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:18.017122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:18.034208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:18.034839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:18.034944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:18.035027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:18.078312] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:18.078411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:18.078451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:18.078484] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:18.081623] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-10-10T00:30:18.081927] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-10-10T00:30:18.082071] [INFO ] [sig       ] CVNA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:18.225901] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CVNA.txt
[2025-10-10T00:30:18.226269] [INFO ] [sig       ] [461/1690] Completed CVNA in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:18.226352] [INFO ] [sig       ] [462/1690] Forecasting CVS...
[2025-10-10T00:30:18.226424] [INFO ] [sig       ] Generating forecast for: CVS
[2025-10-10T00:30:18.226509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-10-10T00:30:18.236413] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CVS'.
[2025-10-10T00:30:18.236822] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-10-10T00:30:18.262192] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:18.262954] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-10-10T00:30:18.263033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:18.263105] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:18.263173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:18.263272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:18.280386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:18.281014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:18.281122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:18.281190] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:18.317064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:18.317167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:18.317208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:18.317241] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:18.320382] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-10-10T00:30:18.320682] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-10-10T00:30:18.320836] [INFO ] [sig       ] CVS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:18.463440] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CVS.txt
[2025-10-10T00:30:18.463776] [INFO ] [sig       ] [462/1690] Completed CVS in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:18.463860] [INFO ] [sig       ] [463/1690] Forecasting CVX...
[2025-10-10T00:30:18.463930] [INFO ] [sig       ] Generating forecast for: CVX
[2025-10-10T00:30:18.464000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-10-10T00:30:18.473812] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CVX'.
[2025-10-10T00:30:18.474143] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-10-10T00:30:18.499465] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:18.500205] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-10-10T00:30:18.500284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:18.500356] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:18.500424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:18.500523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:18.518003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:18.518591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:18.518719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:18.518792] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:18.545311] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:18.545419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:18.545461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:18.545493] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:18.548702] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-10-10T00:30:18.549024] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-10-10T00:30:18.549168] [INFO ] [sig       ] CVX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:18.691925] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CVX.txt
[2025-10-10T00:30:18.692189] [INFO ] [sig       ] [463/1690] Completed CVX in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:18.692298] [INFO ] [sig       ] [464/1690] Forecasting CW...
[2025-10-10T00:30:18.692380] [INFO ] [sig       ] Generating forecast for: CW
[2025-10-10T00:30:18.692465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-10-10T00:30:18.701339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CW'.
[2025-10-10T00:30:18.701685] [INFO ] [FORECASTER] Starting predict_future for CW
[2025-10-10T00:30:18.726994] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:18.727798] [DEBUG] [LOCAL     ] No optimal features file found for CW: ./output/feature-sets/CW.txt
[2025-10-10T00:30:18.727879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:18.727981] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:18.728062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:18.728183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:18.745239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:18.745878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:18.746000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:18.746073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:18.772979] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:18.773099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:18.773143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:18.773177] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:18.776447] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-10-10T00:30:18.776783] [INFO ] [FORECASTER] Completed predict_future for CW
[2025-10-10T00:30:18.776927] [INFO ] [sig       ] CW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:18.921023] [INFO ] [LOCAL     ] Saved forecast: CW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CW.txt
[2025-10-10T00:30:18.921325] [INFO ] [sig       ] [464/1690] Completed CW in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:18.921429] [INFO ] [sig       ] [465/1690] Forecasting CWAN...
[2025-10-10T00:30:18.921497] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-10-10T00:30:18.921566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-10-10T00:30:18.930667] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CWAN'.
[2025-10-10T00:30:18.931028] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-10-10T00:30:18.956121] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:18.956883] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-10-10T00:30:18.956960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:18.957031] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:18.957098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:18.957197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:18.974142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:18.974762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:18.974874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:18.974944] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:19.002023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:19.002122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:19.002163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:19.002195] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:19.005277] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-10-10T00:30:19.005584] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-10-10T00:30:19.005774] [INFO ] [sig       ] CWAN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:19.149403] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CWAN.txt
[2025-10-10T00:30:19.149729] [INFO ] [sig       ] [465/1690] Completed CWAN in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:19.149811] [INFO ] [sig       ] [466/1690] Forecasting CWH...
[2025-10-10T00:30:19.149883] [INFO ] [sig       ] Generating forecast for: CWH
[2025-10-10T00:30:19.149951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-10-10T00:30:19.158758] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CWH'.
[2025-10-10T00:30:19.159082] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-10-10T00:30:19.184420] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:19.185214] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-10-10T00:30:19.185295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:19.185384] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:19.185469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:19.185604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:19.203123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:19.203808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:19.203918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:19.204007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:19.230401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:19.230506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:19.230568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:19.230605] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:19.233851] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=63.76%)
[2025-10-10T00:30:19.234134] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-10-10T00:30:19.234267] [INFO ] [sig       ] CWH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:19.387673] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CWH.txt
[2025-10-10T00:30:19.388001] [INFO ] [sig       ] [466/1690] Completed CWH in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:19.388083] [INFO ] [sig       ] [467/1690] Forecasting CWK...
[2025-10-10T00:30:19.388165] [INFO ] [sig       ] Generating forecast for: CWK
[2025-10-10T00:30:19.388246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-10-10T00:30:19.397146] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CWK'.
[2025-10-10T00:30:19.397514] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-10-10T00:30:19.423055] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:19.423878] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-10-10T00:30:19.423965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:19.424061] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:19.424150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:19.424293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:19.441939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:19.442581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:19.442735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:19.442823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:19.472338] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:19.472444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:19.472488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:19.472522] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:19.475760] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-10-10T00:30:19.476063] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-10-10T00:30:19.476202] [INFO ] [sig       ] CWK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:19.622933] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CWK.txt
[2025-10-10T00:30:19.623220] [INFO ] [sig       ] [467/1690] Completed CWK in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:19.623301] [INFO ] [sig       ] [468/1690] Forecasting CWT...
[2025-10-10T00:30:19.623377] [INFO ] [sig       ] Generating forecast for: CWT
[2025-10-10T00:30:19.623453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'.
[2025-10-10T00:30:19.631904] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CWT'.
[2025-10-10T00:30:19.632213] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-10-10T00:30:19.657211] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:19.658056] [DEBUG] [LOCAL     ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt
[2025-10-10T00:30:19.658138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:19.658217] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:19.658304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:19.658415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:19.675493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:19.676108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:19.676219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:19.676290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:19.707383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:19.707515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:19.707558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:19.707594] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:19.711230] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-10-10T00:30:19.711561] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-10-10T00:30:19.711735] [INFO ] [sig       ] CWT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:19.854344] [INFO ] [LOCAL     ] Saved forecast: CWT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CWT.txt
[2025-10-10T00:30:19.854668] [INFO ] [sig       ] [468/1690] Completed CWT in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:19.854754] [INFO ] [sig       ] [469/1690] Forecasting CX...
[2025-10-10T00:30:19.854890] [INFO ] [sig       ] Generating forecast for: CX
[2025-10-10T00:30:19.854964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-10-10T00:30:19.864352] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CX'.
[2025-10-10T00:30:19.864768] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-10-10T00:30:19.891214] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:19.892071] [DEBUG] [LOCAL     ] No optimal features file found for CX: ./output/feature-sets/CX.txt
[2025-10-10T00:30:19.892152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:19.892227] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:19.892297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:19.892399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:19.910154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:19.910813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:19.910924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:19.910994] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:19.944988] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:19.945133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:19.945177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:19.945210] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:19.948630] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-10-10T00:30:19.948957] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-10-10T00:30:19.949097] [INFO ] [sig       ] CX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:20.092608] [INFO ] [LOCAL     ] Saved forecast: CX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CX.txt
[2025-10-10T00:30:20.092941] [INFO ] [sig       ] [469/1690] Completed CX in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:20.093023] [INFO ] [sig       ] [470/1690] Forecasting CXE...
[2025-10-10T00:30:20.093094] [INFO ] [sig       ] Generating forecast for: CXE
[2025-10-10T00:30:20.093165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-10-10T00:30:20.101681] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CXE'.
[2025-10-10T00:30:20.102027] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-10-10T00:30:20.127678] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:20.128502] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-10-10T00:30:20.128585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:20.128683] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:20.128755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:20.128857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:20.146611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:20.147249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:20.147361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:20.147432] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:20.183051] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:20.183177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:20.183221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:20.183255] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:20.186686] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-10-10T00:30:20.186989] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-10-10T00:30:20.187135] [INFO ] [sig       ] CXE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:20.332860] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CXE.txt
[2025-10-10T00:30:20.333208] [INFO ] [sig       ] [470/1690] Completed CXE in 0.2s | 4.02 sym/s | Total: 1.9m | ETA: 5.1m
[2025-10-10T00:30:20.333292] [INFO ] [sig       ] [471/1690] Forecasting CXH...
[2025-10-10T00:30:20.333379] [INFO ] [sig       ] Generating forecast for: CXH
[2025-10-10T00:30:20.333457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-10-10T00:30:20.342181] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CXH'.
[2025-10-10T00:30:20.342497] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-10-10T00:30:20.368587] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:20.369447] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-10-10T00:30:20.369529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:20.369603] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:20.369725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:20.369842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:20.387930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:20.388620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:20.388753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:20.388839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:20.423230] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:20.423402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:20.423448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:20.423483] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:20.427007] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-10-10T00:30:20.427308] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-10-10T00:30:20.427457] [INFO ] [sig       ] CXH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:20.573907] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CXH.txt
[2025-10-10T00:30:20.574193] [INFO ] [sig       ] [471/1690] Completed CXH in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:20.574292] [INFO ] [sig       ] [472/1690] Forecasting CXM...
[2025-10-10T00:30:20.574369] [INFO ] [sig       ] Generating forecast for: CXM
[2025-10-10T00:30:20.574441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'.
[2025-10-10T00:30:20.585387] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CXM'.
[2025-10-10T00:30:20.585836] [INFO ] [FORECASTER] Starting predict_future for CXM
[2025-10-10T00:30:20.616968] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:20.617856] [DEBUG] [LOCAL     ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt
[2025-10-10T00:30:20.617962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:20.618039] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:20.618113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:20.618271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:20.639863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:20.640534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:20.640700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:20.640806] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:20.679197] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:20.679339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:20.679422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:20.679475] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:20.684041] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-10-10T00:30:20.684367] [INFO ] [FORECASTER] Completed predict_future for CXM
[2025-10-10T00:30:20.684567] [INFO ] [sig       ] CXM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:20.843401] [INFO ] [LOCAL     ] Saved forecast: CXM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/CXM.txt
[2025-10-10T00:30:20.843724] [INFO ] [sig       ] [472/1690] Completed CXM in 0.3s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:20.843830] [INFO ] [sig       ] [473/1690] Forecasting CXT...
[2025-10-10T00:30:20.843904] [INFO ] [sig       ] Generating forecast for: CXT
[2025-10-10T00:30:20.843975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-10-10T00:30:20.852967] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CXT'.
[2025-10-10T00:30:20.853312] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-10-10T00:30:20.878502] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:20.879377] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-10-10T00:30:20.879600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:20.879700] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:20.879769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:20.879918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:20.896975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:20.897588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:20.897721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:20.897804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:20.934770] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:20.934903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:20.934946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:20.934996] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:20.938263] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-10-10T00:30:20.938552] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-10-10T00:30:20.938713] [INFO ] [sig       ] CXT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:21.080568] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CXT.txt
[2025-10-10T00:30:21.080913] [INFO ] [sig       ] [473/1690] Completed CXT in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:21.081010] [INFO ] [sig       ] [474/1690] Forecasting CXW...
[2025-10-10T00:30:21.081093] [INFO ] [sig       ] Generating forecast for: CXW
[2025-10-10T00:30:21.081174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'.
[2025-10-10T00:30:21.090895] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CXW'.
[2025-10-10T00:30:21.091280] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-10-10T00:30:21.116763] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:21.117616] [DEBUG] [LOCAL     ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt
[2025-10-10T00:30:21.117719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:21.117804] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:21.117887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:21.118041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:21.135070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:21.135809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:21.135922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:21.136003] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:21.170852] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:21.171049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:21.171095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:21.171129] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:21.174706] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-10-10T00:30:21.175005] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-10-10T00:30:21.175153] [INFO ] [sig       ] CXW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:21.319675] [INFO ] [LOCAL     ] Saved forecast: CXW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CXW.txt
[2025-10-10T00:30:21.320064] [INFO ] [sig       ] [474/1690] Completed CXW in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:21.320148] [INFO ] [sig       ] [475/1690] Forecasting CYH...
[2025-10-10T00:30:21.320232] [INFO ] [sig       ] Generating forecast for: CYH
[2025-10-10T00:30:21.320316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-10-10T00:30:21.329569] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'CYH'.
[2025-10-10T00:30:21.330099] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-10-10T00:30:21.356058] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:21.356972] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-10-10T00:30:21.357055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:21.357142] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:21.357226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:21.357341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:21.374558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:21.375477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:21.375604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:21.375712] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:21.415102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:21.415331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:21.415383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:21.415418] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:21.419467] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-10-10T00:30:21.419916] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-10-10T00:30:21.420086] [INFO ] [sig       ] CYH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:21.564168] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/CYH.txt
[2025-10-10T00:30:21.564429] [INFO ] [sig       ] [475/1690] Completed CYH in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:21.564507] [INFO ] [sig       ] [476/1690] Forecasting D...
[2025-10-10T00:30:21.564600] [INFO ] [sig       ] Generating forecast for: D
[2025-10-10T00:30:21.564714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'.
[2025-10-10T00:30:21.574496] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'D'.
[2025-10-10T00:30:21.574985] [INFO ] [FORECASTER] Starting predict_future for D
[2025-10-10T00:30:21.601248] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:21.602227] [DEBUG] [LOCAL     ] No optimal features file found for D: ./output/feature-sets/D.txt
[2025-10-10T00:30:21.602313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:21.602388] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:21.602458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:21.602558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:21.620208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:21.621167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:21.621287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:21.621357] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:21.657992] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:21.658229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:21.658278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:21.658312] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:21.661955] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-10-10T00:30:21.662256] [INFO ] [FORECASTER] Completed predict_future for D
[2025-10-10T00:30:21.662398] [INFO ] [sig       ] D: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:21.804110] [INFO ] [LOCAL     ] Saved forecast: D	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/D.txt
[2025-10-10T00:30:21.804482] [INFO ] [sig       ] [476/1690] Completed D in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:21.804567] [INFO ] [sig       ] [477/1690] Forecasting DAC...
[2025-10-10T00:30:21.804663] [INFO ] [sig       ] Generating forecast for: DAC
[2025-10-10T00:30:21.804737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-10-10T00:30:21.813702] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAC'.
[2025-10-10T00:30:21.814149] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-10-10T00:30:21.839637] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:21.840476] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-10-10T00:30:21.840557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:21.840636] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:21.840736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:21.840849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:21.858099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:21.858807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:21.858919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:21.858998] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:21.893022] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:21.893175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:21.893219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:21.893253] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:21.896721] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-10-10T00:30:21.897016] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-10-10T00:30:21.897153] [INFO ] [sig       ] DAC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:22.041365] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DAC.txt
[2025-10-10T00:30:22.041630] [INFO ] [sig       ] [477/1690] Completed DAC in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:22.041747] [INFO ] [sig       ] [478/1690] Forecasting DAL...
[2025-10-10T00:30:22.041815] [INFO ] [sig       ] Generating forecast for: DAL
[2025-10-10T00:30:22.041892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-10-10T00:30:22.050914] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAL'.
[2025-10-10T00:30:22.051237] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-10-10T00:30:22.081393] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:22.082492] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-10-10T00:30:22.082573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:22.082684] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:22.082758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:22.082836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:22.100672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:22.101287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:22.101397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:22.101467] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:22.139355] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:22.139489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:22.139535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:22.139570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:22.142994] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-10-10T00:30:22.143288] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-10-10T00:30:22.143431] [INFO ] [sig       ] DAL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:22.288057] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DAL.txt
[2025-10-10T00:30:22.288333] [INFO ] [sig       ] [478/1690] Completed DAL in 0.2s | 4.02 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:22.288573] [INFO ] [sig       ] [479/1690] Forecasting DAN...
[2025-10-10T00:30:22.288668] [INFO ] [sig       ] Generating forecast for: DAN
[2025-10-10T00:30:22.288742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-10-10T00:30:22.298965] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAN'.
[2025-10-10T00:30:22.299283] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-10-10T00:30:22.324702] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:22.325503] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-10-10T00:30:22.325585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:22.325691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:22.325777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:22.325877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:22.342875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:22.343468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:22.343575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:22.343679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:22.370178] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:22.370309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:22.370355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:22.370389] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:22.373730] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-10-10T00:30:22.374025] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-10-10T00:30:22.374163] [INFO ] [sig       ] DAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:22.518867] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DAN.txt
[2025-10-10T00:30:22.519174] [INFO ] [sig       ] [479/1690] Completed DAN in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:22.519256] [INFO ] [sig       ] [480/1690] Forecasting DAO...
[2025-10-10T00:30:22.519329] [INFO ] [sig       ] Generating forecast for: DAO
[2025-10-10T00:30:22.519411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-10-10T00:30:22.528574] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAO'.
[2025-10-10T00:30:22.528950] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-10-10T00:30:22.554177] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:22.554970] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-10-10T00:30:22.555048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:22.555119] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:22.555199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:22.555335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:22.572780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:22.573385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:22.573492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:22.573561] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:22.599146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:22.599261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:22.599303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:22.599355] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:22.602743] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-10-10T00:30:22.603034] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-10-10T00:30:22.603171] [INFO ] [sig       ] DAO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:22.745562] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DAO.txt
[2025-10-10T00:30:22.745817] [INFO ] [sig       ] [480/1690] Completed DAO in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:22.745911] [INFO ] [sig       ] [481/1690] Forecasting DAR...
[2025-10-10T00:30:22.746010] [INFO ] [sig       ] Generating forecast for: DAR
[2025-10-10T00:30:22.746083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-10-10T00:30:22.754971] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAR'.
[2025-10-10T00:30:22.755300] [INFO ] [FORECASTER] Starting predict_future for DAR
[2025-10-10T00:30:22.781770] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:22.782525] [DEBUG] [LOCAL     ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt
[2025-10-10T00:30:22.782607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:22.782702] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:22.782771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:22.782877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:22.800870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:22.801488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:22.801598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:22.801696] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:22.837338] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:22.837434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:22.837475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:22.837507] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:22.840664] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-10-10T00:30:22.840963] [INFO ] [FORECASTER] Completed predict_future for DAR
[2025-10-10T00:30:22.841116] [INFO ] [sig       ] DAR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:22.983535] [INFO ] [LOCAL     ] Saved forecast: DAR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DAR.txt
[2025-10-10T00:30:22.983799] [INFO ] [sig       ] [481/1690] Completed DAR in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:22.983898] [INFO ] [sig       ] [482/1690] Forecasting DAVA...
[2025-10-10T00:30:22.984000] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-10-10T00:30:22.984079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-10-10T00:30:22.993123] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAVA'.
[2025-10-10T00:30:22.993440] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-10-10T00:30:23.020663] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:23.021496] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-10-10T00:30:23.021577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:23.021675] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:23.021744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:23.021848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:23.039552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:23.040229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:23.040337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:23.040407] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:23.074944] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:23.075086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:23.075129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:23.075163] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:23.078506] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-10-10T00:30:23.078828] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-10-10T00:30:23.079000] [INFO ] [sig       ] DAVA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:23.221058] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DAVA.txt
[2025-10-10T00:30:23.221314] [INFO ] [sig       ] [482/1690] Completed DAVA in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:23.221423] [INFO ] [sig       ] [483/1690] Forecasting DAY...
[2025-10-10T00:30:23.221471] [INFO ] [sig       ] Generating forecast for: DAY
[2025-10-10T00:30:23.221536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'.
[2025-10-10T00:30:23.230587] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DAY'.
[2025-10-10T00:30:23.230900] [INFO ] [FORECASTER] Starting predict_future for DAY
[2025-10-10T00:30:23.255997] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:23.256837] [DEBUG] [LOCAL     ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt
[2025-10-10T00:30:23.256916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:23.256988] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:23.257066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:23.257188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:23.274463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:23.275078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:23.275181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:23.275263] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:23.312173] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:23.312280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:23.312321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:23.312354] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:23.315514] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-10-10T00:30:23.315840] [INFO ] [FORECASTER] Completed predict_future for DAY
[2025-10-10T00:30:23.315993] [INFO ] [sig       ] DAY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:23.458009] [INFO ] [LOCAL     ] Saved forecast: DAY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DAY.txt
[2025-10-10T00:30:23.458282] [INFO ] [sig       ] [483/1690] Completed DAY in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:23.458378] [INFO ] [sig       ] [484/1690] Forecasting DB...
[2025-10-10T00:30:23.458423] [INFO ] [sig       ] Generating forecast for: DB
[2025-10-10T00:30:23.458470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-10-10T00:30:23.468279] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DB'.
[2025-10-10T00:30:23.468631] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-10-10T00:30:23.494074] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:23.494985] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-10-10T00:30:23.495067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:23.495160] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:23.495243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:23.495366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:23.514122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:23.514879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:23.514989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:23.515072] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:23.556242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:23.556425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:23.556470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:23.556504] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:23.559998] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-10-10T00:30:23.560298] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-10-10T00:30:23.560447] [INFO ] [sig       ] DB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:23.712052] [INFO ] [LOCAL     ] Saved forecast: DB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DB.txt
[2025-10-10T00:30:23.712394] [INFO ] [sig       ] [484/1690] Completed DB in 0.3s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:23.712482] [INFO ] [sig       ] [485/1690] Forecasting DBI...
[2025-10-10T00:30:23.712557] [INFO ] [sig       ] Generating forecast for: DBI
[2025-10-10T00:30:23.712631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-10-10T00:30:23.723385] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DBI'.
[2025-10-10T00:30:23.723781] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-10-10T00:30:23.749004] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:23.749795] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-10-10T00:30:23.749873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:23.749943] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:23.750024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:23.750171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:23.767154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:23.767787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:23.767947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:23.768023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:23.807219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:23.807493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:23.807559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:23.807596] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:23.811405] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-10-10T00:30:23.811793] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-10-10T00:30:23.811956] [INFO ] [sig       ] DBI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:23.966289] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DBI.txt
[2025-10-10T00:30:23.966563] [INFO ] [sig       ] [485/1690] Completed DBI in 0.3s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:23.966697] [INFO ] [sig       ] [486/1690] Forecasting DBRG...
[2025-10-10T00:30:23.966773] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-10-10T00:30:23.966843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-10-10T00:30:23.977400] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DBRG'.
[2025-10-10T00:30:23.977765] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-10-10T00:30:24.003963] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:24.004792] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-10-10T00:30:24.004873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:24.004946] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:24.005019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:24.005166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:24.023116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:24.023744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:24.023851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:24.023927] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:24.058551] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:24.058693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:24.058757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:24.058796] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:24.062146] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-10-10T00:30:24.062432] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-10-10T00:30:24.062571] [INFO ] [sig       ] DBRG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:24.207542] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DBRG.txt
[2025-10-10T00:30:24.207861] [INFO ] [sig       ] [486/1690] Completed DBRG in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:24.207969] [INFO ] [sig       ] [487/1690] Forecasting DCI...
[2025-10-10T00:30:24.208050] [INFO ] [sig       ] Generating forecast for: DCI
[2025-10-10T00:30:24.208123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-10-10T00:30:24.216799] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DCI'.
[2025-10-10T00:30:24.217099] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-10-10T00:30:24.242516] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:24.243308] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-10-10T00:30:24.243388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:24.243460] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:24.243527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:24.243682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:24.261064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:24.261684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:24.261792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:24.261872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:24.295557] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:24.295690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:24.295751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:24.295787] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:24.299004] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-10-10T00:30:24.299278] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-10-10T00:30:24.299410] [INFO ] [sig       ] DCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:24.442183] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DCI.txt
[2025-10-10T00:30:24.442423] [INFO ] [sig       ] [487/1690] Completed DCI in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:24.442501] [INFO ] [sig       ] [488/1690] Forecasting DCO...
[2025-10-10T00:30:24.442599] [INFO ] [sig       ] Generating forecast for: DCO
[2025-10-10T00:30:24.442697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-10-10T00:30:24.451383] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DCO'.
[2025-10-10T00:30:24.451706] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-10-10T00:30:24.476907] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:24.477670] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-10-10T00:30:24.477751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:24.477823] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:24.477907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:24.478030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:24.495056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:24.495626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:24.495752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:24.495821] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:24.528635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:24.528773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:24.528818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:24.528850] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:24.531906] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-10-10T00:30:24.532188] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-10-10T00:30:24.532322] [INFO ] [sig       ] DCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:24.679893] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DCO.txt
[2025-10-10T00:30:24.680254] [INFO ] [sig       ] [488/1690] Completed DCO in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:24.680338] [INFO ] [sig       ] [489/1690] Forecasting DD...
[2025-10-10T00:30:24.680419] [INFO ] [sig       ] Generating forecast for: DD
[2025-10-10T00:30:24.680500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-10-10T00:30:24.689375] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DD'.
[2025-10-10T00:30:24.689712] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-10-10T00:30:24.715613] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:24.716438] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-10-10T00:30:24.716522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:24.716609] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:24.716713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:24.716831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:24.737884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:24.738677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:24.738844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:24.738918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:24.773142] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:24.773253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:24.773295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:24.773329] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:24.776511] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-10-10T00:30:24.776853] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-10-10T00:30:24.776998] [INFO ] [sig       ] DD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:24.921475] [INFO ] [LOCAL     ] Saved forecast: DD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DD.txt
[2025-10-10T00:30:24.921756] [INFO ] [sig       ] [489/1690] Completed DD in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:24.921877] [INFO ] [sig       ] [490/1690] Forecasting DDD...
[2025-10-10T00:30:24.921949] [INFO ] [sig       ] Generating forecast for: DDD
[2025-10-10T00:30:24.922021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-10-10T00:30:24.931109] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DDD'.
[2025-10-10T00:30:24.931447] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-10-10T00:30:24.956745] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:24.957497] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-10-10T00:30:24.957578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:24.957672] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:24.957756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:24.957909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:24.975869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:24.976480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:24.976591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:24.976694] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:25.008534] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:25.008663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:25.008732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:25.008769] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:25.011948] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-10-10T00:30:25.012315] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-10-10T00:30:25.012492] [INFO ] [sig       ] DDD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:25.154733] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DDD.txt
[2025-10-10T00:30:25.154991] [INFO ] [sig       ] [490/1690] Completed DDD in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:25.155099] [INFO ] [sig       ] [491/1690] Forecasting DDL...
[2025-10-10T00:30:25.155169] [INFO ] [sig       ] Generating forecast for: DDL
[2025-10-10T00:30:25.155237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-10-10T00:30:25.164034] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DDL'.
[2025-10-10T00:30:25.164354] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-10-10T00:30:25.189839] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:25.190568] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-10-10T00:30:25.190685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:25.190759] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:25.190827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:25.190923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:25.210201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:25.211184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:25.211318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:25.211393] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:25.245195] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:25.245295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:25.245336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:25.245369] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:25.248510] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-10-10T00:30:25.248828] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-10-10T00:30:25.248974] [INFO ] [sig       ] DDL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:25.392101] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DDL.txt
[2025-10-10T00:30:25.392381] [INFO ] [sig       ] [491/1690] Completed DDL in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:25.392461] [INFO ] [sig       ] [492/1690] Forecasting DDS...
[2025-10-10T00:30:25.392531] [INFO ] [sig       ] Generating forecast for: DDS
[2025-10-10T00:30:25.392598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-10-10T00:30:25.401122] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DDS'.
[2025-10-10T00:30:25.401442] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-10-10T00:30:25.427119] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:25.427926] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-10-10T00:30:25.428012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:25.428098] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:25.428186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:25.428299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:25.445380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:25.446015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:25.446121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:25.446189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:25.470977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:25.471072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:25.471115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:25.471148] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:25.474171] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-10-10T00:30:25.474441] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-10-10T00:30:25.474569] [INFO ] [sig       ] DDS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:25.617681] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DDS.txt
[2025-10-10T00:30:25.617960] [INFO ] [sig       ] [492/1690] Completed DDS in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 5.0m
[2025-10-10T00:30:25.618057] [INFO ] [sig       ] [493/1690] Forecasting DDT...
[2025-10-10T00:30:25.618137] [INFO ] [sig       ] Generating forecast for: DDT
[2025-10-10T00:30:25.618230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-10-10T00:30:25.626244] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DDT'.
[2025-10-10T00:30:25.626542] [INFO ] [FORECASTER] Starting predict_future for DDT
[2025-10-10T00:30:25.651900] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:25.652639] [DEBUG] [LOCAL     ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt
[2025-10-10T00:30:25.652741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:25.652811] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:25.652878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:25.652980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:25.670372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:25.670990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:25.671094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:25.671163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:25.695596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:25.695720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:25.695777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:25.695813] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:25.698900] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-10-10T00:30:25.699171] [INFO ] [FORECASTER] Completed predict_future for DDT
[2025-10-10T00:30:25.699300] [INFO ] [sig       ] DDT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:25.841924] [INFO ] [LOCAL     ] Saved forecast: DDT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DDT.txt
[2025-10-10T00:30:25.842175] [INFO ] [sig       ] [493/1690] Completed DDT in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 4.9m
[2025-10-10T00:30:25.842271] [INFO ] [sig       ] [494/1690] Forecasting DE...
[2025-10-10T00:30:25.842341] [INFO ] [sig       ] Generating forecast for: DE
[2025-10-10T00:30:25.842411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-10-10T00:30:25.851221] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DE'.
[2025-10-10T00:30:25.851539] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-10-10T00:30:25.876553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:25.877288] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-10-10T00:30:25.877366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:25.877437] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:25.877504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:25.877602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:25.899239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:25.901253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:25.901391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:25.901462] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:25.928344] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:25.928449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:25.928490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:25.928523] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:25.931754] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-10-10T00:30:25.932235] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-10-10T00:30:25.932384] [INFO ] [sig       ] DE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:26.076236] [INFO ] [LOCAL     ] Saved forecast: DE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DE.txt
[2025-10-10T00:30:26.076513] [INFO ] [sig       ] [494/1690] Completed DE in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 4.9m
[2025-10-10T00:30:26.076686] [INFO ] [sig       ] [495/1690] Forecasting DEC...
[2025-10-10T00:30:26.076757] [INFO ] [sig       ] Generating forecast for: DEC
[2025-10-10T00:30:26.076806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'.
[2025-10-10T00:30:26.087354] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DEC'.
[2025-10-10T00:30:26.087717] [INFO ] [FORECASTER] Starting predict_future for DEC
[2025-10-10T00:30:26.113144] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:26.113929] [DEBUG] [LOCAL     ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt
[2025-10-10T00:30:26.114012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:26.114099] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:26.114180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:26.114314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:26.131275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:26.131914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:26.132020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:26.132102] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:26.162242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:26.162345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:26.162386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:26.162418] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:26.165586] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-10-10T00:30:26.165904] [INFO ] [FORECASTER] Completed predict_future for DEC
[2025-10-10T00:30:26.166048] [INFO ] [sig       ] DEC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:26.308892] [INFO ] [LOCAL     ] Saved forecast: DEC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DEC.txt
[2025-10-10T00:30:26.309142] [INFO ] [sig       ] [495/1690] Completed DEC in 0.2s | 4.03 sym/s | Total: 2.0m | ETA: 4.9m
[2025-10-10T00:30:26.309239] [INFO ] [sig       ] [496/1690] Forecasting DELL...
[2025-10-10T00:30:26.309307] [INFO ] [sig       ] Generating forecast for: DELL
[2025-10-10T00:30:26.309379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-10-10T00:30:26.318226] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DELL'.
[2025-10-10T00:30:26.318550] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-10-10T00:30:26.343741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:26.344476] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-10-10T00:30:26.344556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:26.344638] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:26.344739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:26.344850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:26.362012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:26.362603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:26.362728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:26.362905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:26.392464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:26.392577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:26.392619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:26.392684] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:26.395844] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-10-10T00:30:26.396126] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-10-10T00:30:26.396259] [INFO ] [sig       ] DELL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:26.539939] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DELL.txt
[2025-10-10T00:30:26.540185] [INFO ] [sig       ] [496/1690] Completed DELL in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:26.540288] [INFO ] [sig       ] [497/1690] Forecasting DEO...
[2025-10-10T00:30:26.540360] [INFO ] [sig       ] Generating forecast for: DEO
[2025-10-10T00:30:26.540430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-10-10T00:30:26.549006] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DEO'.
[2025-10-10T00:30:26.549306] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-10-10T00:30:26.574620] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:26.575352] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-10-10T00:30:26.575430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:26.575502] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:26.575571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:26.575691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:26.592606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:26.593198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:26.593304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:26.593374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:26.626491] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:26.626737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:26.626813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:26.626855] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:26.631370] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-10-10T00:30:26.631849] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-10-10T00:30:26.632037] [INFO ] [sig       ] DEO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:26.780366] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DEO.txt
[2025-10-10T00:30:26.780627] [INFO ] [sig       ] [497/1690] Completed DEO in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:26.780783] [INFO ] [sig       ] [498/1690] Forecasting DFP...
[2025-10-10T00:30:26.780856] [INFO ] [sig       ] Generating forecast for: DFP
[2025-10-10T00:30:26.780927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-10-10T00:30:26.789394] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DFP'.
[2025-10-10T00:30:26.789720] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-10-10T00:30:26.815056] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:26.815912] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-10-10T00:30:26.815993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:26.816093] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:26.816175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:26.816291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:26.833569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:26.834189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:26.834294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:26.834374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:26.864876] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:26.864977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:26.865019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:26.865051] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:26.868127] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-10-10T00:30:26.868402] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-10-10T00:30:26.868541] [INFO ] [sig       ] DFP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:27.012566] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DFP.txt
[2025-10-10T00:30:27.012842] [INFO ] [sig       ] [498/1690] Completed DFP in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:27.012940] [INFO ] [sig       ] [499/1690] Forecasting DG...
[2025-10-10T00:30:27.013019] [INFO ] [sig       ] Generating forecast for: DG
[2025-10-10T00:30:27.013090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-10-10T00:30:27.022365] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DG'.
[2025-10-10T00:30:27.022683] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-10-10T00:30:27.048128] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:27.048919] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-10-10T00:30:27.048997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:27.049068] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:27.049136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:27.049233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:27.066992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:27.067602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:27.067738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:27.067822] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:27.104053] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:27.104230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:27.104297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:27.104333] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:27.107921] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2025-10-10T00:30:27.108279] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-10-10T00:30:27.108490] [INFO ] [sig       ] DG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:27.252055] [INFO ] [LOCAL     ] Saved forecast: DG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DG.txt
[2025-10-10T00:30:27.252356] [INFO ] [sig       ] [499/1690] Completed DG in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:27.252439] [INFO ] [sig       ] [500/1690] Forecasting DHF...
[2025-10-10T00:30:27.252510] [INFO ] [sig       ] Generating forecast for: DHF
[2025-10-10T00:30:27.252578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-10-10T00:30:27.261694] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DHF'.
[2025-10-10T00:30:27.262008] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-10-10T00:30:27.287387] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:27.288191] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-10-10T00:30:27.288269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:27.288353] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:27.288436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:27.288565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:27.305527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:27.306199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:27.306314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:27.306400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:27.338999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:27.339115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:27.339157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:27.339190] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:27.342336] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-10-10T00:30:27.342613] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-10-10T00:30:27.342785] [INFO ] [sig       ] DHF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:27.485632] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DHF.txt
[2025-10-10T00:30:27.485935] [INFO ] [sig       ] [500/1690] Completed DHF in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:27.486031] [INFO ] [sig       ] [501/1690] Forecasting DHR...
[2025-10-10T00:30:27.486116] [INFO ] [sig       ] Generating forecast for: DHR
[2025-10-10T00:30:27.486199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'.
[2025-10-10T00:30:27.494896] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DHR'.
[2025-10-10T00:30:27.495193] [INFO ] [FORECASTER] Starting predict_future for DHR
[2025-10-10T00:30:27.520446] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:27.521283] [DEBUG] [LOCAL     ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt
[2025-10-10T00:30:27.521363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:27.521433] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:27.521500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:27.521603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:27.538756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:27.539327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:27.539433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:27.539502] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:27.572021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:27.572128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:27.572169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:27.572202] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:27.575396] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-10-10T00:30:27.575695] [INFO ] [FORECASTER] Completed predict_future for DHR
[2025-10-10T00:30:27.575881] [INFO ] [sig       ] DHR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:27.719582] [INFO ] [LOCAL     ] Saved forecast: DHR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DHR.txt
[2025-10-10T00:30:27.719871] [INFO ] [sig       ] [501/1690] Completed DHR in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:27.719952] [INFO ] [sig       ] [502/1690] Forecasting DHT...
[2025-10-10T00:30:27.720024] [INFO ] [sig       ] Generating forecast for: DHT
[2025-10-10T00:30:27.720095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-10-10T00:30:27.728951] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DHT'.
[2025-10-10T00:30:27.729277] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-10-10T00:30:27.754397] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:27.755374] [DEBUG] [LOCAL     ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt
[2025-10-10T00:30:27.755453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:27.755524] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:27.755591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:27.755713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:27.772870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:27.773453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:27.773559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:27.773628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:27.806518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:27.806624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:27.806703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:27.806755] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:27.810005] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-10-10T00:30:27.810284] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-10-10T00:30:27.810415] [INFO ] [sig       ] DHT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:27.952516] [INFO ] [LOCAL     ] Saved forecast: DHT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DHT.txt
[2025-10-10T00:30:27.952808] [INFO ] [sig       ] [502/1690] Completed DHT in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:27.952890] [INFO ] [sig       ] [503/1690] Forecasting DHX...
[2025-10-10T00:30:27.952974] [INFO ] [sig       ] Generating forecast for: DHX
[2025-10-10T00:30:27.953061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-10-10T00:30:27.961633] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DHX'.
[2025-10-10T00:30:27.961968] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-10-10T00:30:27.987050] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:27.987827] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-10-10T00:30:27.987921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:27.988006] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:27.988087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:27.988199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:28.005080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:28.005696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:28.005806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:28.005887] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:28.036765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:28.036886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:28.036928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:28.036961] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:28.040202] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-10-10T00:30:28.040487] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-10-10T00:30:28.040621] [INFO ] [sig       ] DHX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:28.188920] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DHX.txt
[2025-10-10T00:30:28.189239] [INFO ] [sig       ] [503/1690] Completed DHX in 0.2s | 4.03 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:28.189321] [INFO ] [sig       ] [504/1690] Forecasting DIAX...
[2025-10-10T00:30:28.189390] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-10-10T00:30:28.189470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-10-10T00:30:28.198512] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DIAX'.
[2025-10-10T00:30:28.198838] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-10-10T00:30:28.228999] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:28.229885] [DEBUG] [LOCAL     ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt
[2025-10-10T00:30:28.229966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:28.230048] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:28.230131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:28.230254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:28.247512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:28.248212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:28.248336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:28.248423] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:28.280387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:28.280507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:28.280548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:28.280581] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:28.283971] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-10-10T00:30:28.284255] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-10-10T00:30:28.284408] [INFO ] [sig       ] DIAX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:28.427667] [INFO ] [LOCAL     ] Saved forecast: DIAX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DIAX.txt
[2025-10-10T00:30:28.428003] [INFO ] [sig       ] [504/1690] Completed DIAX in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:28.428087] [INFO ] [sig       ] [505/1690] Forecasting DINO...
[2025-10-10T00:30:28.428223] [INFO ] [sig       ] Generating forecast for: DINO
[2025-10-10T00:30:28.428316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-10-10T00:30:28.437409] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DINO'.
[2025-10-10T00:30:28.437756] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-10-10T00:30:28.463115] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:28.463925] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-10-10T00:30:28.464005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:28.464089] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:28.464157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:28.464255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:28.481302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:28.481924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:28.482032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:28.482102] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:28.514033] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:28.514230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:28.514305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:28.514363] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:28.518188] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-10-10T00:30:28.518492] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-10-10T00:30:28.518633] [INFO ] [sig       ] DINO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:28.668881] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DINO.txt
[2025-10-10T00:30:28.669167] [INFO ] [sig       ] [505/1690] Completed DINO in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:28.669252] [INFO ] [sig       ] [506/1690] Forecasting DIS...
[2025-10-10T00:30:28.669323] [INFO ] [sig       ] Generating forecast for: DIS
[2025-10-10T00:30:28.669397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-10-10T00:30:28.678733] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DIS'.
[2025-10-10T00:30:28.679047] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-10-10T00:30:28.704296] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:28.705085] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-10-10T00:30:28.705163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:28.705233] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:28.705310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:28.705433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:28.722470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:28.723113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:28.723218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:28.723296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:28.748972] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:28.749069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:28.749109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:28.749142] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:28.752200] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-10-10T00:30:28.752477] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-10-10T00:30:28.752606] [INFO ] [sig       ] DIS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:28.897255] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DIS.txt
[2025-10-10T00:30:28.897547] [INFO ] [sig       ] [506/1690] Completed DIS in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:28.897624] [INFO ] [sig       ] [507/1690] Forecasting DK...
[2025-10-10T00:30:28.897722] [INFO ] [sig       ] Generating forecast for: DK
[2025-10-10T00:30:28.897794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-10-10T00:30:28.906547] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DK'.
[2025-10-10T00:30:28.906886] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-10-10T00:30:28.932106] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:28.932901] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-10-10T00:30:28.932980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:28.933054] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:28.933123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:28.933221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:28.950442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:28.951058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:28.951165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:28.951233] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:28.979090] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:28.979220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:28.979261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:28.979295] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:28.982507] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-10-10T00:30:28.982826] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-10-10T00:30:28.982972] [INFO ] [sig       ] DK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:29.127102] [INFO ] [LOCAL     ] Saved forecast: DK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DK.txt
[2025-10-10T00:30:29.127384] [INFO ] [sig       ] [507/1690] Completed DK in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:29.127465] [INFO ] [sig       ] [508/1690] Forecasting DKL...
[2025-10-10T00:30:29.127535] [INFO ] [sig       ] Generating forecast for: DKL
[2025-10-10T00:30:29.127604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-10-10T00:30:29.136518] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DKL'.
[2025-10-10T00:30:29.136830] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-10-10T00:30:29.162954] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:29.163765] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-10-10T00:30:29.163845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:29.163930] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:29.164013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:29.164135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:29.181780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:29.182398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:29.182507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:29.182592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:29.212815] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:29.212970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:29.213051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:29.213113] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:29.217510] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-10-10T00:30:29.217988] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-10-10T00:30:29.218173] [INFO ] [sig       ] DKL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:29.360695] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DKL.txt
[2025-10-10T00:30:29.361033] [INFO ] [sig       ] [508/1690] Completed DKL in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:29.361114] [INFO ] [sig       ] [509/1690] Forecasting DKS...
[2025-10-10T00:30:29.361195] [INFO ] [sig       ] Generating forecast for: DKS
[2025-10-10T00:30:29.361276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-10-10T00:30:29.371345] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DKS'.
[2025-10-10T00:30:29.371670] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-10-10T00:30:29.397987] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:29.398782] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-10-10T00:30:29.398859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:29.398943] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:29.399024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:29.399136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:29.416383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:29.417133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:29.417260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:29.417343] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:29.443135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:29.443238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:29.443279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:29.443310] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:29.446397] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-10-10T00:30:29.446696] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-10-10T00:30:29.446841] [INFO ] [sig       ] DKS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:29.588121] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DKS.txt
[2025-10-10T00:30:29.588407] [INFO ] [sig       ] [509/1690] Completed DKS in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:29.588486] [INFO ] [sig       ] [510/1690] Forecasting DLB...
[2025-10-10T00:30:29.588556] [INFO ] [sig       ] Generating forecast for: DLB
[2025-10-10T00:30:29.588624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-10-10T00:30:29.597226] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DLB'.
[2025-10-10T00:30:29.597518] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-10-10T00:30:29.623073] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:29.623958] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-10-10T00:30:29.624038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:29.624109] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:29.624179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:29.624277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:29.641289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:29.641902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:29.642007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:29.642075] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:29.669031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:29.669156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:29.669199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:29.669232] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:29.672332] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-10-10T00:30:29.672607] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-10-10T00:30:29.672773] [INFO ] [sig       ] DLB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:29.814349] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DLB.txt
[2025-10-10T00:30:29.814615] [INFO ] [sig       ] [510/1690] Completed DLB in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:29.814710] [INFO ] [sig       ] [511/1690] Forecasting DLR...
[2025-10-10T00:30:29.814777] [INFO ] [sig       ] Generating forecast for: DLR
[2025-10-10T00:30:29.814845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-10-10T00:30:29.823575] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DLR'.
[2025-10-10T00:30:29.823898] [INFO ] [FORECASTER] Starting predict_future for DLR
[2025-10-10T00:30:29.849042] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:29.849809] [DEBUG] [LOCAL     ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt
[2025-10-10T00:30:29.849887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:29.849958] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:29.850025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:29.850124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:29.867077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:29.867660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:29.867769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:29.867838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:29.894329] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:29.894431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:29.894474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:29.894507] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:29.897638] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-10T00:30:29.898041] [INFO ] [FORECASTER] Completed predict_future for DLR
[2025-10-10T00:30:29.898189] [INFO ] [sig       ] DLR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:30.053024] [INFO ] [LOCAL     ] Saved forecast: DLR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DLR.txt
[2025-10-10T00:30:30.053412] [INFO ] [sig       ] [511/1690] Completed DLR in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:30.053495] [INFO ] [sig       ] [512/1690] Forecasting DLX...
[2025-10-10T00:30:30.053577] [INFO ] [sig       ] Generating forecast for: DLX
[2025-10-10T00:30:30.053671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-10-10T00:30:30.063504] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DLX'.
[2025-10-10T00:30:30.063902] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-10-10T00:30:30.089688] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:30.090520] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-10-10T00:30:30.090601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:30.090706] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:30.090811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:30.090924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:30.108031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:30.108789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:30.108898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:30.108979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:30.146352] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:30.146561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:30.146610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:30.146671] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:30.150391] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-10-10T00:30:30.150774] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-10-10T00:30:30.150948] [INFO ] [sig       ] DLX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:30.293353] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DLX.txt
[2025-10-10T00:30:30.293692] [INFO ] [sig       ] [512/1690] Completed DLX in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:30.293795] [INFO ] [sig       ] [513/1690] Forecasting DLY...
[2025-10-10T00:30:30.293865] [INFO ] [sig       ] Generating forecast for: DLY
[2025-10-10T00:30:30.293937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-10-10T00:30:30.303192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DLY'.
[2025-10-10T00:30:30.303582] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-10-10T00:30:30.329450] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:30.330308] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-10-10T00:30:30.330387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:30.330458] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:30.330534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:30.330674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:30.347588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:30.348265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:30.348376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:30.348455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:30.383627] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:30.383792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:30.383839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:30.383872] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:30.387267] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-10-10T00:30:30.387561] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-10-10T00:30:30.387730] [INFO ] [sig       ] DLY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:30.536107] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DLY.txt
[2025-10-10T00:30:30.536594] [INFO ] [sig       ] [513/1690] Completed DLY in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:30.536850] [INFO ] [sig       ] [514/1690] Forecasting DMA...
[2025-10-10T00:30:30.536925] [INFO ] [sig       ] Generating forecast for: DMA
[2025-10-10T00:30:30.537004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-10-10T00:30:30.546688] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DMA'.
[2025-10-10T00:30:30.547044] [INFO ] [FORECASTER] Starting predict_future for DMA
[2025-10-10T00:30:30.573117] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:30.573917] [DEBUG] [LOCAL     ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt
[2025-10-10T00:30:30.573996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:30.574076] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:30.574150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:30.574243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:30.591628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:30.592264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:30.592388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:30.592460] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:30.622544] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:30.622693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:30.622757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:30.622793] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:30.626048] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-10-10T00:30:30.626373] [INFO ] [FORECASTER] Completed predict_future for DMA
[2025-10-10T00:30:30.626513] [INFO ] [sig       ] DMA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:30.768893] [INFO ] [LOCAL     ] Saved forecast: DMA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DMA.txt
[2025-10-10T00:30:30.769163] [INFO ] [sig       ] [514/1690] Completed DMA in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.9m
[2025-10-10T00:30:30.769240] [INFO ] [sig       ] [515/1690] Forecasting DMB...
[2025-10-10T00:30:30.769329] [INFO ] [sig       ] Generating forecast for: DMB
[2025-10-10T00:30:30.769387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-10-10T00:30:30.778200] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DMB'.
[2025-10-10T00:30:30.778538] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-10-10T00:30:30.803686] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:30.804436] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-10-10T00:30:30.804515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:30.804586] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:30.804682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:30.804795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:30.822063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:30.822702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:30.822809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:30.822885] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:30.854728] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:30.854869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:30.854913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:30.854945] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:30.858300] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-10-10T00:30:30.858586] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-10-10T00:30:30.858761] [INFO ] [sig       ] DMB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:31.000717] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DMB.txt
[2025-10-10T00:30:31.001020] [INFO ] [sig       ] [515/1690] Completed DMB in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:31.001102] [INFO ] [sig       ] [516/1690] Forecasting DMO...
[2025-10-10T00:30:31.001180] [INFO ] [sig       ] Generating forecast for: DMO
[2025-10-10T00:30:31.001259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-10-10T00:30:31.010357] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DMO'.
[2025-10-10T00:30:31.010720] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-10-10T00:30:31.035962] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:31.036753] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-10-10T00:30:31.036831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:31.036903] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:31.036977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:31.037090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:31.054570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:31.055210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:31.055321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:31.055397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:31.087480] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:31.087611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:31.087686] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:31.087745] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:31.091133] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-10-10T00:30:31.091422] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-10-10T00:30:31.091566] [INFO ] [sig       ] DMO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:31.233138] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DMO.txt
[2025-10-10T00:30:31.233427] [INFO ] [sig       ] [516/1690] Completed DMO in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:31.233535] [INFO ] [sig       ] [517/1690] Forecasting DNA...
[2025-10-10T00:30:31.233605] [INFO ] [sig       ] Generating forecast for: DNA
[2025-10-10T00:30:31.233701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-10-10T00:30:31.242540] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DNA'.
[2025-10-10T00:30:31.242874] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-10-10T00:30:31.272881] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:31.273813] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-10-10T00:30:31.273893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:31.273972] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:31.274043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:31.274143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:31.291147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:31.291829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:31.291947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:31.292030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:31.325249] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:31.325390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:31.325450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:31.325484] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:31.328828] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-10-10T00:30:31.329187] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-10-10T00:30:31.329355] [INFO ] [sig       ] DNA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:31.474005] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DNA.txt
[2025-10-10T00:30:31.474383] [INFO ] [sig       ] [517/1690] Completed DNA in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:31.474464] [INFO ] [sig       ] [518/1690] Forecasting DNOW...
[2025-10-10T00:30:31.474534] [INFO ] [sig       ] Generating forecast for: DNOW
[2025-10-10T00:30:31.474613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'.
[2025-10-10T00:30:31.484296] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DNOW'.
[2025-10-10T00:30:31.484635] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-10-10T00:30:31.510294] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:31.511104] [DEBUG] [LOCAL     ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt
[2025-10-10T00:30:31.511182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:31.511253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:31.511323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:31.511419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:31.529022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:31.529659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:31.529773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:31.529844] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:31.559634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:31.559771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:31.559817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:31.559849] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:31.563027] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-10-10T00:30:31.563308] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-10-10T00:30:31.563448] [INFO ] [sig       ] DNOW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:31.705826] [INFO ] [LOCAL     ] Saved forecast: DNOW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DNOW.txt
[2025-10-10T00:30:31.706139] [INFO ] [sig       ] [518/1690] Completed DNOW in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:31.706216] [INFO ] [sig       ] [519/1690] Forecasting DNP...
[2025-10-10T00:30:31.706288] [INFO ] [sig       ] Generating forecast for: DNP
[2025-10-10T00:30:31.706358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-10-10T00:30:31.716391] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DNP'.
[2025-10-10T00:30:31.716796] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-10-10T00:30:31.742380] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:31.743176] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-10-10T00:30:31.743253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:31.743324] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:31.743433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:31.743592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:31.760590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:31.761219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:31.761330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:31.761412] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:31.796525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:31.796719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:31.796784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:31.796820] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:31.800546] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-10-10T00:30:31.800887] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-10-10T00:30:31.801046] [INFO ] [sig       ] DNP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:31.946637] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DNP.txt
[2025-10-10T00:30:31.947006] [INFO ] [sig       ] [519/1690] Completed DNP in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:31.947096] [INFO ] [sig       ] [520/1690] Forecasting DOC...
[2025-10-10T00:30:31.947173] [INFO ] [sig       ] Generating forecast for: DOC
[2025-10-10T00:30:31.947312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'.
[2025-10-10T00:30:31.957317] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOC'.
[2025-10-10T00:30:31.957714] [INFO ] [FORECASTER] Starting predict_future for DOC
[2025-10-10T00:30:31.983373] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:31.984147] [DEBUG] [LOCAL     ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt
[2025-10-10T00:30:31.984225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:31.984296] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:31.984364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:31.984460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:32.001782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:32.002377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:32.002487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:32.002556] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:32.035210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:32.035357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:32.035400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:32.035434] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:32.038894] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-10-10T00:30:32.039183] [INFO ] [FORECASTER] Completed predict_future for DOC
[2025-10-10T00:30:32.039319] [INFO ] [sig       ] DOC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:32.183215] [INFO ] [LOCAL     ] Saved forecast: DOC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOC.txt
[2025-10-10T00:30:32.183552] [INFO ] [sig       ] [520/1690] Completed DOC in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:32.183624] [INFO ] [sig       ] [521/1690] Forecasting DOCN...
[2025-10-10T00:30:32.183711] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-10-10T00:30:32.183783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-10-10T00:30:32.193622] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOCN'.
[2025-10-10T00:30:32.194032] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-10-10T00:30:32.219475] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:32.220252] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-10-10T00:30:32.220332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:32.220403] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:32.220485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:32.220638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:32.237819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:32.238464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:32.238571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:32.238617] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:32.270457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:32.270562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:32.270603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:32.270635] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:32.273760] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-10-10T00:30:32.274039] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-10-10T00:30:32.274179] [INFO ] [sig       ] DOCN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:32.415295] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DOCN.txt
[2025-10-10T00:30:32.415546] [INFO ] [sig       ] [521/1690] Completed DOCN in 0.2s | 4.04 sym/s | Total: 2.1m | ETA: 4.8m
[2025-10-10T00:30:32.415625] [INFO ] [sig       ] [522/1690] Forecasting DOCS...
[2025-10-10T00:30:32.415749] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-10-10T00:30:32.415875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-10-10T00:30:32.427104] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOCS'.
[2025-10-10T00:30:32.427686] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-10-10T00:30:32.460507] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:32.461628] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-10-10T00:30:32.461751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:32.461827] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:32.461899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:32.462001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:32.480634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:32.481840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:32.481981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:32.482057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:32.521906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:32.522151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:32.522201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:32.522237] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:32.526185] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-10-10T00:30:32.526508] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-10-10T00:30:32.526701] [INFO ] [sig       ] DOCS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:32.674590] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOCS.txt
[2025-10-10T00:30:32.674979] [INFO ] [sig       ] [522/1690] Completed DOCS in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:32.675058] [INFO ] [sig       ] [523/1690] Forecasting DOLE...
[2025-10-10T00:30:32.675134] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-10-10T00:30:32.675205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-10-10T00:30:32.685247] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOLE'.
[2025-10-10T00:30:32.685591] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-10-10T00:30:32.711040] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:32.711804] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-10-10T00:30:32.711888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:32.711960] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:32.712030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:32.712134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:32.730434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:32.731089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:32.731206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:32.731276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:32.765270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:32.765377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:32.765418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:32.765450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:32.768730] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=46.34%)
[2025-10-10T00:30:32.769018] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-10-10T00:30:32.769191] [INFO ] [sig       ] DOLE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:32.914931] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOLE.txt
[2025-10-10T00:30:32.915305] [INFO ] [sig       ] [523/1690] Completed DOLE in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:32.915384] [INFO ] [sig       ] [524/1690] Forecasting DOUG...
[2025-10-10T00:30:32.915453] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-10-10T00:30:32.915525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-10-10T00:30:32.925219] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOUG'.
[2025-10-10T00:30:32.925712] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-10-10T00:30:32.952124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:32.953073] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-10-10T00:30:32.953157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:32.953232] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:32.953302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:32.953402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:32.971664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:32.972664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:32.972784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:32.972856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:33.009398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:33.009538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:33.009599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:33.009633] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:33.012917] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-10-10T00:30:33.013207] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-10-10T00:30:33.013349] [INFO ] [sig       ] DOUG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:33.157261] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOUG.txt
[2025-10-10T00:30:33.157536] [INFO ] [sig       ] [524/1690] Completed DOUG in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:33.157635] [INFO ] [sig       ] [525/1690] Forecasting DOV...
[2025-10-10T00:30:33.157717] [INFO ] [sig       ] Generating forecast for: DOV
[2025-10-10T00:30:33.157760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-10-10T00:30:33.167152] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOV'.
[2025-10-10T00:30:33.167435] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-10-10T00:30:33.192716] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:33.193469] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-10-10T00:30:33.193547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:33.193594] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:33.193678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:33.193783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:33.210941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:33.211523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:33.211627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:33.211716] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:33.251495] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:33.251686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:33.251754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:33.251790] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:33.255663] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-10-10T00:30:33.255990] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-10-10T00:30:33.256137] [INFO ] [sig       ] DOV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:33.401351] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOV.txt
[2025-10-10T00:30:33.401713] [INFO ] [sig       ] [525/1690] Completed DOV in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:33.401794] [INFO ] [sig       ] [526/1690] Forecasting DOW...
[2025-10-10T00:30:33.401864] [INFO ] [sig       ] Generating forecast for: DOW
[2025-10-10T00:30:33.401934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-10-10T00:30:33.411318] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DOW'.
[2025-10-10T00:30:33.411618] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-10-10T00:30:33.437159] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:33.437971] [DEBUG] [LOCAL     ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt
[2025-10-10T00:30:33.438054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:33.438130] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:33.438198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:33.438321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:33.455605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:33.456201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:33.456315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:33.456388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:33.492209] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:33.492351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:33.492393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:33.492426] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:33.495744] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-10-10T00:30:33.496038] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-10-10T00:30:33.496182] [INFO ] [sig       ] DOW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:33.639333] [INFO ] [LOCAL     ] Saved forecast: DOW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DOW.txt
[2025-10-10T00:30:33.639589] [INFO ] [sig       ] [526/1690] Completed DOW in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:33.639708] [INFO ] [sig       ] [527/1690] Forecasting DPG...
[2025-10-10T00:30:33.639755] [INFO ] [sig       ] Generating forecast for: DPG
[2025-10-10T00:30:33.639820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-10-10T00:30:33.649877] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DPG'.
[2025-10-10T00:30:33.650280] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-10-10T00:30:33.675869] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:33.676677] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-10-10T00:30:33.676758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:33.676829] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:33.676895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:33.676993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:33.694124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:33.694754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:33.694863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:33.694932] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:33.727844] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:33.728017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:33.728066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:33.728100] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:33.731364] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-10-10T00:30:33.731679] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-10-10T00:30:33.731849] [INFO ] [sig       ] DPG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:33.873105] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DPG.txt
[2025-10-10T00:30:33.873390] [INFO ] [sig       ] [527/1690] Completed DPG in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:33.873494] [INFO ] [sig       ] [528/1690] Forecasting DQ...
[2025-10-10T00:30:33.873566] [INFO ] [sig       ] Generating forecast for: DQ
[2025-10-10T00:30:33.873638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-10-10T00:30:33.883729] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DQ'.
[2025-10-10T00:30:33.884143] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-10-10T00:30:33.911531] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:33.912483] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-10-10T00:30:33.912566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:33.912663] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:33.912735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:33.912835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:33.931079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:33.931818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:33.931931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:33.932003] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:33.971132] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:33.971383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:33.971435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:33.971468] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:33.975078] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-10-10T00:30:33.975392] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-10-10T00:30:33.975537] [INFO ] [sig       ] DQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:34.125242] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DQ.txt
[2025-10-10T00:30:34.125612] [INFO ] [sig       ] [528/1690] Completed DQ in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:34.125727] [INFO ] [sig       ] [529/1690] Forecasting DRD...
[2025-10-10T00:30:34.125798] [INFO ] [sig       ] Generating forecast for: DRD
[2025-10-10T00:30:34.125870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-10-10T00:30:34.134318] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DRD'.
[2025-10-10T00:30:34.134605] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-10-10T00:30:34.164453] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:34.165219] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-10-10T00:30:34.165297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:34.165368] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:34.165436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:34.165533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:34.182735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:34.183307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:34.183412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:34.183480] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:34.220541] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:34.220728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:34.220809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:34.220868] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:34.224586] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-10-10T00:30:34.224904] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-10-10T00:30:34.225055] [INFO ] [sig       ] DRD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:34.366901] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DRD.txt
[2025-10-10T00:30:34.367248] [INFO ] [sig       ] [529/1690] Completed DRD in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:34.367330] [INFO ] [sig       ] [530/1690] Forecasting DRH...
[2025-10-10T00:30:34.367401] [INFO ] [sig       ] Generating forecast for: DRH
[2025-10-10T00:30:34.367473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-10-10T00:30:34.378187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DRH'.
[2025-10-10T00:30:34.378609] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-10-10T00:30:34.408097] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:34.409304] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-10-10T00:30:34.409408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:34.409503] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:34.409590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:34.409725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:34.430914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:34.431608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:34.431774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:34.431848] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:34.470631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:34.470804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:34.470876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:34.470926] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:34.474667] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-10-10T00:30:34.474976] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-10-10T00:30:34.475166] [INFO ] [sig       ] DRH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:34.650932] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DRH.txt
[2025-10-10T00:30:34.651314] [INFO ] [sig       ] [530/1690] Completed DRH in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:34.651400] [INFO ] [sig       ] [531/1690] Forecasting DRLL...
[2025-10-10T00:30:34.651485] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-10-10T00:30:34.651569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-10-10T00:30:34.661743] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DRLL'.
[2025-10-10T00:30:34.662236] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-10-10T00:30:34.693437] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:34.694317] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-10-10T00:30:34.694398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:34.694470] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:34.694566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:34.694755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:34.715946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:34.716638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:34.716773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:34.716874] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:34.753449] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:34.753606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:34.753679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:34.753780] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:34.757272] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-10-10T00:30:34.757569] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-10-10T00:30:34.757744] [INFO ] [sig       ] DRLL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:34.904244] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DRLL.txt
[2025-10-10T00:30:34.904537] [INFO ] [sig       ] [531/1690] Completed DRLL in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:34.904667] [INFO ] [sig       ] [532/1690] Forecasting DSL...
[2025-10-10T00:30:34.904818] [INFO ] [sig       ] Generating forecast for: DSL
[2025-10-10T00:30:34.904896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-10-10T00:30:34.916796] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DSL'.
[2025-10-10T00:30:34.917319] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-10-10T00:30:34.950421] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:34.951341] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-10-10T00:30:34.951427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:34.951523] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:34.951619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:34.951786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:34.969152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:34.970164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:34.970295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:34.970383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:35.008257] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:35.008478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:35.008528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:35.008561] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:35.012216] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-10-10T00:30:35.012518] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-10-10T00:30:35.012695] [INFO ] [sig       ] DSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:35.154673] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DSL.txt
[2025-10-10T00:30:35.154951] [INFO ] [sig       ] [532/1690] Completed DSL in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:35.155027] [INFO ] [sig       ] [533/1690] Forecasting DSM...
[2025-10-10T00:30:35.155096] [INFO ] [sig       ] Generating forecast for: DSM
[2025-10-10T00:30:35.155201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-10-10T00:30:35.164864] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DSM'.
[2025-10-10T00:30:35.165248] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-10-10T00:30:35.190969] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:35.191756] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-10-10T00:30:35.191834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:35.191906] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:35.191974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:35.192071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:35.209216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:35.209975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:35.210089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:35.210158] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:35.244800] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:35.244944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:35.244988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:35.245021] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:35.248339] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-10-10T00:30:35.248634] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-10-10T00:30:35.248814] [INFO ] [sig       ] DSM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:35.393564] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DSM.txt
[2025-10-10T00:30:35.394316] [INFO ] [sig       ] [533/1690] Completed DSM in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:35.394438] [INFO ] [sig       ] [534/1690] Forecasting DSMC...
[2025-10-10T00:30:35.394506] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-10-10T00:30:35.394575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-10-10T00:30:35.403606] [DEBUG] [REMOTE    ] Successfully parsed 1804 rows of historical data for symbol 'DSMC'.
[2025-10-10T00:30:35.403958] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-10-10T00:30:35.429521] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:35.430284] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-10-10T00:30:35.430362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:35.430434] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:35.430503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:35.430605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:35.447498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:35.448161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:35.448269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:35.448337] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:35.481100] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:35.481200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:35.481241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:35.481274] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:35.484345] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-10-10T00:30:35.484617] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-10-10T00:30:35.484790] [INFO ] [sig       ] DSMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:35.704615] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DSMC.txt
[2025-10-10T00:30:35.704883] [INFO ] [sig       ] [534/1690] Completed DSMC in 0.3s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:35.704961] [INFO ] [sig       ] [535/1690] Forecasting DSU...
[2025-10-10T00:30:35.705064] [INFO ] [sig       ] Generating forecast for: DSU
[2025-10-10T00:30:35.705137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-10-10T00:30:35.714886] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DSU'.
[2025-10-10T00:30:35.715272] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-10-10T00:30:35.740553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:35.741348] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-10-10T00:30:35.741426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:35.741498] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:35.741567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:35.741686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:35.758831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:35.759427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:35.759534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:35.759603] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:35.794409] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:35.794562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:35.794606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:35.794639] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:35.798057] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-10-10T00:30:35.798359] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-10-10T00:30:35.798504] [INFO ] [sig       ] DSU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:35.940700] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DSU.txt
[2025-10-10T00:30:35.940968] [INFO ] [sig       ] [535/1690] Completed DSU in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:35.941077] [INFO ] [sig       ] [536/1690] Forecasting DSX...
[2025-10-10T00:30:35.941148] [INFO ] [sig       ] Generating forecast for: DSX
[2025-10-10T00:30:35.941225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-10-10T00:30:35.950535] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DSX'.
[2025-10-10T00:30:35.950867] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-10-10T00:30:35.976095] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:35.977006] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-10-10T00:30:35.977084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:35.977155] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:35.977223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:35.977320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:35.994456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:35.995083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:35.995188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:35.995255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:36.032393] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:36.032554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:36.032598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:36.032632] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:36.036028] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-10-10T00:30:36.036319] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-10-10T00:30:36.036462] [INFO ] [sig       ] DSX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:36.178219] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DSX.txt
[2025-10-10T00:30:36.178466] [INFO ] [sig       ] [536/1690] Completed DSX in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:36.178555] [INFO ] [sig       ] [537/1690] Forecasting DT...
[2025-10-10T00:30:36.178672] [INFO ] [sig       ] Generating forecast for: DT
[2025-10-10T00:30:36.178747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-10-10T00:30:36.188288] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DT'.
[2025-10-10T00:30:36.188673] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-10-10T00:30:36.213970] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:36.214711] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-10-10T00:30:36.214789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:36.214860] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:36.214928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:36.215026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:36.232428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:36.233048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:36.233154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:36.233223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:36.270176] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:36.270366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:36.270413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:36.270446] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:36.273949] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-10-10T00:30:36.274251] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-10-10T00:30:36.274396] [INFO ] [sig       ] DT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:36.418869] [INFO ] [LOCAL     ] Saved forecast: DT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DT.txt
[2025-10-10T00:30:36.419155] [INFO ] [sig       ] [537/1690] Completed DT in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:36.419227] [INFO ] [sig       ] [538/1690] Forecasting DTB...
[2025-10-10T00:30:36.419291] [INFO ] [sig       ] Generating forecast for: DTB
[2025-10-10T00:30:36.419363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-10-10T00:30:36.428369] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DTB'.
[2025-10-10T00:30:36.428715] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-10-10T00:30:36.454048] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:36.454843] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-10-10T00:30:36.454923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:36.454996] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:36.455066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:36.455167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:36.472483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:36.473083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:36.473190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:36.473259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:36.507055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:36.507152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:36.507193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:36.507243] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:36.512059] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-10-10T00:30:36.512384] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-10-10T00:30:36.512546] [INFO ] [sig       ] DTB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:36.660338] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DTB.txt
[2025-10-10T00:30:36.660681] [INFO ] [sig       ] [538/1690] Completed DTB in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.8m
[2025-10-10T00:30:36.660781] [INFO ] [sig       ] [539/1690] Forecasting DTG...
[2025-10-10T00:30:36.660853] [INFO ] [sig       ] Generating forecast for: DTG
[2025-10-10T00:30:36.660924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-10-10T00:30:36.670738] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DTG'.
[2025-10-10T00:30:36.671139] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-10-10T00:30:36.697582] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:36.698388] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-10-10T00:30:36.698471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:36.698545] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:36.698616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:36.698749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:36.717096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:36.717787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:36.717929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:36.718004] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:36.754170] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:36.754379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:36.754429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:36.754464] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:36.758194] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-10-10T00:30:36.758500] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-10-10T00:30:36.758675] [INFO ] [sig       ] DTG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:36.908151] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DTG.txt
[2025-10-10T00:30:36.908474] [INFO ] [sig       ] [539/1690] Completed DTG in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:36.908555] [INFO ] [sig       ] [540/1690] Forecasting DTW...
[2025-10-10T00:30:36.908627] [INFO ] [sig       ] Generating forecast for: DTW
[2025-10-10T00:30:36.908721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-10-10T00:30:36.918026] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DTW'.
[2025-10-10T00:30:36.918424] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-10-10T00:30:36.947315] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:36.948159] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-10-10T00:30:36.948240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:36.948315] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:36.948384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:36.948487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:36.966992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:36.967624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:36.967751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:36.967818] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:36.997639] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:36.997759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:36.997801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:36.997834] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:37.001030] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-10-10T00:30:37.001306] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-10-10T00:30:37.001448] [INFO ] [sig       ] DTW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:37.147809] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DTW.txt
[2025-10-10T00:30:37.148159] [INFO ] [sig       ] [540/1690] Completed DTW in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:37.148242] [INFO ] [sig       ] [541/1690] Forecasting DUK...
[2025-10-10T00:30:37.148311] [INFO ] [sig       ] Generating forecast for: DUK
[2025-10-10T00:30:37.148382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-10-10T00:30:37.157750] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DUK'.
[2025-10-10T00:30:37.158096] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-10-10T00:30:37.184119] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:37.184923] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-10-10T00:30:37.185004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:37.185077] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:37.185146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:37.185245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:37.203384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:37.204047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:37.204155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:37.204229] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:37.241276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:37.241447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:37.241490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:37.241522] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:37.244928] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-10-10T00:30:37.245234] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-10-10T00:30:37.245383] [INFO ] [sig       ] DUK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:37.389032] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DUK.txt
[2025-10-10T00:30:37.389319] [INFO ] [sig       ] [541/1690] Completed DUK in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:37.389423] [INFO ] [sig       ] [542/1690] Forecasting DUKB...
[2025-10-10T00:30:37.389480] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-10-10T00:30:37.389551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-10-10T00:30:37.398622] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'DUKB'.
[2025-10-10T00:30:37.398979] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-10-10T00:30:37.424882] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:37.425735] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-10-10T00:30:37.425816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:37.425890] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:37.425958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:37.426057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:37.444193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:37.444847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:37.444955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:37.445026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:37.481996] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:37.482115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:37.482156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:37.482189] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:37.485404] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-10-10T00:30:37.485746] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-10-10T00:30:37.485911] [INFO ] [sig       ] DUKB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:37.629606] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DUKB.txt
[2025-10-10T00:30:37.629887] [INFO ] [sig       ] [542/1690] Completed DUKB in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:37.630007] [INFO ] [sig       ] [543/1690] Forecasting DV...
[2025-10-10T00:30:37.630081] [INFO ] [sig       ] Generating forecast for: DV
[2025-10-10T00:30:37.630154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-10-10T00:30:37.639904] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DV'.
[2025-10-10T00:30:37.640293] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-10-10T00:30:37.665620] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:37.666340] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-10-10T00:30:37.666419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:37.666492] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:37.666562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:37.666683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:37.683958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:37.684531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:37.684638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:37.684733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:37.719956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:37.720056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:37.720097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:37.720129] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:37.723166] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-10-10T00:30:37.723438] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-10-10T00:30:37.723579] [INFO ] [sig       ] DV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:37.865303] [INFO ] [LOCAL     ] Saved forecast: DV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DV.txt
[2025-10-10T00:30:37.865565] [INFO ] [sig       ] [543/1690] Completed DV in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:37.865696] [INFO ] [sig       ] [544/1690] Forecasting DVA...
[2025-10-10T00:30:37.865783] [INFO ] [sig       ] Generating forecast for: DVA
[2025-10-10T00:30:37.865859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-10-10T00:30:37.875395] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DVA'.
[2025-10-10T00:30:37.875706] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-10-10T00:30:37.900889] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:37.901589] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-10-10T00:30:37.901691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:37.901762] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:37.901833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:37.901932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:37.919107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:37.919707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:37.919813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:37.919882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:37.957398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:37.957491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:37.957533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:37.957565] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:37.960706] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-10-10T00:30:37.960985] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-10-10T00:30:37.961119] [INFO ] [sig       ] DVA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:38.105428] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DVA.txt
[2025-10-10T00:30:38.105784] [INFO ] [sig       ] [544/1690] Completed DVA in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:38.105853] [INFO ] [sig       ] [545/1690] Forecasting DVN...
[2025-10-10T00:30:38.105895] [INFO ] [sig       ] Generating forecast for: DVN
[2025-10-10T00:30:38.105974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-10-10T00:30:38.114941] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DVN'.
[2025-10-10T00:30:38.115356] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-10-10T00:30:38.141407] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:38.142264] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-10-10T00:30:38.142346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:38.142417] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:38.142486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:38.142584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:38.160152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:38.160787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:38.160891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:38.160940] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:38.202439] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:38.202701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:38.202781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:38.202854] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:38.207022] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-10-10T00:30:38.207372] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-10-10T00:30:38.207554] [INFO ] [sig       ] DVN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:38.355433] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DVN.txt
[2025-10-10T00:30:38.355810] [INFO ] [sig       ] [545/1690] Completed DVN in 0.2s | 4.04 sym/s | Total: 2.2m | ETA: 4.7m
[2025-10-10T00:30:38.355891] [INFO ] [sig       ] [546/1690] Forecasting DX...
[2025-10-10T00:30:38.355959] [INFO ] [sig       ] Generating forecast for: DX
[2025-10-10T00:30:38.356029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-10-10T00:30:38.365813] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DX'.
[2025-10-10T00:30:38.366158] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-10-10T00:30:38.392358] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:38.393133] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-10-10T00:30:38.393213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:38.393287] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:38.393366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:38.393471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:38.411487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:38.412236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:38.412355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:38.412466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:38.448194] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:38.448462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:38.448533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:38.448572] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:38.452279] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-10-10T00:30:38.452597] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-10-10T00:30:38.452784] [INFO ] [sig       ] DX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:38.600678] [INFO ] [LOCAL     ] Saved forecast: DX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DX.txt
[2025-10-10T00:30:38.600988] [INFO ] [sig       ] [546/1690] Completed DX in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:38.601072] [INFO ] [sig       ] [547/1690] Forecasting DXYZ...
[2025-10-10T00:30:38.601158] [INFO ] [sig       ] Generating forecast for: DXYZ
[2025-10-10T00:30:38.601231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'.
[2025-10-10T00:30:38.609584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DXYZ'.
[2025-10-10T00:30:38.609910] [INFO ] [FORECASTER] Starting predict_future for DXYZ
[2025-10-10T00:30:38.635694] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:38.636501] [DEBUG] [LOCAL     ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt
[2025-10-10T00:30:38.636584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:38.636681] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:38.636753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:38.636854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:38.654706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:38.655297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:38.655420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:38.655490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:38.691277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:38.691405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:38.691449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:38.691485] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:38.694809] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-10-10T00:30:38.695099] [INFO ] [FORECASTER] Completed predict_future for DXYZ
[2025-10-10T00:30:38.695241] [INFO ] [sig       ] DXYZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:38.842247] [INFO ] [LOCAL     ] Saved forecast: DXYZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/DXYZ.txt
[2025-10-10T00:30:38.842579] [INFO ] [sig       ] [547/1690] Completed DXYZ in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:38.842684] [INFO ] [sig       ] [548/1690] Forecasting DY...
[2025-10-10T00:30:38.842755] [INFO ] [sig       ] Generating forecast for: DY
[2025-10-10T00:30:38.842827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-10-10T00:30:38.851834] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'DY'.
[2025-10-10T00:30:38.852318] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-10-10T00:30:38.879514] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:38.880474] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-10-10T00:30:38.880558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:38.880633] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:38.880737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:38.880838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:38.900524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:38.901533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:38.901680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:38.901754] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:38.939558] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:38.939786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:38.939850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:38.939887] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:38.943404] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-10-10T00:30:38.943760] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-10-10T00:30:38.943924] [INFO ] [sig       ] DY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:39.100635] [INFO ] [LOCAL     ] Saved forecast: DY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/DY.txt
[2025-10-10T00:30:39.101097] [INFO ] [sig       ] [548/1690] Completed DY in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:39.101183] [INFO ] [sig       ] [549/1690] Forecasting E...
[2025-10-10T00:30:39.101257] [INFO ] [sig       ] Generating forecast for: E
[2025-10-10T00:30:39.101331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-10-10T00:30:39.112118] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'E'.
[2025-10-10T00:30:39.112516] [INFO ] [FORECASTER] Starting predict_future for E
[2025-10-10T00:30:39.139367] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:39.140283] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-10-10T00:30:39.140382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:39.140455] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:39.140521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:39.140619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:39.158447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:39.159540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:39.159683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:39.159759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:39.197157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:39.197287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:39.197330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:39.197363] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:39.200774] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-10-10T00:30:39.201067] [INFO ] [FORECASTER] Completed predict_future for E
[2025-10-10T00:30:39.201211] [INFO ] [sig       ] E: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:39.342708] [INFO ] [LOCAL     ] Saved forecast: E	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/E.txt
[2025-10-10T00:30:39.343005] [INFO ] [sig       ] [549/1690] Completed E in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:39.343084] [INFO ] [sig       ] [550/1690] Forecasting EAF...
[2025-10-10T00:30:39.343148] [INFO ] [sig       ] Generating forecast for: EAF
[2025-10-10T00:30:39.343222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-10-10T00:30:39.352073] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EAF'.
[2025-10-10T00:30:39.352403] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-10-10T00:30:39.377539] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:39.378356] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-10-10T00:30:39.378436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:39.378508] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:39.378591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:39.378781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:39.395850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:39.396452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:39.396563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:39.396666] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:39.433563] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:39.433794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:39.433856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:39.433891] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:39.437390] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-10-10T00:30:39.437716] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-10-10T00:30:39.437880] [INFO ] [sig       ] EAF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:39.584356] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EAF.txt
[2025-10-10T00:30:39.584756] [INFO ] [sig       ] [550/1690] Completed EAF in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:39.584839] [INFO ] [sig       ] [551/1690] Forecasting EAI...
[2025-10-10T00:30:39.584910] [INFO ] [sig       ] Generating forecast for: EAI
[2025-10-10T00:30:39.585000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-10-10T00:30:39.593862] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EAI'.
[2025-10-10T00:30:39.594247] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-10-10T00:30:39.620539] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:39.621421] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-10-10T00:30:39.621505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:39.621580] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:39.621680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:39.621784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:39.639609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:39.640555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:39.640697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:39.640772] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:39.678157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:39.678381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:39.678432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:39.678466] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:39.682172] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=43.74%)
[2025-10-10T00:30:39.682503] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-10-10T00:30:39.682677] [INFO ] [sig       ] EAI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:39.841669] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EAI.txt
[2025-10-10T00:30:39.841940] [INFO ] [sig       ] [551/1690] Completed EAI in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:39.842042] [INFO ] [sig       ] [552/1690] Forecasting EARN...
[2025-10-10T00:30:39.842110] [INFO ] [sig       ] Generating forecast for: EARN
[2025-10-10T00:30:39.842182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-10-10T00:30:39.851945] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EARN'.
[2025-10-10T00:30:39.852337] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-10-10T00:30:39.877870] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:39.878677] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-10-10T00:30:39.878757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:39.878830] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:39.878897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:39.878995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:39.896215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:39.896867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:39.897000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:39.897071] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:39.933162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:39.933373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:39.933423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:39.933457] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:39.937098] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-10-10T00:30:39.937421] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-10-10T00:30:39.937574] [INFO ] [sig       ] EARN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:40.080194] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EARN.txt
[2025-10-10T00:30:40.080473] [INFO ] [sig       ] [552/1690] Completed EARN in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:40.080571] [INFO ] [sig       ] [553/1690] Forecasting EAT...
[2025-10-10T00:30:40.080639] [INFO ] [sig       ] Generating forecast for: EAT
[2025-10-10T00:30:40.080736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'.
[2025-10-10T00:30:40.089495] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EAT'.
[2025-10-10T00:30:40.089807] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-10-10T00:30:40.115046] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:40.115849] [DEBUG] [LOCAL     ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt
[2025-10-10T00:30:40.115929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:40.116000] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:40.116070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:40.116169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:40.133572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:40.134193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:40.134306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:40.134374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:40.173500] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:40.173776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:40.173852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:40.173902] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:40.179487] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-10-10T00:30:40.180050] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-10-10T00:30:40.180291] [INFO ] [sig       ] EAT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:40.368789] [INFO ] [LOCAL     ] Saved forecast: EAT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EAT.txt
[2025-10-10T00:30:40.369080] [INFO ] [sig       ] [553/1690] Completed EAT in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:40.369184] [INFO ] [sig       ] [554/1690] Forecasting EB...
[2025-10-10T00:30:40.369255] [INFO ] [sig       ] Generating forecast for: EB
[2025-10-10T00:30:40.369327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-10-10T00:30:40.379931] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EB'.
[2025-10-10T00:30:40.380242] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-10-10T00:30:40.406308] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:40.407061] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-10-10T00:30:40.407138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:40.407209] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:40.407276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:40.407375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:40.424528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:40.425176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:40.425285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:40.425368] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:40.460889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:40.460998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:40.461039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:40.461072] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:40.464233] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-10-10T00:30:40.464520] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-10-10T00:30:40.464682] [INFO ] [sig       ] EB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:40.606215] [INFO ] [LOCAL     ] Saved forecast: EB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EB.txt
[2025-10-10T00:30:40.606449] [INFO ] [sig       ] [554/1690] Completed EB in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:40.606556] [INFO ] [sig       ] [555/1690] Forecasting EBF...
[2025-10-10T00:30:40.606614] [INFO ] [sig       ] Generating forecast for: EBF
[2025-10-10T00:30:40.606705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-10-10T00:30:40.615665] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EBF'.
[2025-10-10T00:30:40.615950] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-10-10T00:30:40.641141] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:40.641905] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-10-10T00:30:40.641983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:40.642053] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:40.642120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:40.642216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:40.659215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:40.659823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:40.659928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:40.659996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:40.693245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:40.693341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:40.693381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:40.693414] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:40.696499] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-10-10T00:30:40.696817] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-10-10T00:30:40.696965] [INFO ] [sig       ] EBF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:40.839286] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EBF.txt
[2025-10-10T00:30:40.839524] [INFO ] [sig       ] [555/1690] Completed EBF in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:40.839601] [INFO ] [sig       ] [556/1690] Forecasting EBR...
[2025-10-10T00:30:40.839723] [INFO ] [sig       ] Generating forecast for: EBR
[2025-10-10T00:30:40.839794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'.
[2025-10-10T00:30:40.848484] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EBR'.
[2025-10-10T00:30:40.848809] [INFO ] [FORECASTER] Starting predict_future for EBR
[2025-10-10T00:30:40.874128] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:40.874914] [DEBUG] [LOCAL     ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt
[2025-10-10T00:30:40.874993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:40.875095] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:40.875165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:40.875262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:40.892434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:40.893045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:40.893151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:40.893220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:40.927577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:40.927802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:40.927852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:40.927885] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:40.931195] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-10-10T00:30:40.931477] [INFO ] [FORECASTER] Completed predict_future for EBR
[2025-10-10T00:30:40.931613] [INFO ] [sig       ] EBR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:41.075398] [INFO ] [LOCAL     ] Saved forecast: EBR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EBR.txt
[2025-10-10T00:30:41.075634] [INFO ] [sig       ] [556/1690] Completed EBR in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:41.075735] [INFO ] [sig       ] [557/1690] Forecasting EBS...
[2025-10-10T00:30:41.075826] [INFO ] [sig       ] Generating forecast for: EBS
[2025-10-10T00:30:41.075899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-10-10T00:30:41.084490] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EBS'.
[2025-10-10T00:30:41.084825] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-10-10T00:30:41.110023] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:41.110785] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-10-10T00:30:41.110863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:41.110933] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:41.111000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:41.111116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:41.128261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:41.128885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:41.128988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:41.129057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:41.163133] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:41.163234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:41.163275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:41.163307] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:41.166357] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-10-10T00:30:41.166638] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-10-10T00:30:41.166815] [INFO ] [sig       ] EBS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:41.315122] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EBS.txt
[2025-10-10T00:30:41.315534] [INFO ] [sig       ] [557/1690] Completed EBS in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:41.315625] [INFO ] [sig       ] [558/1690] Forecasting ECAT...
[2025-10-10T00:30:41.315742] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-10-10T00:30:41.315843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-10-10T00:30:41.327474] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECAT'.
[2025-10-10T00:30:41.328153] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-10-10T00:30:41.354742] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:41.355554] [DEBUG] [LOCAL     ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt
[2025-10-10T00:30:41.355638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:41.355737] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:41.355806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:41.355907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:41.373806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:41.374392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:41.374501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:41.374573] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:41.410155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:41.410252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:41.410297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:41.410330] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:41.413408] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-10-10T00:30:41.413711] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-10-10T00:30:41.413870] [INFO ] [sig       ] ECAT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:41.558427] [INFO ] [LOCAL     ] Saved forecast: ECAT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ECAT.txt
[2025-10-10T00:30:41.558684] [INFO ] [sig       ] [558/1690] Completed ECAT in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:41.558786] [INFO ] [sig       ] [559/1690] Forecasting ECC...
[2025-10-10T00:30:41.558862] [INFO ] [sig       ] Generating forecast for: ECC
[2025-10-10T00:30:41.558935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-10-10T00:30:41.568019] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECC'.
[2025-10-10T00:30:41.568306] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-10-10T00:30:41.593785] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:41.594518] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-10-10T00:30:41.594599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:41.594694] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:41.594762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:41.594860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:41.615526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:41.616850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:41.616996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:41.617077] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:41.655066] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:41.655169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:41.655210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:41.655243] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:41.658320] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-10-10T00:30:41.658611] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-10-10T00:30:41.658811] [INFO ] [sig       ] ECC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:41.807623] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ECC.txt
[2025-10-10T00:30:41.807994] [INFO ] [sig       ] [559/1690] Completed ECC in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:41.808079] [INFO ] [sig       ] [560/1690] Forecasting ECCU...
[2025-10-10T00:30:41.808147] [INFO ] [sig       ] Generating forecast for: ECCU
[2025-10-10T00:30:41.808219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'.
[2025-10-10T00:30:41.818106] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECCU'.
[2025-10-10T00:30:41.818690] [INFO ] [FORECASTER] Starting predict_future for ECCU
[2025-10-10T00:30:41.845228] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:41.846181] [DEBUG] [LOCAL     ] No optimal features file found for ECCU: ./output/feature-sets/ECCU.txt
[2025-10-10T00:30:41.846262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:41.846337] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:41.846415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:41.846516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:41.864068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:41.864719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:41.864838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:41.864912] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:41.901678] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:41.901783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:41.901825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:41.901859] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:41.905065] [DEBUG] [FORECASTER] ECCU: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-10-10T00:30:41.905352] [INFO ] [FORECASTER] Completed predict_future for ECCU
[2025-10-10T00:30:41.905524] [INFO ] [sig       ] ECCU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:42.052720] [INFO ] [LOCAL     ] Saved forecast: ECCU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ECCU.txt
[2025-10-10T00:30:42.052992] [INFO ] [sig       ] [560/1690] Completed ECCU in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:42.053070] [INFO ] [sig       ] [561/1690] Forecasting ECL...
[2025-10-10T00:30:42.053141] [INFO ] [sig       ] Generating forecast for: ECL
[2025-10-10T00:30:42.053213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-10-10T00:30:42.062840] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECL'.
[2025-10-10T00:30:42.063125] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-10-10T00:30:42.088837] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:42.089589] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-10-10T00:30:42.089694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:42.089768] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:42.089837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:42.089939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:42.107357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:42.108037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:42.108147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:42.108217] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:42.141189] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:42.141297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:42.141375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:42.141422] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:42.145357] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-10-10T00:30:42.145847] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-10-10T00:30:42.146054] [INFO ] [sig       ] ECL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:42.298876] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ECL.txt
[2025-10-10T00:30:42.299214] [INFO ] [sig       ] [561/1690] Completed ECL in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:42.299297] [INFO ] [sig       ] [562/1690] Forecasting ECO...
[2025-10-10T00:30:42.299372] [INFO ] [sig       ] Generating forecast for: ECO
[2025-10-10T00:30:42.299442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'.
[2025-10-10T00:30:42.308187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECO'.
[2025-10-10T00:30:42.308477] [INFO ] [FORECASTER] Starting predict_future for ECO
[2025-10-10T00:30:42.333749] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:42.334456] [DEBUG] [LOCAL     ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt
[2025-10-10T00:30:42.334533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:42.334605] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:42.334696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:42.334796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:42.351997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:42.352567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:42.352692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:42.352765] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:42.390337] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:42.390450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:42.390492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:42.390525] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:42.393630] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-10-10T00:30:42.393956] [INFO ] [FORECASTER] Completed predict_future for ECO
[2025-10-10T00:30:42.394095] [INFO ] [sig       ] ECO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:42.542858] [INFO ] [LOCAL     ] Saved forecast: ECO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ECO.txt
[2025-10-10T00:30:42.543128] [INFO ] [sig       ] [562/1690] Completed ECO in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.7m
[2025-10-10T00:30:42.543229] [INFO ] [sig       ] [563/1690] Forecasting ECVT...
[2025-10-10T00:30:42.543277] [INFO ] [sig       ] Generating forecast for: ECVT
[2025-10-10T00:30:42.543343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'.
[2025-10-10T00:30:42.553092] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ECVT'.
[2025-10-10T00:30:42.553461] [INFO ] [FORECASTER] Starting predict_future for ECVT
[2025-10-10T00:30:42.579353] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:42.580114] [DEBUG] [LOCAL     ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt
[2025-10-10T00:30:42.580195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:42.580284] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:42.580355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:42.580459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:42.598231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:42.598869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:42.598976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:42.599050] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:42.636129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:42.636229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:42.636270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:42.636303] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:42.639430] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-10-10T00:30:42.639752] [INFO ] [FORECASTER] Completed predict_future for ECVT
[2025-10-10T00:30:42.639908] [INFO ] [sig       ] ECVT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:42.792885] [INFO ] [LOCAL     ] Saved forecast: ECVT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ECVT.txt
[2025-10-10T00:30:42.793168] [INFO ] [sig       ] [563/1690] Completed ECVT in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:42.793273] [INFO ] [sig       ] [564/1690] Forecasting ED...
[2025-10-10T00:30:42.793350] [INFO ] [sig       ] Generating forecast for: ED
[2025-10-10T00:30:42.793422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-10-10T00:30:42.803548] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ED'.
[2025-10-10T00:30:42.804032] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-10-10T00:30:42.834354] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:42.835954] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-10-10T00:30:42.836108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:42.836201] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:42.836281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:42.836398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:42.861508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:42.862840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:42.862991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:42.863077] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:42.904785] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:42.904994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:42.905041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:42.905075] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:42.908723] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-10-10T00:30:42.909030] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-10-10T00:30:42.909231] [INFO ] [sig       ] ED: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:43.057859] [INFO ] [LOCAL     ] Saved forecast: ED	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ED.txt
[2025-10-10T00:30:43.058213] [INFO ] [sig       ] [564/1690] Completed ED in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:43.058293] [INFO ] [sig       ] [565/1690] Forecasting EDD...
[2025-10-10T00:30:43.058363] [INFO ] [sig       ] Generating forecast for: EDD
[2025-10-10T00:30:43.058435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-10-10T00:30:43.067739] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EDD'.
[2025-10-10T00:30:43.068367] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-10-10T00:30:43.095934] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:43.096808] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-10-10T00:30:43.096889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:43.096962] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:43.097032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:43.097134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:43.116513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:43.117358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:43.117472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:43.117542] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:43.152805] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:43.153049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:43.153108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:43.153144] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:43.156920] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-10-10T00:30:43.157241] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-10-10T00:30:43.157395] [INFO ] [sig       ] EDD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:43.314625] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EDD.txt
[2025-10-10T00:30:43.315141] [INFO ] [sig       ] [565/1690] Completed EDD in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:43.315243] [INFO ] [sig       ] [566/1690] Forecasting EDF...
[2025-10-10T00:30:43.315327] [INFO ] [sig       ] Generating forecast for: EDF
[2025-10-10T00:30:43.315411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-10-10T00:30:43.325561] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EDF'.
[2025-10-10T00:30:43.325936] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-10-10T00:30:43.351097] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:43.351876] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-10-10T00:30:43.351954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:43.352024] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:43.352092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:43.352188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:43.369503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:43.370121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:43.370226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:43.370292] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:43.402127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:43.402235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:43.402276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:43.402309] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:43.405405] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-10-10T00:30:43.405707] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-10-10T00:30:43.405854] [INFO ] [sig       ] EDF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:43.552336] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EDF.txt
[2025-10-10T00:30:43.552878] [INFO ] [sig       ] [566/1690] Completed EDF in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:43.552958] [INFO ] [sig       ] [567/1690] Forecasting EDN...
[2025-10-10T00:30:43.553029] [INFO ] [sig       ] Generating forecast for: EDN
[2025-10-10T00:30:43.553075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-10-10T00:30:43.562542] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EDN'.
[2025-10-10T00:30:43.562898] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-10-10T00:30:43.588457] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:43.589223] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-10-10T00:30:43.589302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:43.589372] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:43.589440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:43.589538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:43.606874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:43.607496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:43.607603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:43.607693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:43.641589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:43.641810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:43.641870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:43.641906] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:43.645304] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-10-10T00:30:43.645595] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-10-10T00:30:43.645772] [INFO ] [sig       ] EDN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:43.791945] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EDN.txt
[2025-10-10T00:30:43.792342] [INFO ] [sig       ] [567/1690] Completed EDN in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:43.792426] [INFO ] [sig       ] [568/1690] Forecasting EDU...
[2025-10-10T00:30:43.792505] [INFO ] [sig       ] Generating forecast for: EDU
[2025-10-10T00:30:43.792576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'.
[2025-10-10T00:30:43.801686] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EDU'.
[2025-10-10T00:30:43.802104] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-10-10T00:30:43.828140] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:43.829187] [DEBUG] [LOCAL     ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt
[2025-10-10T00:30:43.829271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:43.829361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:43.829439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:43.829539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:43.850028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:43.851043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:43.851159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:43.851231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:43.887817] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:43.888092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:43.888150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:43.888188] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:43.892005] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-10-10T00:30:43.892347] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-10-10T00:30:43.892505] [INFO ] [sig       ] EDU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:44.035910] [INFO ] [LOCAL     ] Saved forecast: EDU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EDU.txt
[2025-10-10T00:30:44.036220] [INFO ] [sig       ] [568/1690] Completed EDU in 0.2s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:44.036318] [INFO ] [sig       ] [569/1690] Forecasting EE...
[2025-10-10T00:30:44.036390] [INFO ] [sig       ] Generating forecast for: EE
[2025-10-10T00:30:44.036459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-10-10T00:30:44.045594] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EE'.
[2025-10-10T00:30:44.045979] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-10-10T00:30:44.077553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:44.078533] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-10-10T00:30:44.078620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:44.078716] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:44.078787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:44.078887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:44.097872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:44.098865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:44.098983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:44.099053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:44.138490] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:44.138733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:44.138802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:44.138839] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:44.142415] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-10-10T00:30:44.142792] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-10-10T00:30:44.142954] [INFO ] [sig       ] EE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:44.294182] [INFO ] [LOCAL     ] Saved forecast: EE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EE.txt
[2025-10-10T00:30:44.294511] [INFO ] [sig       ] [569/1690] Completed EE in 0.3s | 4.04 sym/s | Total: 2.3m | ETA: 4.6m
[2025-10-10T00:30:44.294611] [INFO ] [sig       ] [570/1690] Forecasting EEX...
[2025-10-10T00:30:44.294704] [INFO ] [sig       ] Generating forecast for: EEX
[2025-10-10T00:30:44.294790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-10-10T00:30:44.304221] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EEX'.
[2025-10-10T00:30:44.304588] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-10-10T00:30:44.329837] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:44.330543] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-10-10T00:30:44.330621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:44.330716] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:44.330800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:44.330900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:44.348139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:44.348919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:44.349033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:44.349103] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:44.383506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:44.383744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:44.383812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:44.383849] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:44.387554] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-10-10T00:30:44.388015] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-10-10T00:30:44.388189] [INFO ] [sig       ] EEX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:44.536131] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EEX.txt
[2025-10-10T00:30:44.536437] [INFO ] [sig       ] [570/1690] Completed EEX in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:44.536531] [INFO ] [sig       ] [571/1690] Forecasting EFR...
[2025-10-10T00:30:44.536613] [INFO ] [sig       ] Generating forecast for: EFR
[2025-10-10T00:30:44.536705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-10-10T00:30:44.546523] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EFR'.
[2025-10-10T00:30:44.546972] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-10-10T00:30:44.573751] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:44.574611] [DEBUG] [LOCAL     ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt
[2025-10-10T00:30:44.574725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:44.574814] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:44.574899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:44.575016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:44.592859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:44.593555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:44.593689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:44.593774] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:44.630716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:44.630944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:44.630996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:44.631029] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:44.634901] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-10-10T00:30:44.635242] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-10-10T00:30:44.635404] [INFO ] [sig       ] EFR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:44.785037] [INFO ] [LOCAL     ] Saved forecast: EFR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EFR.txt
[2025-10-10T00:30:44.785424] [INFO ] [sig       ] [571/1690] Completed EFR in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:44.785507] [INFO ] [sig       ] [572/1690] Forecasting EFT...
[2025-10-10T00:30:44.785590] [INFO ] [sig       ] Generating forecast for: EFT
[2025-10-10T00:30:44.785717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'.
[2025-10-10T00:30:44.795423] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EFT'.
[2025-10-10T00:30:44.795833] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-10-10T00:30:44.821387] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:44.822131] [DEBUG] [LOCAL     ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt
[2025-10-10T00:30:44.822208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:44.822280] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:44.822348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:44.822451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:44.839907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:44.840482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:44.840585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:44.840677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:44.872886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:44.872980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:44.873020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:44.873053] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:44.876052] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-10-10T00:30:44.876322] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-10-10T00:30:44.876458] [INFO ] [sig       ] EFT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:45.021531] [INFO ] [LOCAL     ] Saved forecast: EFT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EFT.txt
[2025-10-10T00:30:45.021828] [INFO ] [sig       ] [572/1690] Completed EFT in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:45.021906] [INFO ] [sig       ] [573/1690] Forecasting EFX...
[2025-10-10T00:30:45.021975] [INFO ] [sig       ] Generating forecast for: EFX
[2025-10-10T00:30:45.022047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-10-10T00:30:45.030728] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EFX'.
[2025-10-10T00:30:45.031003] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-10-10T00:30:45.056040] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:45.056902] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-10-10T00:30:45.056981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:45.057054] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:45.057126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:45.057223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:45.074326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:45.074949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:45.075055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:45.075124] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:45.108236] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:45.108353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:45.108400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:45.108435] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:45.111664] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-10-10T00:30:45.111957] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-10-10T00:30:45.112101] [INFO ] [sig       ] EFX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:45.255736] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EFX.txt
[2025-10-10T00:30:45.255996] [INFO ] [sig       ] [573/1690] Completed EFX in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:45.256100] [INFO ] [sig       ] [574/1690] Forecasting EFXT...
[2025-10-10T00:30:45.256169] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-10-10T00:30:45.256246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-10-10T00:30:45.265234] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EFXT'.
[2025-10-10T00:30:45.265527] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-10-10T00:30:45.291275] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:45.292062] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-10-10T00:30:45.292141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:45.292216] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:45.292284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:45.292385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:45.310141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:45.310802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:45.310909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:45.310979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:45.340729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:45.340837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:45.340878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:45.340911] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:45.344002] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-10-10T00:30:45.344273] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-10-10T00:30:45.344406] [INFO ] [sig       ] EFXT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:45.494444] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EFXT.txt
[2025-10-10T00:30:45.494820] [INFO ] [sig       ] [574/1690] Completed EFXT in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:45.494891] [INFO ] [sig       ] [575/1690] Forecasting EG...
[2025-10-10T00:30:45.494957] [INFO ] [sig       ] Generating forecast for: EG
[2025-10-10T00:30:45.495027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-10-10T00:30:45.505390] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EG'.
[2025-10-10T00:30:45.505837] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-10-10T00:30:45.533268] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:45.534124] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-10-10T00:30:45.534204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:45.534277] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:45.534346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:45.534444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:45.552294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:45.552939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:45.553048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:45.553119] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:45.589796] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:45.589984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:45.590051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:45.590087] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:45.593616] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2025-10-10T00:30:45.593960] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-10-10T00:30:45.594110] [INFO ] [sig       ] EG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:45.737024] [INFO ] [LOCAL     ] Saved forecast: EG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EG.txt
[2025-10-10T00:30:45.737288] [INFO ] [sig       ] [575/1690] Completed EG in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:45.737400] [INFO ] [sig       ] [576/1690] Forecasting EGO...
[2025-10-10T00:30:45.737456] [INFO ] [sig       ] Generating forecast for: EGO
[2025-10-10T00:30:45.737521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-10-10T00:30:45.746484] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EGO'.
[2025-10-10T00:30:45.746797] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-10-10T00:30:45.772301] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:45.773113] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-10-10T00:30:45.773191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:45.773262] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:45.773329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:45.773427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:45.790803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:45.791381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:45.791488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:45.791557] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:45.828158] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:45.828282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:45.828325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:45.828358] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:45.831630] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-10-10T00:30:45.831956] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-10-10T00:30:45.832095] [INFO ] [sig       ] EGO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:45.985890] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EGO.txt
[2025-10-10T00:30:45.986207] [INFO ] [sig       ] [576/1690] Completed EGO in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:45.986289] [INFO ] [sig       ] [577/1690] Forecasting EGP...
[2025-10-10T00:30:45.986358] [INFO ] [sig       ] Generating forecast for: EGP
[2025-10-10T00:30:45.986432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-10-10T00:30:45.996129] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EGP'.
[2025-10-10T00:30:45.996492] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-10-10T00:30:46.021835] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:46.022556] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-10-10T00:30:46.022637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:46.022733] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:46.022800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:46.022911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:46.040078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:46.040809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:46.040918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:46.040987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:46.072405] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:46.072592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:46.072638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:46.072724] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:46.075944] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-10-10T00:30:46.076230] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-10-10T00:30:46.076367] [INFO ] [sig       ] EGP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:46.218546] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EGP.txt
[2025-10-10T00:30:46.218852] [INFO ] [sig       ] [577/1690] Completed EGP in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:46.218933] [INFO ] [sig       ] [578/1690] Forecasting EGY...
[2025-10-10T00:30:46.219003] [INFO ] [sig       ] Generating forecast for: EGY
[2025-10-10T00:30:46.219071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-10-10T00:30:46.229049] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EGY'.
[2025-10-10T00:30:46.229435] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-10-10T00:30:46.255744] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:46.256525] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-10-10T00:30:46.256605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:46.256700] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:46.256771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:46.256871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:46.279386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:46.280942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:46.281072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:46.281147] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:46.315757] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:46.315887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:46.315931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:46.315965] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:46.319415] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-10-10T00:30:46.319759] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-10-10T00:30:46.319923] [INFO ] [sig       ] EGY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:46.476249] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EGY.txt
[2025-10-10T00:30:46.476555] [INFO ] [sig       ] [578/1690] Completed EGY in 0.3s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:46.476635] [INFO ] [sig       ] [579/1690] Forecasting EHAB...
[2025-10-10T00:30:46.476730] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-10-10T00:30:46.476802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-10-10T00:30:46.488227] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EHAB'.
[2025-10-10T00:30:46.488599] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-10-10T00:30:46.516289] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:46.517143] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-10-10T00:30:46.517226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:46.517301] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:46.517372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:46.517476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:46.535573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:46.536207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:46.536319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:46.536392] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:46.580392] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:46.580618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:46.580704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:46.580761] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:46.584468] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-10-10T00:30:46.585027] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-10-10T00:30:46.585199] [INFO ] [sig       ] EHAB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:46.742913] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EHAB.txt
[2025-10-10T00:30:46.743171] [INFO ] [sig       ] [579/1690] Completed EHAB in 0.3s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:46.743248] [INFO ] [sig       ] [580/1690] Forecasting EHC...
[2025-10-10T00:30:46.743341] [INFO ] [sig       ] Generating forecast for: EHC
[2025-10-10T00:30:46.743411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-10-10T00:30:46.753109] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EHC'.
[2025-10-10T00:30:46.753469] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-10-10T00:30:46.782756] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:46.783537] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-10-10T00:30:46.783617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:46.783718] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:46.783784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:46.783883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:46.801190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:46.801816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:46.801923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:46.801991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:46.835737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:46.835839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:46.835881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:46.835914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:46.838993] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-10-10T00:30:46.839269] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-10-10T00:30:46.839403] [INFO ] [sig       ] EHC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:46.982524] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EHC.txt
[2025-10-10T00:30:46.982806] [INFO ] [sig       ] [580/1690] Completed EHC in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:46.982908] [INFO ] [sig       ] [581/1690] Forecasting EHI...
[2025-10-10T00:30:46.982955] [INFO ] [sig       ] Generating forecast for: EHI
[2025-10-10T00:30:46.983022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-10-10T00:30:46.991701] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EHI'.
[2025-10-10T00:30:46.992068] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-10-10T00:30:47.017371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:47.018208] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-10-10T00:30:47.018295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:47.018389] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:47.018484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:47.018627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:47.035713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:47.036338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:47.036460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:47.036553] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:47.068389] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:47.068525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:47.068573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:47.068609] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:47.072611] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-10-10T00:30:47.073000] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-10-10T00:30:47.073168] [INFO ] [sig       ] EHI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:47.216801] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EHI.txt
[2025-10-10T00:30:47.217049] [INFO ] [sig       ] [581/1690] Completed EHI in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:47.217130] [INFO ] [sig       ] [582/1690] Forecasting EIC...
[2025-10-10T00:30:47.217219] [INFO ] [sig       ] Generating forecast for: EIC
[2025-10-10T00:30:47.217290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-10-10T00:30:47.226199] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EIC'.
[2025-10-10T00:30:47.226497] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-10-10T00:30:47.251720] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:47.252469] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-10-10T00:30:47.252548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:47.252619] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:47.252706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:47.252806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:47.275428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:47.277292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:47.277422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:47.277497] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:47.304162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:47.304272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:47.304343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:47.304443] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:47.307709] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2025-10-10T00:30:47.308037] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-10-10T00:30:47.308196] [INFO ] [sig       ] EIC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:47.454901] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EIC.txt
[2025-10-10T00:30:47.455189] [INFO ] [sig       ] [582/1690] Completed EIC in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:47.455269] [INFO ] [sig       ] [583/1690] Forecasting EIG...
[2025-10-10T00:30:47.455338] [INFO ] [sig       ] Generating forecast for: EIG
[2025-10-10T00:30:47.455406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-10-10T00:30:47.466148] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EIG'.
[2025-10-10T00:30:47.466468] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-10-10T00:30:47.492596] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:47.493498] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-10-10T00:30:47.493582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:47.493680] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:47.493750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:47.493847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:47.511110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:47.511925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:47.512036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:47.512104] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:47.538576] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:47.538827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:47.538891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:47.538926] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:47.542338] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-10-10T00:30:47.542629] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-10-10T00:30:47.542841] [INFO ] [sig       ] EIG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:47.685963] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EIG.txt
[2025-10-10T00:30:47.686279] [INFO ] [sig       ] [583/1690] Completed EIG in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:47.686358] [INFO ] [sig       ] [584/1690] Forecasting EL...
[2025-10-10T00:30:47.686429] [INFO ] [sig       ] Generating forecast for: EL
[2025-10-10T00:30:47.686512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-10-10T00:30:47.695269] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EL'.
[2025-10-10T00:30:47.695566] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-10-10T00:30:47.720874] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:47.721630] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-10-10T00:30:47.721730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:47.721801] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:47.721868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:47.722004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:47.739594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:47.740208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:47.740317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:47.740387] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:47.766876] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:47.766977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:47.767018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:47.767052] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:47.770163] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-10-10T00:30:47.770438] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-10-10T00:30:47.770572] [INFO ] [sig       ] EL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:47.913111] [INFO ] [LOCAL     ] Saved forecast: EL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EL.txt
[2025-10-10T00:30:47.913372] [INFO ] [sig       ] [584/1690] Completed EL in 0.2s | 4.04 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:47.913480] [INFO ] [sig       ] [585/1690] Forecasting ELAN...
[2025-10-10T00:30:47.913549] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-10-10T00:30:47.913618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-10-10T00:30:47.922296] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELAN'.
[2025-10-10T00:30:47.922616] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-10-10T00:30:47.947967] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:47.948729] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-10-10T00:30:47.948806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:47.948876] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:47.948944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:47.949042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:47.966117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:47.966714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:47.966820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:47.966889] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:47.993116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:47.993216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:47.993257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:47.993290] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:47.996341] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-10-10T00:30:47.996618] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-10-10T00:30:47.996795] [INFO ] [sig       ] ELAN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:48.140357] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ELAN.txt
[2025-10-10T00:30:48.140630] [INFO ] [sig       ] [585/1690] Completed ELAN in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.6m
[2025-10-10T00:30:48.140727] [INFO ] [sig       ] [586/1690] Forecasting ELC...
[2025-10-10T00:30:48.140799] [INFO ] [sig       ] Generating forecast for: ELC
[2025-10-10T00:30:48.140867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-10-10T00:30:48.149304] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELC'.
[2025-10-10T00:30:48.149604] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-10-10T00:30:48.175409] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:48.176220] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-10-10T00:30:48.176299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:48.176370] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:48.176437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:48.176535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:48.194256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:48.194870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:48.194974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:48.195040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:48.223175] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:48.223272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:48.223312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:48.223346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:48.226504] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-10-10T00:30:48.226818] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-10-10T00:30:48.226960] [INFO ] [sig       ] ELC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:48.373131] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ELC.txt
[2025-10-10T00:30:48.373380] [INFO ] [sig       ] [586/1690] Completed ELC in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:48.373455] [INFO ] [sig       ] [587/1690] Forecasting ELF...
[2025-10-10T00:30:48.373562] [INFO ] [sig       ] Generating forecast for: ELF
[2025-10-10T00:30:48.373633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-10-10T00:30:48.382227] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELF'.
[2025-10-10T00:30:48.382572] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-10-10T00:30:48.407771] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:48.408515] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-10-10T00:30:48.408593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:48.408688] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:48.408758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:48.408859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:48.425884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:48.426489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:48.426598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:48.426689] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:48.451499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:48.451591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:48.451632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:48.451707] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:48.454757] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-10-10T00:30:48.455031] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-10-10T00:30:48.455158] [INFO ] [sig       ] ELF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:48.597673] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ELF.txt
[2025-10-10T00:30:48.599928] [INFO ] [sig       ] [587/1690] Completed ELF in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:48.600128] [INFO ] [sig       ] [588/1690] Forecasting ELME...
[2025-10-10T00:30:48.600204] [INFO ] [sig       ] Generating forecast for: ELME
[2025-10-10T00:30:48.600278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-10-10T00:30:48.610202] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELME'.
[2025-10-10T00:30:48.610583] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-10-10T00:30:48.636005] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:48.636964] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-10-10T00:30:48.637044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:48.637115] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:48.637202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:48.637320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:48.654605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:48.655304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:48.655415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:48.655501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:48.682385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:48.682488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:48.682529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:48.682562] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:48.685720] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-10-10T00:30:48.686053] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-10-10T00:30:48.686190] [INFO ] [sig       ] ELME: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:48.828352] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ELME.txt
[2025-10-10T00:30:48.828600] [INFO ] [sig       ] [588/1690] Completed ELME in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:48.828708] [INFO ] [sig       ] [589/1690] Forecasting ELP...
[2025-10-10T00:30:48.828821] [INFO ] [sig       ] Generating forecast for: ELP
[2025-10-10T00:30:48.828871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-10-10T00:30:48.837307] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELP'.
[2025-10-10T00:30:48.837610] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-10-10T00:30:48.862834] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:48.863613] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-10-10T00:30:48.863718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:48.863788] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:48.863859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:48.863955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:48.881366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:48.882096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:48.882205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:48.882276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:48.909575] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:48.909733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:48.909791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:48.909844] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:48.913150] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-10-10T00:30:48.913440] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-10-10T00:30:48.913573] [INFO ] [sig       ] ELP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:49.071188] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ELP.txt
[2025-10-10T00:30:49.071516] [INFO ] [sig       ] [589/1690] Completed ELP in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:49.071602] [INFO ] [sig       ] [590/1690] Forecasting ELS...
[2025-10-10T00:30:49.071674] [INFO ] [sig       ] Generating forecast for: ELS
[2025-10-10T00:30:49.071746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-10-10T00:30:49.080145] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELS'.
[2025-10-10T00:30:49.080443] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-10-10T00:30:49.107259] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:49.108262] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-10-10T00:30:49.108343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:49.108428] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:49.108506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:49.108626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:49.126909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:49.127821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:49.127975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:49.128052] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:49.154928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:49.155226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:49.155412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:49.155493] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:49.160981] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-10-10T00:30:49.161397] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-10-10T00:30:49.161553] [INFO ] [sig       ] ELS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:49.305343] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ELS.txt
[2025-10-10T00:30:49.305708] [INFO ] [sig       ] [590/1690] Completed ELS in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:49.305792] [INFO ] [sig       ] [591/1690] Forecasting ELV...
[2025-10-10T00:30:49.305869] [INFO ] [sig       ] Generating forecast for: ELV
[2025-10-10T00:30:49.305946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-10-10T00:30:49.314844] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ELV'.
[2025-10-10T00:30:49.315205] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-10-10T00:30:49.340429] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:49.341282] [DEBUG] [LOCAL     ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt
[2025-10-10T00:30:49.341364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:49.341443] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:49.341517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:49.341622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:49.359079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:49.359889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:49.360006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:49.360082] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:49.387598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:49.387718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:49.387773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:49.387808] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:49.390880] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-10-10T00:30:49.391155] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-10-10T00:30:49.391284] [INFO ] [sig       ] ELV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:49.533425] [INFO ] [LOCAL     ] Saved forecast: ELV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ELV.txt
[2025-10-10T00:30:49.533754] [INFO ] [sig       ] [591/1690] Completed ELV in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:49.533843] [INFO ] [sig       ] [592/1690] Forecasting EMD...
[2025-10-10T00:30:49.533920] [INFO ] [sig       ] Generating forecast for: EMD
[2025-10-10T00:30:49.533996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-10-10T00:30:49.542553] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMD'.
[2025-10-10T00:30:49.542901] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-10-10T00:30:49.568314] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:49.569222] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-10-10T00:30:49.569303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:49.569384] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:49.569458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:49.569569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:49.586761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:49.587572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:49.587714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:49.587791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:49.614080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:49.614275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:49.614321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:49.614356] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:49.617963] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-10-10T00:30:49.618288] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-10-10T00:30:49.618429] [INFO ] [sig       ] EMD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:49.762275] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EMD.txt
[2025-10-10T00:30:49.762617] [INFO ] [sig       ] [592/1690] Completed EMD in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:49.762731] [INFO ] [sig       ] [593/1690] Forecasting EME...
[2025-10-10T00:30:49.762809] [INFO ] [sig       ] Generating forecast for: EME
[2025-10-10T00:30:49.762878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-10-10T00:30:49.771619] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EME'.
[2025-10-10T00:30:49.771953] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-10-10T00:30:49.797737] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:49.798582] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-10-10T00:30:49.798688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:49.798774] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:49.798854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:49.798977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:49.816714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:49.817324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:49.817443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:49.817533] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:49.843154] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:49.843281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:49.843323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:49.843357] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:49.846706] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-10-10T00:30:49.846993] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-10-10T00:30:49.847126] [INFO ] [sig       ] EME: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:49.990744] [INFO ] [LOCAL     ] Saved forecast: EME	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EME.txt
[2025-10-10T00:30:49.991039] [INFO ] [sig       ] [593/1690] Completed EME in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:49.991120] [INFO ] [sig       ] [594/1690] Forecasting EMF...
[2025-10-10T00:30:49.991202] [INFO ] [sig       ] Generating forecast for: EMF
[2025-10-10T00:30:49.991281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-10-10T00:30:49.999960] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMF'.
[2025-10-10T00:30:50.000271] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-10-10T00:30:50.025488] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:50.026234] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-10-10T00:30:50.026311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:50.026383] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:50.026451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:50.026550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:50.043882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:50.044450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:50.044554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:50.044620] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:50.069934] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:50.070037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:50.070079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:50.070112] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:50.073216] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=72.85%)
[2025-10-10T00:30:50.073490] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-10-10T00:30:50.073620] [INFO ] [sig       ] EMF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:50.216105] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EMF.txt
[2025-10-10T00:30:50.216353] [INFO ] [sig       ] [594/1690] Completed EMF in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:50.216462] [INFO ] [sig       ] [595/1690] Forecasting EMN...
[2025-10-10T00:30:50.216536] [INFO ] [sig       ] Generating forecast for: EMN
[2025-10-10T00:30:50.216608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-10-10T00:30:50.224893] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMN'.
[2025-10-10T00:30:50.225197] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-10-10T00:30:50.250502] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:50.251265] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-10-10T00:30:50.251345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:50.251394] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:50.251462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:50.251547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:50.268957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:50.269546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:50.269675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:50.269756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:50.300743] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:50.300863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:50.300905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:50.300938] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:50.304086] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-10-10T00:30:50.304365] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-10-10T00:30:50.304501] [INFO ] [sig       ] EMN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:50.448757] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EMN.txt
[2025-10-10T00:30:50.448988] [INFO ] [sig       ] [595/1690] Completed EMN in 0.2s | 4.05 sym/s | Total: 2.4m | ETA: 4.5m
[2025-10-10T00:30:50.449065] [INFO ] [sig       ] [596/1690] Forecasting EMO...
[2025-10-10T00:30:50.449158] [INFO ] [sig       ] Generating forecast for: EMO
[2025-10-10T00:30:50.449206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-10-10T00:30:50.457858] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMO'.
[2025-10-10T00:30:50.458222] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-10-10T00:30:50.483834] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:50.484584] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-10-10T00:30:50.484686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:50.484768] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:50.484845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:50.484968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:50.502216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:50.502861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:50.502966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:50.503043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:50.539255] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:50.539350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:50.539390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:50.539439] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:50.542580] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-10-10T00:30:50.542896] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-10-10T00:30:50.543040] [INFO ] [sig       ] EMO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:50.684781] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EMO.txt
[2025-10-10T00:30:50.685025] [INFO ] [sig       ] [596/1690] Completed EMO in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:50.685136] [INFO ] [sig       ] [597/1690] Forecasting EMP...
[2025-10-10T00:30:50.685208] [INFO ] [sig       ] Generating forecast for: EMP
[2025-10-10T00:30:50.685279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-10-10T00:30:50.693542] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMP'.
[2025-10-10T00:30:50.693837] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-10-10T00:30:50.718983] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:50.719781] [DEBUG] [LOCAL     ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt
[2025-10-10T00:30:50.719858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:50.719930] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:50.719997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:50.720096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:50.737049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:50.737616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:50.737740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:50.737808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:50.768317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:50.768408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:50.768449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:50.768481] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:50.771536] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-10-10T00:30:50.771861] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-10-10T00:30:50.772006] [INFO ] [sig       ] EMP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:50.913325] [INFO ] [LOCAL     ] Saved forecast: EMP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EMP.txt
[2025-10-10T00:30:50.913572] [INFO ] [sig       ] [597/1690] Completed EMP in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:50.913705] [INFO ] [sig       ] [598/1690] Forecasting EMR...
[2025-10-10T00:30:50.913758] [INFO ] [sig       ] Generating forecast for: EMR
[2025-10-10T00:30:50.913824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-10-10T00:30:50.922824] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EMR'.
[2025-10-10T00:30:50.923125] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-10-10T00:30:50.948124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:50.948877] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-10-10T00:30:50.948953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:50.949024] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:50.949091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:50.949187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:50.966284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:50.966901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:50.967003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:50.967071] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:50.996987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:50.997082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:50.997122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:50.997154] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:51.000172] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-10-10T00:30:51.000440] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-10-10T00:30:51.000569] [INFO ] [sig       ] EMR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:51.140992] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EMR.txt
[2025-10-10T00:30:51.141219] [INFO ] [sig       ] [598/1690] Completed EMR in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:51.141322] [INFO ] [sig       ] [599/1690] Forecasting ENB...
[2025-10-10T00:30:51.141391] [INFO ] [sig       ] Generating forecast for: ENB
[2025-10-10T00:30:51.141461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-10-10T00:30:51.149894] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENB'.
[2025-10-10T00:30:51.150178] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-10-10T00:30:51.175358] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:51.176104] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-10-10T00:30:51.176182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:51.176253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:51.176322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:51.176421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:51.193334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:51.193946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:51.194052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:51.194121] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:51.225201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:51.225295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:51.225337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:51.225371] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:51.228556] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=72.03%)
[2025-10-10T00:30:51.228863] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-10-10T00:30:51.229008] [INFO ] [sig       ] ENB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:51.371784] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ENB.txt
[2025-10-10T00:30:51.372049] [INFO ] [sig       ] [599/1690] Completed ENB in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:51.372176] [INFO ] [sig       ] [600/1690] Forecasting ENFY...
[2025-10-10T00:30:51.372260] [INFO ] [sig       ] Generating forecast for: ENFY
[2025-10-10T00:30:51.372338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'.
[2025-10-10T00:30:51.380247] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENFY'.
[2025-10-10T00:30:51.380545] [INFO ] [FORECASTER] Starting predict_future for ENFY
[2025-10-10T00:30:51.405684] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:51.406430] [DEBUG] [LOCAL     ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt
[2025-10-10T00:30:51.406509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:51.406580] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:51.406684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:51.406824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:51.423865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:51.424474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:51.424580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:51.424677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:51.454266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:51.454357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:51.454396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:51.454428] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:51.457562] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-10-10T00:30:51.457866] [INFO ] [FORECASTER] Completed predict_future for ENFY
[2025-10-10T00:30:51.458036] [INFO ] [sig       ] ENFY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:51.602562] [INFO ] [LOCAL     ] Saved forecast: ENFY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ENFY.txt
[2025-10-10T00:30:51.602872] [INFO ] [sig       ] [600/1690] Completed ENFY in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:51.602961] [INFO ] [sig       ] [601/1690] Forecasting ENIC...
[2025-10-10T00:30:51.603031] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-10-10T00:30:51.603146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-10-10T00:30:51.612063] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENIC'.
[2025-10-10T00:30:51.612339] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-10-10T00:30:51.638635] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:51.639467] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-10-10T00:30:51.639547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:51.639624] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:51.639714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:51.639814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:51.657031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:51.657855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:51.657998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:51.658069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:51.689204] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:51.689407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:51.689453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:51.689487] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:51.693081] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-10-10T00:30:51.693388] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-10-10T00:30:51.693525] [INFO ] [sig       ] ENIC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:51.834965] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ENIC.txt
[2025-10-10T00:30:51.835203] [INFO ] [sig       ] [601/1690] Completed ENIC in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:51.835308] [INFO ] [sig       ] [602/1690] Forecasting ENO...
[2025-10-10T00:30:51.835370] [INFO ] [sig       ] Generating forecast for: ENO
[2025-10-10T00:30:51.835438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-10-10T00:30:51.843592] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENO'.
[2025-10-10T00:30:51.843934] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-10-10T00:30:51.869045] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:51.869830] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-10-10T00:30:51.869908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:51.869979] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:51.870046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:51.870144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:51.886935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:51.887496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:51.887605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:51.887695] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:51.918761] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:51.918854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:51.918895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:51.918928] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:51.921962] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-10-10T00:30:51.922233] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-10-10T00:30:51.922363] [INFO ] [sig       ] ENO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:52.064673] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ENO.txt
[2025-10-10T00:30:52.065024] [INFO ] [sig       ] [602/1690] Completed ENO in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:52.065108] [INFO ] [sig       ] [603/1690] Forecasting ENOV...
[2025-10-10T00:30:52.065177] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-10-10T00:30:52.065248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-10-10T00:30:52.073661] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENOV'.
[2025-10-10T00:30:52.073964] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-10-10T00:30:52.099039] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:52.099796] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-10-10T00:30:52.099874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:52.099944] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:52.100012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:52.100113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:52.117384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:52.118039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:52.118149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:52.118217] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:52.152118] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:52.152210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:52.152251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:52.152283] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:52.155267] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-10-10T00:30:52.155538] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-10-10T00:30:52.155703] [INFO ] [sig       ] ENOV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:52.298440] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ENOV.txt
[2025-10-10T00:30:52.298780] [INFO ] [sig       ] [603/1690] Completed ENOV in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:52.298864] [INFO ] [sig       ] [604/1690] Forecasting ENR...
[2025-10-10T00:30:52.298931] [INFO ] [sig       ] Generating forecast for: ENR
[2025-10-10T00:30:52.299004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-10-10T00:30:52.307363] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENR'.
[2025-10-10T00:30:52.307735] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-10-10T00:30:52.333046] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:52.333819] [DEBUG] [LOCAL     ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt
[2025-10-10T00:30:52.333897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:52.333967] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:52.334036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:52.334132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:52.351394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:52.352003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:52.352109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:52.352177] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:52.379058] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:52.379163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:52.379204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:52.379238] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:52.382379] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-10-10T00:30:52.382676] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-10-10T00:30:52.382820] [INFO ] [sig       ] ENR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:52.525763] [INFO ] [LOCAL     ] Saved forecast: ENR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ENR.txt
[2025-10-10T00:30:52.526012] [INFO ] [sig       ] [604/1690] Completed ENR in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:52.526086] [INFO ] [sig       ] [605/1690] Forecasting ENS...
[2025-10-10T00:30:52.526155] [INFO ] [sig       ] Generating forecast for: ENS
[2025-10-10T00:30:52.526223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-10-10T00:30:52.534889] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENS'.
[2025-10-10T00:30:52.535178] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-10-10T00:30:52.560331] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:52.561078] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-10-10T00:30:52.561155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:52.561228] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:52.561295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:52.561393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:52.578374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:52.578988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:52.579095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:52.579163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:52.613692] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:52.613801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:52.613844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:52.613876] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:52.617168] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-10-10T00:30:52.617445] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-10-10T00:30:52.617582] [INFO ] [sig       ] ENS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:52.759799] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ENS.txt
[2025-10-10T00:30:52.760032] [INFO ] [sig       ] [605/1690] Completed ENS in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:52.760124] [INFO ] [sig       ] [606/1690] Forecasting ENVA...
[2025-10-10T00:30:52.760196] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-10-10T00:30:52.760246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-10-10T00:30:52.769388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ENVA'.
[2025-10-10T00:30:52.769721] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-10-10T00:30:52.795190] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:52.795988] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-10-10T00:30:52.796065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:52.796135] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:52.796202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:52.796320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:52.813446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:52.814060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:52.814165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:52.814233] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:52.843441] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:52.843527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:52.843567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:52.843603] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:52.846584] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-10-10T00:30:52.846881] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-10-10T00:30:52.847023] [INFO ] [sig       ] ENVA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:52.988357] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ENVA.txt
[2025-10-10T00:30:52.988622] [INFO ] [sig       ] [606/1690] Completed ENVA in 0.2s | 4.05 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:52.988761] [INFO ] [sig       ] [607/1690] Forecasting EOD...
[2025-10-10T00:30:52.988828] [INFO ] [sig       ] Generating forecast for: EOD
[2025-10-10T00:30:52.988914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-10-10T00:30:52.997693] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EOD'.
[2025-10-10T00:30:52.998003] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-10-10T00:30:53.022956] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:53.023762] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-10-10T00:30:53.023841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:53.023911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:53.023979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:53.024055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:53.041172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:53.041782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:53.041887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:53.041955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:53.070788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:53.070877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:53.070917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:53.070949] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:53.074022] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-10-10T00:30:53.074289] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-10-10T00:30:53.074419] [INFO ] [sig       ] EOD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:53.216337] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EOD.txt
[2025-10-10T00:30:53.216564] [INFO ] [sig       ] [607/1690] Completed EOD in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.5m
[2025-10-10T00:30:53.216679] [INFO ] [sig       ] [608/1690] Forecasting EOG...
[2025-10-10T00:30:53.216751] [INFO ] [sig       ] Generating forecast for: EOG
[2025-10-10T00:30:53.216822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-10-10T00:30:53.225833] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EOG'.
[2025-10-10T00:30:53.226114] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-10-10T00:30:53.251244] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:53.252034] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-10-10T00:30:53.252111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:53.252181] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:53.252249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:53.252348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:53.269461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:53.270070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:53.270177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:53.270246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:53.298731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:53.298818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:53.298858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:53.298890] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:53.301925] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-10-10T00:30:53.302190] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-10-10T00:30:53.302321] [INFO ] [sig       ] EOG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:53.445087] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EOG.txt
[2025-10-10T00:30:53.445448] [INFO ] [sig       ] [608/1690] Completed EOG in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:53.445530] [INFO ] [sig       ] [609/1690] Forecasting EOI...
[2025-10-10T00:30:53.445608] [INFO ] [sig       ] Generating forecast for: EOI
[2025-10-10T00:30:53.445703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-10-10T00:30:53.455209] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EOI'.
[2025-10-10T00:30:53.455491] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-10-10T00:30:53.481286] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:53.482116] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-10-10T00:30:53.482193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:53.482265] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:53.482333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:53.482432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:53.499855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:53.500430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:53.500536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:53.500605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:53.525956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:53.526048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:53.526088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:53.526120] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:53.529152] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-10-10T00:30:53.529420] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-10-10T00:30:53.529546] [INFO ] [sig       ] EOI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:53.670699] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EOI.txt
[2025-10-10T00:30:53.671014] [INFO ] [sig       ] [609/1690] Completed EOI in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:53.671097] [INFO ] [sig       ] [610/1690] Forecasting EOS...
[2025-10-10T00:30:53.671167] [INFO ] [sig       ] Generating forecast for: EOS
[2025-10-10T00:30:53.671236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-10-10T00:30:53.679442] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EOS'.
[2025-10-10T00:30:53.679752] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-10-10T00:30:53.704876] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:53.705607] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-10-10T00:30:53.705705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:53.705776] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:53.705845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:53.705943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:53.722873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:53.723444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:53.723550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:53.723619] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:53.748279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:53.748370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:53.748409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:53.748441] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:53.751454] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-10-10T00:30:53.751781] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-10-10T00:30:53.751920] [INFO ] [sig       ] EOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:53.894162] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EOS.txt
[2025-10-10T00:30:53.894403] [INFO ] [sig       ] [610/1690] Completed EOS in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:53.894520] [INFO ] [sig       ] [611/1690] Forecasting EOT...
[2025-10-10T00:30:53.894587] [INFO ] [sig       ] Generating forecast for: EOT
[2025-10-10T00:30:53.894680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-10-10T00:30:53.903879] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EOT'.
[2025-10-10T00:30:53.904171] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-10-10T00:30:53.929165] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:53.929920] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-10-10T00:30:53.929998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:53.930068] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:53.930134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:53.930215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:53.947438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:53.948085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:53.948189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:53.948258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:53.974772] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:53.974863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:53.974903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:53.974935] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:53.978031] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-10-10T00:30:53.978300] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-10-10T00:30:53.978429] [INFO ] [sig       ] EOT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:54.124412] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EOT.txt
[2025-10-10T00:30:54.124756] [INFO ] [sig       ] [611/1690] Completed EOT in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:54.124834] [INFO ] [sig       ] [612/1690] Forecasting EPAC...
[2025-10-10T00:30:54.124905] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-10-10T00:30:54.124975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-10-10T00:30:54.133930] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EPAC'.
[2025-10-10T00:30:54.134214] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-10-10T00:30:54.159528] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:54.160322] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-10-10T00:30:54.160402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:54.160474] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:54.160543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:54.160665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:54.177617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:54.178252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:54.178376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:54.178445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:54.215713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:54.215852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:54.215894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:54.215927] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:54.219372] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-10-10T00:30:54.219700] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-10-10T00:30:54.220047] [INFO ] [sig       ] EPAC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:54.365516] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EPAC.txt
[2025-10-10T00:30:54.365849] [INFO ] [sig       ] [612/1690] Completed EPAC in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:54.365932] [INFO ] [sig       ] [613/1690] Forecasting EPC...
[2025-10-10T00:30:54.366002] [INFO ] [sig       ] Generating forecast for: EPC
[2025-10-10T00:30:54.366071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-10-10T00:30:54.375698] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EPC'.
[2025-10-10T00:30:54.376092] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-10-10T00:30:54.401575] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:54.402305] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-10-10T00:30:54.402384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:54.402456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:54.402524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:54.402627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:54.419616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:54.420215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:54.420325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:54.420395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:54.457046] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:54.457156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:54.457198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:54.457231] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:54.460416] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-10-10T00:30:54.460784] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-10-10T00:30:54.460946] [INFO ] [sig       ] EPC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:54.604925] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EPC.txt
[2025-10-10T00:30:54.605259] [INFO ] [sig       ] [613/1690] Completed EPC in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:54.605342] [INFO ] [sig       ] [614/1690] Forecasting EPD...
[2025-10-10T00:30:54.605391] [INFO ] [sig       ] Generating forecast for: EPD
[2025-10-10T00:30:54.605520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-10-10T00:30:54.615114] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EPD'.
[2025-10-10T00:30:54.615433] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-10-10T00:30:54.640586] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:54.641365] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-10-10T00:30:54.641457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:54.641546] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:54.641631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:54.641772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:54.659108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:54.659762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:54.659874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:54.659944] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:54.694617] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:54.694751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:54.694798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:54.694831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:54.698096] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-10-10T00:30:54.698381] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-10-10T00:30:54.698525] [INFO ] [sig       ] EPD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:54.839838] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EPD.txt
[2025-10-10T00:30:54.840147] [INFO ] [sig       ] [614/1690] Completed EPD in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:54.840289] [INFO ] [sig       ] [615/1690] Forecasting EPR...
[2025-10-10T00:30:54.840363] [INFO ] [sig       ] Generating forecast for: EPR
[2025-10-10T00:30:54.840443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-10-10T00:30:54.849208] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EPR'.
[2025-10-10T00:30:54.849524] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-10-10T00:30:54.874553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:54.875359] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-10-10T00:30:54.875439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:54.875526] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:54.875608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:54.875753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:54.892917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:54.893509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:54.893622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:54.893730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:54.928987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:54.929097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:54.929138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:54.929171] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:54.932300] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-10-10T00:30:54.932579] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-10-10T00:30:54.932759] [INFO ] [sig       ] EPR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:55.073856] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EPR.txt
[2025-10-10T00:30:55.074138] [INFO ] [sig       ] [615/1690] Completed EPR in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:55.074248] [INFO ] [sig       ] [616/1690] Forecasting EPRT...
[2025-10-10T00:30:55.074331] [INFO ] [sig       ] Generating forecast for: EPRT
[2025-10-10T00:30:55.074426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'.
[2025-10-10T00:30:55.083664] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EPRT'.
[2025-10-10T00:30:55.083997] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-10-10T00:30:55.111234] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:55.112044] [DEBUG] [LOCAL     ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt
[2025-10-10T00:30:55.112122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:55.112194] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:55.112263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:55.112365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:55.129627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:55.130227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:55.130339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:55.130409] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:55.163398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:55.163507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:55.163548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:55.163581] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:55.166741] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-10-10T00:30:55.167018] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-10-10T00:30:55.167163] [INFO ] [sig       ] EPRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:55.308396] [INFO ] [LOCAL     ] Saved forecast: EPRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EPRT.txt
[2025-10-10T00:30:55.308692] [INFO ] [sig       ] [616/1690] Completed EPRT in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:55.308805] [INFO ] [sig       ] [617/1690] Forecasting EQBK...
[2025-10-10T00:30:55.308876] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-10-10T00:30:55.308949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-10-10T00:30:55.317556] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQBK'.
[2025-10-10T00:30:55.317885] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-10-10T00:30:55.343038] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:55.343805] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-10-10T00:30:55.343882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:55.343953] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:55.344023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:55.344123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:55.361045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:55.361706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:55.361814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:55.361882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:55.394130] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:55.394239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:55.394280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:55.394312] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:55.397469] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-10-10T00:30:55.397813] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-10-10T00:30:55.397997] [INFO ] [sig       ] EQBK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:55.539922] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EQBK.txt
[2025-10-10T00:30:55.540337] [INFO ] [sig       ] [617/1690] Completed EQBK in 0.2s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:55.540424] [INFO ] [sig       ] [618/1690] Forecasting EQH...
[2025-10-10T00:30:55.540519] [INFO ] [sig       ] Generating forecast for: EQH
[2025-10-10T00:30:55.540623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-10-10T00:30:55.550097] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQH'.
[2025-10-10T00:30:55.550490] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-10-10T00:30:55.576496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:55.577429] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-10-10T00:30:55.577522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:55.577617] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:55.577725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:55.577866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:55.594919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:55.595863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:55.595996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:55.596084] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:55.628155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:55.628384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:55.628438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:55.628475] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:55.632711] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-10-10T00:30:55.633052] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-10-10T00:30:55.633207] [INFO ] [sig       ] EQH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:55.793481] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EQH.txt
[2025-10-10T00:30:55.793959] [INFO ] [sig       ] [618/1690] Completed EQH in 0.3s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:55.794046] [INFO ] [sig       ] [619/1690] Forecasting EQNR...
[2025-10-10T00:30:55.794121] [INFO ] [sig       ] Generating forecast for: EQNR
[2025-10-10T00:30:55.794212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'.
[2025-10-10T00:30:55.805501] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQNR'.
[2025-10-10T00:30:55.806095] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-10-10T00:30:55.847491] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:55.848884] [DEBUG] [LOCAL     ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt
[2025-10-10T00:30:55.848995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:55.849087] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:55.849177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:55.849309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:55.872551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:55.873739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:55.873915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:55.874008] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:55.914675] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:55.914900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:55.914955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:55.914992] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:55.919328] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-10-10T00:30:55.919765] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-10-10T00:30:55.919951] [INFO ] [sig       ] EQNR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:56.142046] [INFO ] [LOCAL     ] Saved forecast: EQNR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EQNR.txt
[2025-10-10T00:30:56.142530] [INFO ] [sig       ] [619/1690] Completed EQNR in 0.3s | 4.06 sym/s | Total: 2.5m | ETA: 4.4m
[2025-10-10T00:30:56.142631] [INFO ] [sig       ] [620/1690] Forecasting EQR...
[2025-10-10T00:30:56.142738] [INFO ] [sig       ] Generating forecast for: EQR
[2025-10-10T00:30:56.142851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-10-10T00:30:56.155675] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQR'.
[2025-10-10T00:30:56.157260] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-10-10T00:30:56.197741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:56.201403] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-10-10T00:30:56.201558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:56.201690] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:56.201816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:56.201955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:56.229554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:56.230928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:56.231105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:56.231194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:56.284107] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:56.284352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:56.284412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:56.284454] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:56.289067] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-10-10T00:30:56.289622] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-10-10T00:30:56.289899] [INFO ] [sig       ] EQR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:56.532893] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EQR.txt
[2025-10-10T00:30:56.533385] [INFO ] [sig       ] [620/1690] Completed EQR in 0.4s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:56.533476] [INFO ] [sig       ] [621/1690] Forecasting EQT...
[2025-10-10T00:30:56.533557] [INFO ] [sig       ] Generating forecast for: EQT
[2025-10-10T00:30:56.533668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-10-10T00:30:56.546284] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQT'.
[2025-10-10T00:30:56.546916] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-10-10T00:30:56.586918] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:56.588206] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-10-10T00:30:56.588333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:56.588424] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:56.588511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:56.588671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:56.615079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:56.616090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:56.616214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:56.616287] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:56.667012] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:56.667246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:56.667319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:56.667381] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:56.673077] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-10-10T00:30:56.673709] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-10-10T00:30:56.673973] [INFO ] [sig       ] EQT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:56.833030] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EQT.txt
[2025-10-10T00:30:56.833403] [INFO ] [sig       ] [621/1690] Completed EQT in 0.3s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:56.833488] [INFO ] [sig       ] [622/1690] Forecasting EQV...
[2025-10-10T00:30:56.833563] [INFO ] [sig       ] Generating forecast for: EQV
[2025-10-10T00:30:56.833639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'.
[2025-10-10T00:30:56.842553] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EQV'.
[2025-10-10T00:30:56.842938] [INFO ] [FORECASTER] Starting predict_future for EQV
[2025-10-10T00:30:56.869976] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:56.870897] [DEBUG] [LOCAL     ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt
[2025-10-10T00:30:56.870977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:56.871049] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:56.871118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:56.871218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:56.889217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:56.889865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:56.889972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:56.890040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:56.914683] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:56.914782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:56.914826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:56.914860] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:56.918026] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-10-10T00:30:56.918307] [INFO ] [FORECASTER] Completed predict_future for EQV
[2025-10-10T00:30:56.918438] [INFO ] [sig       ] EQV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:57.072676] [INFO ] [LOCAL     ] Saved forecast: EQV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EQV.txt
[2025-10-10T00:30:57.072977] [INFO ] [sig       ] [622/1690] Completed EQV in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:57.073060] [INFO ] [sig       ] [623/1690] Forecasting ERJ...
[2025-10-10T00:30:57.073134] [INFO ] [sig       ] Generating forecast for: ERJ
[2025-10-10T00:30:57.073217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'.
[2025-10-10T00:30:57.081684] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ERJ'.
[2025-10-10T00:30:57.082004] [INFO ] [FORECASTER] Starting predict_future for ERJ
[2025-10-10T00:30:57.107874] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:57.108748] [DEBUG] [LOCAL     ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt
[2025-10-10T00:30:57.108829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:57.108922] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:57.109008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:57.109120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:57.127143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:57.127784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:57.127917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:57.127987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:57.157214] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:57.157327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:57.157369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:57.157403] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:57.160680] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-10-10T00:30:57.160986] [INFO ] [FORECASTER] Completed predict_future for ERJ
[2025-10-10T00:30:57.161128] [INFO ] [sig       ] ERJ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:57.314485] [INFO ] [LOCAL     ] Saved forecast: ERJ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ERJ.txt
[2025-10-10T00:30:57.314783] [INFO ] [sig       ] [623/1690] Completed ERJ in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:57.314856] [INFO ] [sig       ] [624/1690] Forecasting ERO...
[2025-10-10T00:30:57.314912] [INFO ] [sig       ] Generating forecast for: ERO
[2025-10-10T00:30:57.314983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-10-10T00:30:57.324947] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ERO'.
[2025-10-10T00:30:57.325352] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-10-10T00:30:57.351378] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:57.352143] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-10-10T00:30:57.352223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:57.352296] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:57.352366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:57.352465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:57.370155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:57.370793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:57.370901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:57.370971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:57.406126] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:57.406270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:57.406314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:57.406346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:57.409873] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-10-10T00:30:57.410177] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-10-10T00:30:57.410375] [INFO ] [sig       ] ERO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:57.553247] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ERO.txt
[2025-10-10T00:30:57.553531] [INFO ] [sig       ] [624/1690] Completed ERO in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:57.553612] [INFO ] [sig       ] [625/1690] Forecasting ES...
[2025-10-10T00:30:57.553703] [INFO ] [sig       ] Generating forecast for: ES
[2025-10-10T00:30:57.553776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-10-10T00:30:57.562502] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ES'.
[2025-10-10T00:30:57.562819] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-10-10T00:30:57.588398] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:57.589189] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-10-10T00:30:57.589268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:57.589341] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:57.589409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:57.589512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:57.607391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:57.608071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:57.608180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:57.608259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:57.643623] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:57.643760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:57.643808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:57.643843] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:57.646952] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-10-10T00:30:57.647235] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-10-10T00:30:57.647374] [INFO ] [sig       ] ES: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:57.790487] [INFO ] [LOCAL     ] Saved forecast: ES	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ES.txt
[2025-10-10T00:30:57.790806] [INFO ] [sig       ] [625/1690] Completed ES in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:57.790890] [INFO ] [sig       ] [626/1690] Forecasting ESAB...
[2025-10-10T00:30:57.790960] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-10-10T00:30:57.791094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-10-10T00:30:57.800906] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESAB'.
[2025-10-10T00:30:57.801258] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-10-10T00:30:57.826608] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:57.827346] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-10-10T00:30:57.827423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:57.827494] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:57.827558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:57.827675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:57.844686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:57.845254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:57.845360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:57.845426] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:57.876882] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:57.876987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:57.877029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:57.877062] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:57.880093] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-10-10T00:30:57.880364] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-10-10T00:30:57.880496] [INFO ] [sig       ] ESAB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:58.022295] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESAB.txt
[2025-10-10T00:30:58.022550] [INFO ] [sig       ] [626/1690] Completed ESAB in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:58.022675] [INFO ] [sig       ] [627/1690] Forecasting ESE...
[2025-10-10T00:30:58.022756] [INFO ] [sig       ] Generating forecast for: ESE
[2025-10-10T00:30:58.022824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-10-10T00:30:58.032345] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESE'.
[2025-10-10T00:30:58.032745] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-10-10T00:30:58.058788] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:58.059522] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-10-10T00:30:58.059603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:58.059699] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:58.059769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:58.059871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:58.077430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:58.078102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:58.078215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:58.078286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:58.110967] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:58.111108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:58.111153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:58.111187] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:58.114735] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-10-10T00:30:58.115026] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-10-10T00:30:58.115177] [INFO ] [sig       ] ESE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:58.259152] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESE.txt
[2025-10-10T00:30:58.259470] [INFO ] [sig       ] [627/1690] Completed ESE in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:58.259539] [INFO ] [sig       ] [628/1690] Forecasting ESI...
[2025-10-10T00:30:58.259578] [INFO ] [sig       ] Generating forecast for: ESI
[2025-10-10T00:30:58.259639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-10-10T00:30:58.269423] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESI'.
[2025-10-10T00:30:58.269796] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-10-10T00:30:58.294903] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:58.295620] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-10-10T00:30:58.295729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:58.295812] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:58.295880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:58.295979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:58.313344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:58.313990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:58.314094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:58.314143] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:58.348857] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:58.348960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:58.349001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:58.349035] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:58.352070] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-10-10T00:30:58.352345] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-10-10T00:30:58.352482] [INFO ] [sig       ] ESI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:58.493598] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESI.txt
[2025-10-10T00:30:58.493934] [INFO ] [sig       ] [628/1690] Completed ESI in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:58.494016] [INFO ] [sig       ] [629/1690] Forecasting ESNT...
[2025-10-10T00:30:58.494083] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-10-10T00:30:58.494152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-10-10T00:30:58.504722] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESNT'.
[2025-10-10T00:30:58.505264] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-10-10T00:30:58.541456] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:58.542383] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-10-10T00:30:58.542465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:58.542540] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:58.542611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:58.542744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:58.560420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:58.561292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:58.561401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:58.561471] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:58.592752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:58.592966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:58.593017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:58.593055] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:58.597151] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-10-10T00:30:58.597474] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-10-10T00:30:58.597624] [INFO ] [sig       ] ESNT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:58.743318] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESNT.txt
[2025-10-10T00:30:58.743704] [INFO ] [sig       ] [629/1690] Completed ESNT in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:58.743798] [INFO ] [sig       ] [630/1690] Forecasting ESRT...
[2025-10-10T00:30:58.743898] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-10-10T00:30:58.744000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-10-10T00:30:58.753607] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESRT'.
[2025-10-10T00:30:58.754108] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-10-10T00:30:58.780579] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:58.781464] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-10-10T00:30:58.781546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:58.781617] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:58.781717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:58.781819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:58.799212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:58.799875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:58.799982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:58.800048] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:58.830834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:58.830946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:58.830990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:58.831028] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:58.834718] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-10-10T00:30:58.835026] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-10-10T00:30:58.835169] [INFO ] [sig       ] ESRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:58.980612] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESRT.txt
[2025-10-10T00:30:58.980885] [INFO ] [sig       ] [630/1690] Completed ESRT in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:58.980985] [INFO ] [sig       ] [631/1690] Forecasting ESS...
[2025-10-10T00:30:58.981066] [INFO ] [sig       ] Generating forecast for: ESS
[2025-10-10T00:30:58.981140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-10-10T00:30:58.989798] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESS'.
[2025-10-10T00:30:58.990095] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-10-10T00:30:59.015816] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:59.016558] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-10-10T00:30:59.016638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:59.016732] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:59.016801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:59.016902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:59.034945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:59.035589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:59.035718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:59.035788] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:59.063012] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:59.063120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:59.063163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:59.063198] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:59.066513] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-10-10T00:30:59.066843] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-10-10T00:30:59.067080] [INFO ] [sig       ] ESS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:59.212275] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ESS.txt
[2025-10-10T00:30:59.212513] [INFO ] [sig       ] [631/1690] Completed ESS in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:59.212609] [INFO ] [sig       ] [632/1690] Forecasting ESTC...
[2025-10-10T00:30:59.212701] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-10-10T00:30:59.212770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-10-10T00:30:59.221027] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ESTC'.
[2025-10-10T00:30:59.221323] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-10-10T00:30:59.246343] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:59.247100] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-10-10T00:30:59.247177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:59.247247] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:59.247314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:59.247408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:59.264618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:59.265232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:59.265337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:59.265403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:59.291334] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:59.291433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:59.291474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:59.291507] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:59.294576] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-10-10T00:30:59.294916] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-10-10T00:30:59.295056] [INFO ] [sig       ] ESTC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:59.439542] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ESTC.txt
[2025-10-10T00:30:59.439792] [INFO ] [sig       ] [632/1690] Completed ESTC in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.4m
[2025-10-10T00:30:59.439892] [INFO ] [sig       ] [633/1690] Forecasting ET...
[2025-10-10T00:30:59.439963] [INFO ] [sig       ] Generating forecast for: ET
[2025-10-10T00:30:59.440035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'.
[2025-10-10T00:30:59.448916] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ET'.
[2025-10-10T00:30:59.449211] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-10-10T00:30:59.474371] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:59.475172] [DEBUG] [LOCAL     ] No optimal features file found for ET: ./output/feature-sets/ET.txt
[2025-10-10T00:30:59.475249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:59.475334] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:59.475415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:59.475539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:59.493151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:59.493799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:59.493903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:59.493980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:59.521370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:59.521495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:59.521544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:59.521578] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:59.524860] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-10-10T00:30:59.525135] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-10-10T00:30:59.525264] [INFO ] [sig       ] ET: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:30:59.676417] [INFO ] [LOCAL     ] Saved forecast: ET	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ET.txt
[2025-10-10T00:30:59.676808] [INFO ] [sig       ] [633/1690] Completed ET in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:30:59.676891] [INFO ] [sig       ] [634/1690] Forecasting ETB...
[2025-10-10T00:30:59.676961] [INFO ] [sig       ] Generating forecast for: ETB
[2025-10-10T00:30:59.677033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-10-10T00:30:59.686524] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETB'.
[2025-10-10T00:30:59.686878] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-10-10T00:30:59.713326] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:59.714140] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-10-10T00:30:59.714220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:59.714293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:59.714362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:59.714464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:59.732133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:59.732770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:59.732881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:59.732983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:59.763845] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:59.763953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:59.763997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:59.764031] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:30:59.767242] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-10-10T00:30:59.767525] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-10-10T00:30:59.767684] [INFO ] [sig       ] ETB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:30:59.911099] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETB.txt
[2025-10-10T00:30:59.911357] [INFO ] [sig       ] [634/1690] Completed ETB in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:30:59.911436] [INFO ] [sig       ] [635/1690] Forecasting ETD...
[2025-10-10T00:30:59.911534] [INFO ] [sig       ] Generating forecast for: ETD
[2025-10-10T00:30:59.911603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-10-10T00:30:59.920993] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETD'.
[2025-10-10T00:30:59.921327] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-10-10T00:30:59.946797] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:30:59.947504] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-10-10T00:30:59.947583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:30:59.947690] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:30:59.947761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:30:59.947858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:30:59.965133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:30:59.965742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:30:59.965846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:30:59.965915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:30:59.997264] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:30:59.997354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:30:59.997394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:30:59.997426] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:00.000604] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-10-10T00:31:00.000905] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-10-10T00:31:00.001056] [INFO ] [sig       ] ETD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:00.142344] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ETD.txt
[2025-10-10T00:31:00.142592] [INFO ] [sig       ] [635/1690] Completed ETD in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:00.142713] [INFO ] [sig       ] [636/1690] Forecasting ETG...
[2025-10-10T00:31:00.142783] [INFO ] [sig       ] Generating forecast for: ETG
[2025-10-10T00:31:00.142853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-10-10T00:31:00.151499] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETG'.
[2025-10-10T00:31:00.151805] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-10-10T00:31:00.176875] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:00.177593] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-10-10T00:31:00.177695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:00.177768] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:00.177836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:00.177967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:00.195259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:00.195875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:00.195977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:00.196046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:00.229664] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:00.229753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:00.229794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:00.229825] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:00.232829] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-10-10T00:31:00.233093] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-10-10T00:31:00.233231] [INFO ] [sig       ] ETG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:00.374026] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETG.txt
[2025-10-10T00:31:00.374251] [INFO ] [sig       ] [636/1690] Completed ETG in 0.2s | 4.05 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:00.374350] [INFO ] [sig       ] [637/1690] Forecasting ETJ...
[2025-10-10T00:31:00.374419] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-10-10T00:31:00.374491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-10-10T00:31:00.383045] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETJ'.
[2025-10-10T00:31:00.383338] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-10-10T00:31:00.408327] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:00.409126] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-10-10T00:31:00.409206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:00.409277] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:00.409345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:00.409445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:00.426365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:00.426961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:00.427064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:00.427133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:00.459898] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:00.459990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:00.460032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:00.460067] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:00.463146] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2025-10-10T00:31:00.463429] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-10-10T00:31:00.463568] [INFO ] [sig       ] ETJ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:00.605261] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETJ.txt
[2025-10-10T00:31:00.605494] [INFO ] [sig       ] [637/1690] Completed ETJ in 0.2s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:00.605589] [INFO ] [sig       ] [638/1690] Forecasting ETN...
[2025-10-10T00:31:00.605696] [INFO ] [sig       ] Generating forecast for: ETN
[2025-10-10T00:31:00.605782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-10-10T00:31:00.615255] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETN'.
[2025-10-10T00:31:00.615597] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-10-10T00:31:00.641136] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:00.641892] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-10-10T00:31:00.641971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:00.642042] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:00.642113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:00.642210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:00.660060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:00.660683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:00.660793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:00.660872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:00.693241] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:00.693343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:00.693385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:00.693417] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:00.696487] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-10-10T00:31:00.696809] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-10-10T00:31:00.696952] [INFO ] [sig       ] ETN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:00.839615] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETN.txt
[2025-10-10T00:31:00.839925] [INFO ] [sig       ] [638/1690] Completed ETN in 0.2s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:00.840004] [INFO ] [sig       ] [639/1690] Forecasting ETO...
[2025-10-10T00:31:00.840073] [INFO ] [sig       ] Generating forecast for: ETO
[2025-10-10T00:31:00.840148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-10-10T00:31:00.848622] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETO'.
[2025-10-10T00:31:00.848938] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-10-10T00:31:00.874966] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:00.875727] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-10-10T00:31:00.875806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:00.875877] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:00.875949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:00.876052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:00.893762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:00.894348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:00.894457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:00.894524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:00.919780] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:00.919870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:00.919913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:00.919946] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:00.922989] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-10-10T00:31:00.923267] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-10-10T00:31:00.923398] [INFO ] [sig       ] ETO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:01.067162] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETO.txt
[2025-10-10T00:31:01.067472] [INFO ] [sig       ] [639/1690] Completed ETO in 0.2s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:01.067555] [INFO ] [sig       ] [640/1690] Forecasting ETR...
[2025-10-10T00:31:01.067625] [INFO ] [sig       ] Generating forecast for: ETR
[2025-10-10T00:31:01.067721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'.
[2025-10-10T00:31:01.076485] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETR'.
[2025-10-10T00:31:01.076823] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-10-10T00:31:01.101897] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:01.102619] [DEBUG] [LOCAL     ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt
[2025-10-10T00:31:01.102719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:01.102790] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:01.102858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:01.102956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:01.120062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:01.120633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:01.120760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:01.120828] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:01.146667] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:01.146786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:01.146829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:01.146862] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:01.149934] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-10-10T00:31:01.150205] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-10-10T00:31:01.150331] [INFO ] [sig       ] ETR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:01.291908] [INFO ] [LOCAL     ] Saved forecast: ETR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ETR.txt
[2025-10-10T00:31:01.292273] [INFO ] [sig       ] [640/1690] Completed ETR in 0.2s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:01.292351] [INFO ] [sig       ] [641/1690] Forecasting ETW...
[2025-10-10T00:31:01.292417] [INFO ] [sig       ] Generating forecast for: ETW
[2025-10-10T00:31:01.292466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'.
[2025-10-10T00:31:01.301459] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETW'.
[2025-10-10T00:31:01.301950] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-10-10T00:31:01.328628] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:01.329575] [DEBUG] [LOCAL     ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt
[2025-10-10T00:31:01.329683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:01.329757] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:01.329826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:01.329926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:01.347173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:01.348203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:01.348330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:01.348401] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:01.376805] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:01.377007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:01.377057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:01.377093] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:01.380756] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-10-10T00:31:01.381114] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-10-10T00:31:01.381261] [INFO ] [sig       ] ETW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:01.549179] [INFO ] [LOCAL     ] Saved forecast: ETW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETW.txt
[2025-10-10T00:31:01.549611] [INFO ] [sig       ] [641/1690] Completed ETW in 0.3s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:01.549717] [INFO ] [sig       ] [642/1690] Forecasting ETX...
[2025-10-10T00:31:01.549787] [INFO ] [sig       ] Generating forecast for: ETX
[2025-10-10T00:31:01.549858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-10-10T00:31:01.562278] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'ETX'.
[2025-10-10T00:31:01.562745] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-10-10T00:31:01.588439] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:01.589212] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-10-10T00:31:01.589290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:01.589361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:01.589444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:01.589543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:01.606374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:01.606993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:01.607101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:01.607169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:01.640928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:01.641053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:01.641097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:01.641130] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:01.644392] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-10-10T00:31:01.644704] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-10-10T00:31:01.644860] [INFO ] [sig       ] ETX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:01.795953] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ETX.txt
[2025-10-10T00:31:01.796373] [INFO ] [sig       ] [642/1690] Completed ETX in 0.2s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:01.796458] [INFO ] [sig       ] [643/1690] Forecasting ETY...
[2025-10-10T00:31:01.796529] [INFO ] [sig       ] Generating forecast for: ETY
[2025-10-10T00:31:01.796602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-10-10T00:31:01.807498] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ETY'.
[2025-10-10T00:31:01.808021] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-10-10T00:31:01.837951] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:01.839104] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-10-10T00:31:01.839210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:01.839309] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:01.839401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:01.839541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:01.862073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:01.863108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:01.863224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:01.863297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:01.902691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:01.902925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:01.903017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:01.903082] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:01.907140] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-10-10T00:31:01.907489] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-10-10T00:31:01.907714] [INFO ] [sig       ] ETY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:02.082051] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ETY.txt
[2025-10-10T00:31:02.082362] [INFO ] [sig       ] [643/1690] Completed ETY in 0.3s | 4.06 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:02.082466] [INFO ] [sig       ] [644/1690] Forecasting EVC...
[2025-10-10T00:31:02.082539] [INFO ] [sig       ] Generating forecast for: EVC
[2025-10-10T00:31:02.082615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-10-10T00:31:02.092269] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVC'.
[2025-10-10T00:31:02.092678] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-10-10T00:31:02.120701] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:02.121515] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-10-10T00:31:02.121604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:02.121703] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:02.121773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:02.121873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:02.144707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:02.145535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:02.145679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:02.145752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:02.189325] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:02.189550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:02.189671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:02.189749] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:02.193856] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-10-10T00:31:02.194247] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-10-10T00:31:02.194429] [INFO ] [sig       ] EVC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:02.371440] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVC.txt
[2025-10-10T00:31:02.371763] [INFO ] [sig       ] [644/1690] Completed EVC in 0.3s | 4.05 sym/s | Total: 2.6m | ETA: 4.3m
[2025-10-10T00:31:02.371847] [INFO ] [sig       ] [645/1690] Forecasting EVEX...
[2025-10-10T00:31:02.371917] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-10-10T00:31:02.371989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-10-10T00:31:02.381751] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVEX'.
[2025-10-10T00:31:02.382210] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-10-10T00:31:02.408384] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:02.409198] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-10-10T00:31:02.409277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:02.409349] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:02.409417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:02.409515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:02.426599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:02.427192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:02.427300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:02.427370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:02.465867] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:02.465999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:02.466042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:02.466076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:02.469345] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-10-10T00:31:02.469619] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-10-10T00:31:02.469796] [INFO ] [sig       ] EVEX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:02.612104] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EVEX.txt
[2025-10-10T00:31:02.612353] [INFO ] [sig       ] [645/1690] Completed EVEX in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:02.612519] [INFO ] [sig       ] [646/1690] Forecasting EVF...
[2025-10-10T00:31:02.612585] [INFO ] [sig       ] Generating forecast for: EVF
[2025-10-10T00:31:02.612671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-10-10T00:31:02.622406] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVF'.
[2025-10-10T00:31:02.622870] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-10-10T00:31:02.648374] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:02.649247] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-10-10T00:31:02.649332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:02.649409] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:02.649481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:02.649586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:02.666927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:02.667545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:02.667679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:02.667758] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:02.701186] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:02.701335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:02.701379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:02.701412] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:02.704898] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-10-10T00:31:02.705197] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-10-10T00:31:02.705351] [INFO ] [sig       ] EVF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:02.850386] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVF.txt
[2025-10-10T00:31:02.850741] [INFO ] [sig       ] [646/1690] Completed EVF in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:02.850882] [INFO ] [sig       ] [647/1690] Forecasting EVG...
[2025-10-10T00:31:02.850967] [INFO ] [sig       ] Generating forecast for: EVG
[2025-10-10T00:31:02.851042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-10-10T00:31:02.860819] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVG'.
[2025-10-10T00:31:02.861267] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-10-10T00:31:02.887029] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:02.887992] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-10-10T00:31:02.888072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:02.888144] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:02.888213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:02.888311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:02.905527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:02.906305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:02.906420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:02.906488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:02.946362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:02.946593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:02.946692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:02.946758] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:02.950439] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-10-10T00:31:02.950807] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-10-10T00:31:02.950981] [INFO ] [sig       ] EVG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:03.099508] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVG.txt
[2025-10-10T00:31:03.099887] [INFO ] [sig       ] [647/1690] Completed EVG in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:03.099968] [INFO ] [sig       ] [648/1690] Forecasting EVH...
[2025-10-10T00:31:03.100038] [INFO ] [sig       ] Generating forecast for: EVH
[2025-10-10T00:31:03.100108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-10-10T00:31:03.110264] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVH'.
[2025-10-10T00:31:03.110758] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-10-10T00:31:03.139402] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:03.140291] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-10-10T00:31:03.140372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:03.140444] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:03.140513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:03.140612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:03.157720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:03.158484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:03.158599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:03.158694] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:03.196371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:03.196586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:03.196634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:03.196729] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:03.200420] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-10-10T00:31:03.200799] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-10-10T00:31:03.200968] [INFO ] [sig       ] EVH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:03.343279] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVH.txt
[2025-10-10T00:31:03.343558] [INFO ] [sig       ] [648/1690] Completed EVH in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:03.343684] [INFO ] [sig       ] [649/1690] Forecasting EVN...
[2025-10-10T00:31:03.343742] [INFO ] [sig       ] Generating forecast for: EVN
[2025-10-10T00:31:03.343811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-10-10T00:31:03.353665] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVN'.
[2025-10-10T00:31:03.354017] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-10-10T00:31:03.379386] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:03.380124] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-10-10T00:31:03.380201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:03.380274] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:03.380356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:03.380455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:03.397390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:03.398046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:03.398151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:03.398220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:03.435025] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:03.435121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:03.435161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:03.435193] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:03.438272] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-10-10T00:31:03.438549] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-10-10T00:31:03.438726] [INFO ] [sig       ] EVN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:03.580011] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVN.txt
[2025-10-10T00:31:03.580290] [INFO ] [sig       ] [649/1690] Completed EVN in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:03.580398] [INFO ] [sig       ] [650/1690] Forecasting EVR...
[2025-10-10T00:31:03.580473] [INFO ] [sig       ] Generating forecast for: EVR
[2025-10-10T00:31:03.580545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-10-10T00:31:03.590386] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVR'.
[2025-10-10T00:31:03.590814] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-10-10T00:31:03.616118] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:03.616993] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-10-10T00:31:03.617072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:03.617144] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:03.617212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:03.617310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:03.634327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:03.634986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:03.635098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:03.635167] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:03.674121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:03.674308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:03.674359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:03.674420] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:03.678630] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-10-10T00:31:03.678975] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-10-10T00:31:03.679126] [INFO ] [sig       ] EVR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:03.843360] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EVR.txt
[2025-10-10T00:31:03.843625] [INFO ] [sig       ] [650/1690] Completed EVR in 0.3s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:03.843743] [INFO ] [sig       ] [651/1690] Forecasting EVT...
[2025-10-10T00:31:03.843796] [INFO ] [sig       ] Generating forecast for: EVT
[2025-10-10T00:31:03.843862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-10-10T00:31:03.853832] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVT'.
[2025-10-10T00:31:03.854282] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-10-10T00:31:03.880142] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:03.880951] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-10-10T00:31:03.881030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:03.881115] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:03.881194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:03.881318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:03.898911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:03.899538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:03.899679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:03.899753] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:03.935331] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:03.935478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:03.935522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:03.935556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:03.939015] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-10-10T00:31:03.939308] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-10-10T00:31:03.939451] [INFO ] [sig       ] EVT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:04.081471] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVT.txt
[2025-10-10T00:31:04.081830] [INFO ] [sig       ] [651/1690] Completed EVT in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:04.081910] [INFO ] [sig       ] [652/1690] Forecasting EVTC...
[2025-10-10T00:31:04.081988] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-10-10T00:31:04.082071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-10-10T00:31:04.091503] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVTC'.
[2025-10-10T00:31:04.091932] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-10-10T00:31:04.117182] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:04.117985] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-10-10T00:31:04.118062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:04.118134] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:04.118202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:04.118300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:04.135866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:04.136459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:04.136566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:04.136632] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:04.172435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:04.172541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:04.172582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:04.172615] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:04.175736] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-10-10T00:31:04.176007] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-10-10T00:31:04.176142] [INFO ] [sig       ] EVTC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:04.318695] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EVTC.txt
[2025-10-10T00:31:04.319171] [INFO ] [sig       ] [652/1690] Completed EVTC in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:04.319253] [INFO ] [sig       ] [653/1690] Forecasting EVTL...
[2025-10-10T00:31:04.319323] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-10-10T00:31:04.319394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-10-10T00:31:04.330076] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EVTL'.
[2025-10-10T00:31:04.330549] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-10-10T00:31:04.358101] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:04.358899] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-10-10T00:31:04.358979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:04.359052] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:04.359122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:04.359224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:04.380408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:04.381127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:04.381240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:04.381311] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:04.433094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:04.433241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:04.433286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:04.433324] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:04.437422] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-10-10T00:31:04.437956] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-10-10T00:31:04.438177] [INFO ] [sig       ] EVTL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:04.615926] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EVTL.txt
[2025-10-10T00:31:04.616311] [INFO ] [sig       ] [653/1690] Completed EVTL in 0.3s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:04.616396] [INFO ] [sig       ] [654/1690] Forecasting EVTR...
[2025-10-10T00:31:04.616470] [INFO ] [sig       ] Generating forecast for: EVTR
[2025-10-10T00:31:04.616560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'.
[2025-10-10T00:31:04.625880] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'EVTR'.
[2025-10-10T00:31:04.626258] [INFO ] [FORECASTER] Starting predict_future for EVTR
[2025-10-10T00:31:04.655735] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:04.656532] [DEBUG] [LOCAL     ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt
[2025-10-10T00:31:04.656611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:04.656714] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:04.656798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:04.656916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:04.674571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:04.675256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:04.675369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:04.675447] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:04.706909] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:04.707041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:04.707105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:04.707143] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:04.711047] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-10-10T00:31:04.711367] [INFO ] [FORECASTER] Completed predict_future for EVTR
[2025-10-10T00:31:04.711515] [INFO ] [sig       ] EVTR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:04.855281] [INFO ] [LOCAL     ] Saved forecast: EVTR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EVTR.txt
[2025-10-10T00:31:04.855611] [INFO ] [sig       ] [654/1690] Completed EVTR in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:04.855709] [INFO ] [sig       ] [655/1690] Forecasting EW...
[2025-10-10T00:31:04.855788] [INFO ] [sig       ] Generating forecast for: EW
[2025-10-10T00:31:04.855869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'.
[2025-10-10T00:31:04.865325] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EW'.
[2025-10-10T00:31:04.865716] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-10-10T00:31:04.894889] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:04.895812] [DEBUG] [LOCAL     ] No optimal features file found for EW: ./output/feature-sets/EW.txt
[2025-10-10T00:31:04.895900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:04.896010] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:04.896109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:04.896268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:04.913482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:04.914160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:04.914289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:04.914395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:04.944774] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:04.944928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:04.944974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:04.945011] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:04.949081] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-10-10T00:31:04.949405] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-10-10T00:31:04.949552] [INFO ] [sig       ] EW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:05.093493] [INFO ] [LOCAL     ] Saved forecast: EW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/EW.txt
[2025-10-10T00:31:05.093870] [INFO ] [sig       ] [655/1690] Completed EW in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:05.093970] [INFO ] [sig       ] [656/1690] Forecasting EXG...
[2025-10-10T00:31:05.094080] [INFO ] [sig       ] Generating forecast for: EXG
[2025-10-10T00:31:05.094188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-10-10T00:31:05.103609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EXG'.
[2025-10-10T00:31:05.104025] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-10-10T00:31:05.135273] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:05.136140] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-10-10T00:31:05.136250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:05.136328] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:05.136400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:05.136517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:05.157699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:05.158533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:05.158671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:05.158741] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:05.192726] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:05.192875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:05.192925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:05.192960] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:05.196725] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2025-10-10T00:31:05.197154] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-10-10T00:31:05.197302] [INFO ] [sig       ] EXG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:05.348181] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EXG.txt
[2025-10-10T00:31:05.348484] [INFO ] [sig       ] [656/1690] Completed EXG in 0.3s | 4.05 sym/s | Total: 2.7m | ETA: 4.3m
[2025-10-10T00:31:05.348565] [INFO ] [sig       ] [657/1690] Forecasting EXK...
[2025-10-10T00:31:05.348633] [INFO ] [sig       ] Generating forecast for: EXK
[2025-10-10T00:31:05.348725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-10-10T00:31:05.357846] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EXK'.
[2025-10-10T00:31:05.358243] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-10-10T00:31:05.389384] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:05.390356] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-10-10T00:31:05.390436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:05.390508] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:05.390592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:05.390792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:05.407763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:05.408467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:05.408583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:05.408713] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:05.444195] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:05.444315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:05.444356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:05.444389] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:05.447606] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-10-10T00:31:05.447945] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-10-10T00:31:05.448111] [INFO ] [sig       ] EXK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:05.598507] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EXK.txt
[2025-10-10T00:31:05.598881] [INFO ] [sig       ] [657/1690] Completed EXK in 0.3s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:05.598968] [INFO ] [sig       ] [658/1690] Forecasting EXP...
[2025-10-10T00:31:05.599052] [INFO ] [sig       ] Generating forecast for: EXP
[2025-10-10T00:31:05.599137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-10-10T00:31:05.608937] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EXP'.
[2025-10-10T00:31:05.609337] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-10-10T00:31:05.634608] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:05.635372] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-10-10T00:31:05.635452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:05.635524] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:05.635592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:05.635714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:05.652635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:05.653250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:05.653359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:05.653431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:05.687371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:05.687500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:05.687542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:05.687575] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:05.691009] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-10-10T00:31:05.691304] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-10-10T00:31:05.691449] [INFO ] [sig       ] EXP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:05.832401] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EXP.txt
[2025-10-10T00:31:05.832732] [INFO ] [sig       ] [658/1690] Completed EXP in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:05.832811] [INFO ] [sig       ] [659/1690] Forecasting EXPD...
[2025-10-10T00:31:05.832879] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-10-10T00:31:05.832930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-10-10T00:31:05.842610] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EXPD'.
[2025-10-10T00:31:05.843105] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-10-10T00:31:05.868392] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:05.869256] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-10-10T00:31:05.869337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:05.869409] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:05.869478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:05.869577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:05.886670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:05.887366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:05.887480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:05.887551] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:05.926994] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:05.927210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:05.927260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:05.927294] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:05.930987] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-10-10T00:31:05.931287] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-10-10T00:31:05.931436] [INFO ] [sig       ] EXPD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:06.073546] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EXPD.txt
[2025-10-10T00:31:06.073986] [INFO ] [sig       ] [659/1690] Completed EXPD in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:06.074081] [INFO ] [sig       ] [660/1690] Forecasting EXR...
[2025-10-10T00:31:06.074153] [INFO ] [sig       ] Generating forecast for: EXR
[2025-10-10T00:31:06.074252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-10-10T00:31:06.084046] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'EXR'.
[2025-10-10T00:31:06.084431] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-10-10T00:31:06.109606] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:06.110365] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-10-10T00:31:06.110443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:06.110515] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:06.110583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:06.110705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:06.127527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:06.128202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:06.128314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:06.128383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:06.163872] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:06.163990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:06.164033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:06.164066] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:06.167242] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=55.54%)
[2025-10-10T00:31:06.167525] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-10-10T00:31:06.167687] [INFO ] [sig       ] EXR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:06.308162] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/EXR.txt
[2025-10-10T00:31:06.308471] [INFO ] [sig       ] [660/1690] Completed EXR in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:06.308552] [INFO ] [sig       ] [661/1690] Forecasting F...
[2025-10-10T00:31:06.308622] [INFO ] [sig       ] Generating forecast for: F
[2025-10-10T00:31:06.308725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-10-10T00:31:06.317762] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'F'.
[2025-10-10T00:31:06.318091] [INFO ] [FORECASTER] Starting predict_future for F
[2025-10-10T00:31:06.343000] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:06.343757] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-10-10T00:31:06.343834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:06.343905] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:06.343973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:06.344071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:06.361195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:06.361826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:06.361931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:06.362000] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:06.396216] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:06.396326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:06.396368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:06.396418] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:06.399563] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-10-10T00:31:06.399874] [INFO ] [FORECASTER] Completed predict_future for F
[2025-10-10T00:31:06.400027] [INFO ] [sig       ] F: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:06.542063] [INFO ] [LOCAL     ] Saved forecast: F	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/F.txt
[2025-10-10T00:31:06.542385] [INFO ] [sig       ] [661/1690] Completed F in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:06.542467] [INFO ] [sig       ] [662/1690] Forecasting FAF...
[2025-10-10T00:31:06.542542] [INFO ] [sig       ] Generating forecast for: FAF
[2025-10-10T00:31:06.542617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-10-10T00:31:06.551879] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FAF'.
[2025-10-10T00:31:06.552298] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-10-10T00:31:06.577769] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:06.578592] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-10-10T00:31:06.578695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:06.578770] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:06.578839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:06.578943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:06.596431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:06.597184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:06.597294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:06.597364] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:06.634423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:06.634628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:06.634717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:06.634769] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:06.638330] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-10-10T00:31:06.638630] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-10-10T00:31:06.638839] [INFO ] [sig       ] FAF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:06.782534] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FAF.txt
[2025-10-10T00:31:06.782826] [INFO ] [sig       ] [662/1690] Completed FAF in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:06.782946] [INFO ] [sig       ] [663/1690] Forecasting FBIN...
[2025-10-10T00:31:06.783016] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-10-10T00:31:06.783089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-10-10T00:31:06.792626] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FBIN'.
[2025-10-10T00:31:06.793018] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-10-10T00:31:06.818247] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:06.818990] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-10-10T00:31:06.819066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:06.819137] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:06.819201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:06.819301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:06.836198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:06.836832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:06.836940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:06.837006] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:06.871815] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:06.871916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:06.871957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:06.871988] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:06.875171] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-10-10T00:31:06.875452] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-10-10T00:31:06.875585] [INFO ] [sig       ] FBIN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:07.019153] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FBIN.txt
[2025-10-10T00:31:07.019458] [INFO ] [sig       ] [663/1690] Completed FBIN in 0.2s | 4.06 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:07.019538] [INFO ] [sig       ] [664/1690] Forecasting FBK...
[2025-10-10T00:31:07.019608] [INFO ] [sig       ] Generating forecast for: FBK
[2025-10-10T00:31:07.019699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-10-10T00:31:07.029384] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FBK'.
[2025-10-10T00:31:07.029819] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-10-10T00:31:07.055550] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:07.056424] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-10-10T00:31:07.056503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:07.056577] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:07.056667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:07.056770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:07.075375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:07.076015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:07.076124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:07.076195] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:07.114310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:07.114472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:07.114517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:07.114551] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:07.118017] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-10-10T00:31:07.118325] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-10-10T00:31:07.118473] [INFO ] [sig       ] FBK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:07.265065] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FBK.txt
[2025-10-10T00:31:07.265348] [INFO ] [sig       ] [664/1690] Completed FBK in 0.2s | 4.06 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:07.265452] [INFO ] [sig       ] [665/1690] Forecasting FBP...
[2025-10-10T00:31:07.265534] [INFO ] [sig       ] Generating forecast for: FBP
[2025-10-10T00:31:07.265604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-10-10T00:31:07.274537] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FBP'.
[2025-10-10T00:31:07.274865] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-10-10T00:31:07.300465] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:07.301289] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-10-10T00:31:07.301369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:07.301443] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:07.301513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:07.301615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:07.321750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:07.322506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:07.322623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:07.322720] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:07.360545] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:07.360721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:07.360788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:07.360826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:07.364254] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-10-10T00:31:07.364556] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-10-10T00:31:07.364736] [INFO ] [sig       ] FBP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:07.516082] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FBP.txt
[2025-10-10T00:31:07.516365] [INFO ] [sig       ] [665/1690] Completed FBP in 0.3s | 4.06 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:07.516473] [INFO ] [sig       ] [666/1690] Forecasting FBRT...
[2025-10-10T00:31:07.516556] [INFO ] [sig       ] Generating forecast for: FBRT
[2025-10-10T00:31:07.516630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'.
[2025-10-10T00:31:07.525996] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FBRT'.
[2025-10-10T00:31:07.526327] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-10-10T00:31:07.552090] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:07.552935] [DEBUG] [LOCAL     ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt
[2025-10-10T00:31:07.553018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:07.553097] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:07.553183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:07.553301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:07.571515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:07.572179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:07.572291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:07.572378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:07.610429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:07.610550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:07.610595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:07.610630] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:07.613931] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-10-10T00:31:07.614219] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-10-10T00:31:07.614365] [INFO ] [sig       ] FBRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:07.761289] [INFO ] [LOCAL     ] Saved forecast: FBRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FBRT.txt
[2025-10-10T00:31:07.761617] [INFO ] [sig       ] [666/1690] Completed FBRT in 0.2s | 4.06 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:07.761726] [INFO ] [sig       ] [667/1690] Forecasting FC...
[2025-10-10T00:31:07.761795] [INFO ] [sig       ] Generating forecast for: FC
[2025-10-10T00:31:07.761866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-10-10T00:31:07.771892] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FC'.
[2025-10-10T00:31:07.772317] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-10-10T00:31:07.798505] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:07.799347] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-10-10T00:31:07.799428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:07.799502] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:07.799571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:07.799697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:07.819316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:07.820322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:07.820442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:07.820511] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:07.857722] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:07.857952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:07.858019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:07.858057] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:07.861639] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-10-10T00:31:07.861977] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-10-10T00:31:07.862127] [INFO ] [sig       ] FC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:08.076226] [INFO ] [LOCAL     ] Saved forecast: FC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FC.txt
[2025-10-10T00:31:08.076530] [INFO ] [sig       ] [667/1690] Completed FC in 0.3s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:08.076613] [INFO ] [sig       ] [668/1690] Forecasting FCF...
[2025-10-10T00:31:08.076708] [INFO ] [sig       ] Generating forecast for: FCF
[2025-10-10T00:31:08.076781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-10-10T00:31:08.086263] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FCF'.
[2025-10-10T00:31:08.086616] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-10-10T00:31:08.111744] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:08.112512] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-10-10T00:31:08.112591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:08.112689] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:08.112758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:08.112857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:08.130390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:08.131057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:08.131166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:08.131236] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:08.166396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:08.166558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:08.166605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:08.166662] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:08.170168] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-10-10T00:31:08.170468] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-10-10T00:31:08.170619] [INFO ] [sig       ] FCF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:08.313292] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FCF.txt
[2025-10-10T00:31:08.313578] [INFO ] [sig       ] [668/1690] Completed FCF in 0.2s | 4.05 sym/s | Total: 2.7m | ETA: 4.2m
[2025-10-10T00:31:08.313685] [INFO ] [sig       ] [669/1690] Forecasting FCN...
[2025-10-10T00:31:08.313756] [INFO ] [sig       ] Generating forecast for: FCN
[2025-10-10T00:31:08.313827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-10-10T00:31:08.323728] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FCN'.
[2025-10-10T00:31:08.324095] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-10-10T00:31:08.350053] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:08.350823] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-10-10T00:31:08.350912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:08.351001] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:08.351091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:08.351201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:08.368976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:08.369607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:08.369741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:08.369817] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:08.404359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:08.404510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:08.404557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:08.404591] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:08.408043] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-10-10T00:31:08.408336] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-10-10T00:31:08.408483] [INFO ] [sig       ] FCN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:08.552312] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FCN.txt
[2025-10-10T00:31:08.552680] [INFO ] [sig       ] [669/1690] Completed FCN in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:08.552764] [INFO ] [sig       ] [670/1690] Forecasting FCPT...
[2025-10-10T00:31:08.552838] [INFO ] [sig       ] Generating forecast for: FCPT
[2025-10-10T00:31:08.552917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'.
[2025-10-10T00:31:08.567700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FCPT'.
[2025-10-10T00:31:08.568302] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-10-10T00:31:08.593763] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:08.594521] [DEBUG] [LOCAL     ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt
[2025-10-10T00:31:08.594600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:08.594711] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:08.594785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:08.594883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:08.612003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:08.612718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:08.612827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:08.612897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:08.649141] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:08.649276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:08.649319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:08.649351] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:08.652599] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-10-10T00:31:08.652919] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-10-10T00:31:08.653075] [INFO ] [sig       ] FCPT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:08.796266] [INFO ] [LOCAL     ] Saved forecast: FCPT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FCPT.txt
[2025-10-10T00:31:08.796659] [INFO ] [sig       ] [670/1690] Completed FCPT in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:08.796754] [INFO ] [sig       ] [671/1690] Forecasting FCT...
[2025-10-10T00:31:08.796825] [INFO ] [sig       ] Generating forecast for: FCT
[2025-10-10T00:31:08.796896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-10-10T00:31:08.807742] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FCT'.
[2025-10-10T00:31:08.808133] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-10-10T00:31:08.833289] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:08.834100] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-10-10T00:31:08.834178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:08.834250] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:08.834319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:08.834418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:08.851548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:08.852162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:08.852269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:08.852338] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:08.887847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:08.888046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:08.888098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:08.888132] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:08.891544] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-10-10T00:31:08.891867] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-10-10T00:31:08.892026] [INFO ] [sig       ] FCT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:09.035412] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FCT.txt
[2025-10-10T00:31:09.035688] [INFO ] [sig       ] [671/1690] Completed FCT in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:09.035791] [INFO ] [sig       ] [672/1690] Forecasting FCX...
[2025-10-10T00:31:09.035839] [INFO ] [sig       ] Generating forecast for: FCX
[2025-10-10T00:31:09.035877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-10-10T00:31:09.045413] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FCX'.
[2025-10-10T00:31:09.045770] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-10-10T00:31:09.075493] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:09.076422] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-10-10T00:31:09.076504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:09.076576] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:09.076666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:09.076773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:09.094791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:09.095386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:09.095493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:09.095564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:09.135572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:09.135710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:09.135771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:09.135806] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:09.138994] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-10-10T00:31:09.139275] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-10-10T00:31:09.139412] [INFO ] [sig       ] FCX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:09.283246] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FCX.txt
[2025-10-10T00:31:09.283541] [INFO ] [sig       ] [672/1690] Completed FCX in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:09.283625] [INFO ] [sig       ] [673/1690] Forecasting FDP...
[2025-10-10T00:31:09.283717] [INFO ] [sig       ] Generating forecast for: FDP
[2025-10-10T00:31:09.283771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-10-10T00:31:09.292667] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FDP'.
[2025-10-10T00:31:09.292989] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-10-10T00:31:09.318166] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:09.318924] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-10-10T00:31:09.319001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:09.319072] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:09.319140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:09.319240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:09.336295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:09.336910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:09.337096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:09.337166] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:09.371825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:09.371934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:09.371975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:09.372007] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:09.375124] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-10-10T00:31:09.375400] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-10-10T00:31:09.375533] [INFO ] [sig       ] FDP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:09.520476] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FDP.txt
[2025-10-10T00:31:09.520862] [INFO ] [sig       ] [673/1690] Completed FDP in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:09.520943] [INFO ] [sig       ] [674/1690] Forecasting FDS...
[2025-10-10T00:31:09.521019] [INFO ] [sig       ] Generating forecast for: FDS
[2025-10-10T00:31:09.521090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-10-10T00:31:09.530155] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FDS'.
[2025-10-10T00:31:09.530471] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-10-10T00:31:09.555802] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:09.556685] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-10-10T00:31:09.556769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:09.556841] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:09.556909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:09.557009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:09.574761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:09.575617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:09.575756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:09.575827] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:09.614315] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:09.614526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:09.614576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:09.614611] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:09.618284] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-10-10T00:31:09.618586] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-10-10T00:31:09.618767] [INFO ] [sig       ] FDS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:09.759992] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FDS.txt
[2025-10-10T00:31:09.760238] [INFO ] [sig       ] [674/1690] Completed FDS in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:09.760315] [INFO ] [sig       ] [675/1690] Forecasting FDX...
[2025-10-10T00:31:09.760408] [INFO ] [sig       ] Generating forecast for: FDX
[2025-10-10T00:31:09.760459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-10-10T00:31:09.770058] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FDX'.
[2025-10-10T00:31:09.770418] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-10-10T00:31:09.795755] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:09.796467] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-10-10T00:31:09.796545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:09.796616] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:09.796704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:09.796803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:09.813823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:09.814393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:09.814500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:09.814568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:09.845916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:09.846012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:09.846053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:09.846086] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:09.849100] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-10-10T00:31:09.849382] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-10-10T00:31:09.849511] [INFO ] [sig       ] FDX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:09.990041] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FDX.txt
[2025-10-10T00:31:09.990301] [INFO ] [sig       ] [675/1690] Completed FDX in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:09.990409] [INFO ] [sig       ] [676/1690] Forecasting FE...
[2025-10-10T00:31:09.990484] [INFO ] [sig       ] Generating forecast for: FE
[2025-10-10T00:31:09.990556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-10-10T00:31:09.999517] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FE'.
[2025-10-10T00:31:09.999837] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-10-10T00:31:10.024994] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:10.025786] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-10-10T00:31:10.025864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:10.025935] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:10.026005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:10.026103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:10.043057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:10.043632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:10.043760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:10.043828] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:10.068628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:10.068744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:10.068790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:10.068824] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:10.071882] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-10-10T00:31:10.072153] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-10-10T00:31:10.072281] [INFO ] [sig       ] FE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:10.214333] [INFO ] [LOCAL     ] Saved forecast: FE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FE.txt
[2025-10-10T00:31:10.214663] [INFO ] [sig       ] [676/1690] Completed FE in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:10.214740] [INFO ] [sig       ] [677/1690] Forecasting FERG...
[2025-10-10T00:31:10.214810] [INFO ] [sig       ] Generating forecast for: FERG
[2025-10-10T00:31:10.214879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-10-10T00:31:10.223583] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FERG'.
[2025-10-10T00:31:10.223910] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-10-10T00:31:10.248936] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:10.249638] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-10-10T00:31:10.249737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:10.249807] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:10.249875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:10.249973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:10.266960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:10.267544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:10.267681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:10.267752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:10.298548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:10.298768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:10.298834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:10.298871] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:10.302240] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-10-10T00:31:10.302519] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-10-10T00:31:10.302674] [INFO ] [sig       ] FERG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:10.444095] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FERG.txt
[2025-10-10T00:31:10.444392] [INFO ] [sig       ] [677/1690] Completed FERG in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:10.444473] [INFO ] [sig       ] [678/1690] Forecasting FET...
[2025-10-10T00:31:10.444541] [INFO ] [sig       ] Generating forecast for: FET
[2025-10-10T00:31:10.444610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-10-10T00:31:10.453927] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FET'.
[2025-10-10T00:31:10.454234] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-10-10T00:31:10.479386] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:10.480198] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-10-10T00:31:10.480277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:10.480349] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:10.480425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:10.480528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:10.497602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:10.498530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:10.498670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:10.498739] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:10.532585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:10.532831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:10.532887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:10.532921] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:10.536686] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-10-10T00:31:10.537094] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-10-10T00:31:10.537253] [INFO ] [sig       ] FET: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:10.686063] [INFO ] [LOCAL     ] Saved forecast: FET	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FET.txt
[2025-10-10T00:31:10.686415] [INFO ] [sig       ] [678/1690] Completed FET in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:10.686494] [INFO ] [sig       ] [679/1690] Forecasting FF...
[2025-10-10T00:31:10.686563] [INFO ] [sig       ] Generating forecast for: FF
[2025-10-10T00:31:10.686635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-10-10T00:31:10.697576] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FF'.
[2025-10-10T00:31:10.698104] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-10-10T00:31:10.733772] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:10.734624] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-10-10T00:31:10.734744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:10.734816] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:10.734881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:10.734979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:10.752575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:10.753509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:10.753627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:10.753714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:10.802127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:10.802334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:10.802385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:10.802419] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:10.806224] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-10-10T00:31:10.806556] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-10-10T00:31:10.806745] [INFO ] [sig       ] FF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:10.955975] [INFO ] [LOCAL     ] Saved forecast: FF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FF.txt
[2025-10-10T00:31:10.956362] [INFO ] [sig       ] [679/1690] Completed FF in 0.3s | 4.06 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:10.956445] [INFO ] [sig       ] [680/1690] Forecasting FFA...
[2025-10-10T00:31:10.956516] [INFO ] [sig       ] Generating forecast for: FFA
[2025-10-10T00:31:10.956587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-10-10T00:31:10.966473] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FFA'.
[2025-10-10T00:31:10.966930] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-10-10T00:31:10.992374] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:10.993245] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-10-10T00:31:10.993327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:10.993399] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:10.993467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:10.993565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:11.010755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:11.011543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:11.011683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:11.011756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:11.043422] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:11.043622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:11.043711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:11.043765] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:11.047315] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-10-10T00:31:11.047619] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-10-10T00:31:11.047797] [INFO ] [sig       ] FFA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:11.194605] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FFA.txt
[2025-10-10T00:31:11.195007] [INFO ] [sig       ] [680/1690] Completed FFA in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.2m
[2025-10-10T00:31:11.195104] [INFO ] [sig       ] [681/1690] Forecasting FFC...
[2025-10-10T00:31:11.195177] [INFO ] [sig       ] Generating forecast for: FFC
[2025-10-10T00:31:11.195255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-10-10T00:31:11.205039] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FFC'.
[2025-10-10T00:31:11.205456] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-10-10T00:31:11.230981] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:11.231868] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-10-10T00:31:11.231951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:11.232023] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:11.232092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:11.232189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:11.249385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:11.250068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:11.250207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:11.250278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:11.285239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:11.285454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:11.285504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:11.285538] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:11.289280] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-10-10T00:31:11.289622] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-10-10T00:31:11.289809] [INFO ] [sig       ] FFC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:11.435210] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FFC.txt
[2025-10-10T00:31:11.435529] [INFO ] [sig       ] [681/1690] Completed FFC in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:11.435664] [INFO ] [sig       ] [682/1690] Forecasting FFWM...
[2025-10-10T00:31:11.435733] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-10-10T00:31:11.435801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-10-10T00:31:11.445305] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FFWM'.
[2025-10-10T00:31:11.445797] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-10-10T00:31:11.472212] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:11.473149] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-10-10T00:31:11.473232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:11.473306] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:11.473376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:11.473476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:11.491295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:11.492245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:11.492362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:11.492434] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:11.530698] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:11.530910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:11.530961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:11.530997] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:11.534699] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-10-10T00:31:11.535015] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-10-10T00:31:11.535183] [INFO ] [sig       ] FFWM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:11.681062] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FFWM.txt
[2025-10-10T00:31:11.681362] [INFO ] [sig       ] [682/1690] Completed FFWM in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:11.681468] [INFO ] [sig       ] [683/1690] Forecasting FG...
[2025-10-10T00:31:11.681519] [INFO ] [sig       ] Generating forecast for: FG
[2025-10-10T00:31:11.681560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-10-10T00:31:11.690577] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'FG'.
[2025-10-10T00:31:11.690960] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-10-10T00:31:11.716397] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:11.717241] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-10-10T00:31:11.717319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:11.717391] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:11.717460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:11.717559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:11.734842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:11.735596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:11.735742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:11.735812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:11.770371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:11.770592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:11.770665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:11.770750] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:11.774269] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-10-10T00:31:11.774582] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-10-10T00:31:11.774775] [INFO ] [sig       ] FG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:11.918787] [INFO ] [LOCAL     ] Saved forecast: FG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FG.txt
[2025-10-10T00:31:11.919100] [INFO ] [sig       ] [683/1690] Completed FG in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:11.919222] [INFO ] [sig       ] [684/1690] Forecasting FGN...
[2025-10-10T00:31:11.919296] [INFO ] [sig       ] Generating forecast for: FGN
[2025-10-10T00:31:11.919369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'.
[2025-10-10T00:31:11.929921] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FGN'.
[2025-10-10T00:31:11.930430] [INFO ] [FORECASTER] Starting predict_future for FGN
[2025-10-10T00:31:11.958858] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:11.959865] [DEBUG] [LOCAL     ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt
[2025-10-10T00:31:11.959952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:11.960047] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:11.960130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:11.960236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:11.980217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:11.981183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:11.981299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:11.981390] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:12.018998] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:12.019213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:12.019264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:12.019301] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:12.023440] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-10-10T00:31:12.023860] [INFO ] [FORECASTER] Completed predict_future for FGN
[2025-10-10T00:31:12.024069] [INFO ] [sig       ] FGN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:12.203711] [INFO ] [LOCAL     ] Saved forecast: FGN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FGN.txt
[2025-10-10T00:31:12.204022] [INFO ] [sig       ] [684/1690] Completed FGN in 0.3s | 4.06 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:12.204162] [INFO ] [sig       ] [685/1690] Forecasting FHI...
[2025-10-10T00:31:12.204253] [INFO ] [sig       ] Generating forecast for: FHI
[2025-10-10T00:31:12.204346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-10-10T00:31:12.213520] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FHI'.
[2025-10-10T00:31:12.213881] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-10-10T00:31:12.242504] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:12.243779] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-10-10T00:31:12.243876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:12.243957] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:12.244028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:12.244130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:12.265135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:12.265995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:12.266113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:12.266202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:12.306077] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:12.306221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:12.306266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:12.306302] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:12.309890] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-10-10T00:31:12.310187] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-10-10T00:31:12.310327] [INFO ] [sig       ] FHI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:12.469314] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FHI.txt
[2025-10-10T00:31:12.469638] [INFO ] [sig       ] [685/1690] Completed FHI in 0.3s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:12.469742] [INFO ] [sig       ] [686/1690] Forecasting FHN...
[2025-10-10T00:31:12.469815] [INFO ] [sig       ] Generating forecast for: FHN
[2025-10-10T00:31:12.469885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-10-10T00:31:12.479305] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FHN'.
[2025-10-10T00:31:12.479721] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-10-10T00:31:12.508520] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:12.509675] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-10-10T00:31:12.509765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:12.509858] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:12.509926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:12.510041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:12.529977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:12.530792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:12.530916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:12.530989] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:12.569276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:12.569460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:12.569508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:12.569544] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:12.573787] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-10-10T00:31:12.574103] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-10-10T00:31:12.574244] [INFO ] [sig       ] FHN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:12.726587] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FHN.txt
[2025-10-10T00:31:12.727106] [INFO ] [sig       ] [686/1690] Completed FHN in 0.3s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:12.727188] [INFO ] [sig       ] [687/1690] Forecasting FI...
[2025-10-10T00:31:12.727258] [INFO ] [sig       ] Generating forecast for: FI
[2025-10-10T00:31:12.727327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'.
[2025-10-10T00:31:12.738478] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FI'.
[2025-10-10T00:31:12.738940] [INFO ] [FORECASTER] Starting predict_future for FI
[2025-10-10T00:31:12.768331] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:12.769300] [DEBUG] [LOCAL     ] No optimal features file found for FI: ./output/feature-sets/FI.txt
[2025-10-10T00:31:12.769392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:12.769473] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:12.769547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:12.769674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:12.789157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:12.789999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:12.790149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:12.790223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:12.826599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:12.826802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:12.826857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:12.826894] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:12.830493] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-10-10T00:31:12.830849] [INFO ] [FORECASTER] Completed predict_future for FI
[2025-10-10T00:31:12.831004] [INFO ] [sig       ] FI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:12.993594] [INFO ] [LOCAL     ] Saved forecast: FI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FI.txt
[2025-10-10T00:31:12.993933] [INFO ] [sig       ] [687/1690] Completed FI in 0.3s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:12.994020] [INFO ] [sig       ] [688/1690] Forecasting FICO...
[2025-10-10T00:31:12.994089] [INFO ] [sig       ] Generating forecast for: FICO
[2025-10-10T00:31:12.994172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-10-10T00:31:13.003493] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FICO'.
[2025-10-10T00:31:13.003886] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-10-10T00:31:13.029406] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:13.030200] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-10-10T00:31:13.030278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:13.030350] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:13.030419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:13.030517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:13.048898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:13.049556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:13.049688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:13.049762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:13.083513] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:13.083674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:13.083744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:13.083784] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:13.087088] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-10-10T00:31:13.087384] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-10-10T00:31:13.087565] [INFO ] [sig       ] FICO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:13.233227] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FICO.txt
[2025-10-10T00:31:13.233518] [INFO ] [sig       ] [688/1690] Completed FICO in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:13.233622] [INFO ] [sig       ] [689/1690] Forecasting FIGS...
[2025-10-10T00:31:13.233717] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-10-10T00:31:13.233790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-10-10T00:31:13.242917] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FIGS'.
[2025-10-10T00:31:13.243250] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-10-10T00:31:13.268622] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:13.269412] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-10-10T00:31:13.269490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:13.269562] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:13.269630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:13.269753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:13.286881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:13.287458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:13.287566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:13.287636] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:13.325271] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:13.325400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:13.325441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:13.325473] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:13.328757] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-10-10T00:31:13.329043] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-10-10T00:31:13.329207] [INFO ] [sig       ] FIGS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:13.472014] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FIGS.txt
[2025-10-10T00:31:13.472311] [INFO ] [sig       ] [689/1690] Completed FIGS in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:13.472407] [INFO ] [sig       ] [690/1690] Forecasting FIHL...
[2025-10-10T00:31:13.472475] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-10-10T00:31:13.472547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-10-10T00:31:13.482261] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FIHL'.
[2025-10-10T00:31:13.482629] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-10-10T00:31:13.508803] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:13.509612] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-10-10T00:31:13.509725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:13.509800] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:13.509871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:13.509978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:13.527639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:13.528294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:13.528410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:13.528483] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:13.565212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:13.565343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:13.565386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:13.565420] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:13.568884] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-10-10T00:31:13.569179] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-10-10T00:31:13.569322] [INFO ] [sig       ] FIHL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:13.719117] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FIHL.txt
[2025-10-10T00:31:13.719557] [INFO ] [sig       ] [690/1690] Completed FIHL in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:13.719665] [INFO ] [sig       ] [691/1690] Forecasting FINS...
[2025-10-10T00:31:13.719740] [INFO ] [sig       ] Generating forecast for: FINS
[2025-10-10T00:31:13.719829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-10-10T00:31:13.730861] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FINS'.
[2025-10-10T00:31:13.731278] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-10-10T00:31:13.756991] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:13.757765] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-10-10T00:31:13.757843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:13.757933] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:13.758014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:13.758169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:13.775395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:13.776070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:13.776246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:13.776328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:13.808663] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:13.808762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:13.808803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:13.808835] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:13.811999] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-10-10T00:31:13.812271] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-10-10T00:31:13.812408] [INFO ] [sig       ] FINS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:13.953214] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FINS.txt
[2025-10-10T00:31:13.953474] [INFO ] [sig       ] [691/1690] Completed FINS in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:13.953554] [INFO ] [sig       ] [692/1690] Forecasting FINV...
[2025-10-10T00:31:13.953675] [INFO ] [sig       ] Generating forecast for: FINV
[2025-10-10T00:31:13.953748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-10-10T00:31:13.962324] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FINV'.
[2025-10-10T00:31:13.962608] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-10-10T00:31:13.987556] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:13.988304] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-10-10T00:31:13.988381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:13.988426] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:13.988488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:13.988586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:14.005542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:14.006130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:14.006235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:14.006304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:14.042639] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:14.042751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:14.042793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:14.042825] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:14.045873] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-10-10T00:31:14.046145] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-10-10T00:31:14.046280] [INFO ] [sig       ] FINV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:14.188007] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FINV.txt
[2025-10-10T00:31:14.188281] [INFO ] [sig       ] [692/1690] Completed FINV in 0.2s | 4.05 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:14.188375] [INFO ] [sig       ] [693/1690] Forecasting FIS...
[2025-10-10T00:31:14.188488] [INFO ] [sig       ] Generating forecast for: FIS
[2025-10-10T00:31:14.188561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-10-10T00:31:14.197321] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FIS'.
[2025-10-10T00:31:14.197606] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-10-10T00:31:14.222451] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:14.223196] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-10-10T00:31:14.223273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:14.223355] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:14.223424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:14.223523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:14.240422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:14.241027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:14.241131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:14.241199] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:14.277175] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:14.277279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:14.277319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:14.277351] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:14.280568] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-10-10T00:31:14.280885] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-10-10T00:31:14.281037] [INFO ] [sig       ] FIS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:14.423069] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FIS.txt
[2025-10-10T00:31:14.423345] [INFO ] [sig       ] [693/1690] Completed FIS in 0.2s | 4.06 sym/s | Total: 2.8m | ETA: 4.1m
[2025-10-10T00:31:14.423444] [INFO ] [sig       ] [694/1690] Forecasting FIX...
[2025-10-10T00:31:14.423515] [INFO ] [sig       ] Generating forecast for: FIX
[2025-10-10T00:31:14.423587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-10-10T00:31:14.433357] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FIX'.
[2025-10-10T00:31:14.433681] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-10-10T00:31:14.459040] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:14.459814] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-10-10T00:31:14.459891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:14.459937] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:14.459974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:14.460038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:14.477072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:14.477629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:14.477753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:14.477821] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:14.511402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:14.511495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:14.511534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:14.511565] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:14.514585] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-10-10T00:31:14.514885] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-10-10T00:31:14.515043] [INFO ] [sig       ] FIX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:14.659190] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FIX.txt
[2025-10-10T00:31:14.659444] [INFO ] [sig       ] [694/1690] Completed FIX in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:14.659503] [INFO ] [sig       ] [695/1690] Forecasting FLC...
[2025-10-10T00:31:14.659593] [INFO ] [sig       ] Generating forecast for: FLC
[2025-10-10T00:31:14.659691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'.
[2025-10-10T00:31:14.668249] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLC'.
[2025-10-10T00:31:14.668545] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-10-10T00:31:14.694033] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:14.694977] [DEBUG] [LOCAL     ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt
[2025-10-10T00:31:14.695053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:14.695128] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:14.695197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:14.695296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:14.712609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:14.713209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:14.713313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:14.713384] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:14.743205] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:14.743296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:14.743338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:14.743371] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:14.746420] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-10-10T00:31:14.746719] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-10-10T00:31:14.746867] [INFO ] [sig       ] FLC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:14.890064] [INFO ] [LOCAL     ] Saved forecast: FLC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FLC.txt
[2025-10-10T00:31:14.890287] [INFO ] [sig       ] [695/1690] Completed FLC in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:14.890387] [INFO ] [sig       ] [696/1690] Forecasting FLG...
[2025-10-10T00:31:14.890460] [INFO ] [sig       ] Generating forecast for: FLG
[2025-10-10T00:31:14.890532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'.
[2025-10-10T00:31:14.899399] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLG'.
[2025-10-10T00:31:14.899766] [INFO ] [FORECASTER] Starting predict_future for FLG
[2025-10-10T00:31:14.924773] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:14.925508] [DEBUG] [LOCAL     ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt
[2025-10-10T00:31:14.925585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:14.925678] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:14.925754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:14.925865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:14.946825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:14.947762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:14.947888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:14.947993] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:14.982822] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:14.982915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:14.982955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:14.982987] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:14.986034] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-10-10T00:31:14.986302] [INFO ] [FORECASTER] Completed predict_future for FLG
[2025-10-10T00:31:14.986430] [INFO ] [sig       ] FLG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:15.130377] [INFO ] [LOCAL     ] Saved forecast: FLG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FLG.txt
[2025-10-10T00:31:15.130713] [INFO ] [sig       ] [696/1690] Completed FLG in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:15.130790] [INFO ] [sig       ] [697/1690] Forecasting FLNG...
[2025-10-10T00:31:15.130860] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-10-10T00:31:15.130936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-10-10T00:31:15.140256] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLNG'.
[2025-10-10T00:31:15.140573] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-10-10T00:31:15.165992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:15.166763] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-10-10T00:31:15.166840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:15.166925] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:15.166998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:15.167107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:15.184686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:15.185262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:15.185368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:15.185436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:15.222921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:15.223142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:15.223192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:15.223226] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:15.226967] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-10-10T00:31:15.227290] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-10-10T00:31:15.227440] [INFO ] [sig       ] FLNG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:15.368873] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FLNG.txt
[2025-10-10T00:31:15.369225] [INFO ] [sig       ] [697/1690] Completed FLNG in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:15.369297] [INFO ] [sig       ] [698/1690] Forecasting FLO...
[2025-10-10T00:31:15.369362] [INFO ] [sig       ] Generating forecast for: FLO
[2025-10-10T00:31:15.369435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-10-10T00:31:15.379180] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLO'.
[2025-10-10T00:31:15.379528] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-10-10T00:31:15.404709] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:15.405478] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-10-10T00:31:15.405557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:15.405629] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:15.405717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:15.405817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:15.422873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:15.423470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:15.423577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:15.423669] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:15.460512] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:15.460636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:15.460724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:15.460764] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:15.463832] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-10-10T00:31:15.464108] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-10-10T00:31:15.464250] [INFO ] [sig       ] FLO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:15.606588] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FLO.txt
[2025-10-10T00:31:15.606864] [INFO ] [sig       ] [698/1690] Completed FLO in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:15.606980] [INFO ] [sig       ] [699/1690] Forecasting FLR...
[2025-10-10T00:31:15.607054] [INFO ] [sig       ] Generating forecast for: FLR
[2025-10-10T00:31:15.607131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'.
[2025-10-10T00:31:15.616668] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLR'.
[2025-10-10T00:31:15.617063] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-10-10T00:31:15.642493] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:15.643247] [DEBUG] [LOCAL     ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt
[2025-10-10T00:31:15.643325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:15.643397] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:15.643463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:15.643560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:15.660510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:15.661146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:15.661255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:15.661324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:15.698441] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:15.698590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:15.698637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:15.698724] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:15.702103] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-10-10T00:31:15.702397] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-10-10T00:31:15.702541] [INFO ] [sig       ] FLR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:15.844257] [INFO ] [LOCAL     ] Saved forecast: FLR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FLR.txt
[2025-10-10T00:31:15.844586] [INFO ] [sig       ] [699/1690] Completed FLR in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:15.844689] [INFO ] [sig       ] [700/1690] Forecasting FLS...
[2025-10-10T00:31:15.844759] [INFO ] [sig       ] Generating forecast for: FLS
[2025-10-10T00:31:15.844830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-10-10T00:31:15.854532] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLS'.
[2025-10-10T00:31:15.855049] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-10-10T00:31:15.880953] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:15.881840] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-10-10T00:31:15.881918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:15.882007] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:15.882077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:15.882177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:15.899361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:15.900027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:15.900135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:15.900205] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:15.936460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:15.936618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:15.936697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:15.936746] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:15.940083] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-10-10T00:31:15.940372] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-10-10T00:31:15.940516] [INFO ] [sig       ] FLS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:16.089176] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FLS.txt
[2025-10-10T00:31:16.089560] [INFO ] [sig       ] [700/1690] Completed FLS in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:16.089662] [INFO ] [sig       ] [701/1690] Forecasting FLUT...
[2025-10-10T00:31:16.089737] [INFO ] [sig       ] Generating forecast for: FLUT
[2025-10-10T00:31:16.089808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'.
[2025-10-10T00:31:16.101051] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLUT'.
[2025-10-10T00:31:16.101444] [INFO ] [FORECASTER] Starting predict_future for FLUT
[2025-10-10T00:31:16.128257] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:16.129033] [DEBUG] [LOCAL     ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt
[2025-10-10T00:31:16.129122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:16.129219] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:16.129300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:16.129396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:16.146512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:16.147157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:16.147273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:16.147341] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:16.182033] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:16.182194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:16.182260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:16.182297] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:16.185776] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-10-10T00:31:16.186071] [INFO ] [FORECASTER] Completed predict_future for FLUT
[2025-10-10T00:31:16.186205] [INFO ] [sig       ] FLUT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:16.330727] [INFO ] [LOCAL     ] Saved forecast: FLUT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FLUT.txt
[2025-10-10T00:31:16.331072] [INFO ] [sig       ] [701/1690] Completed FLUT in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:16.331159] [INFO ] [sig       ] [702/1690] Forecasting FLXR...
[2025-10-10T00:31:16.331228] [INFO ] [sig       ] Generating forecast for: FLXR
[2025-10-10T00:31:16.331342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'.
[2025-10-10T00:31:16.341388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FLXR'.
[2025-10-10T00:31:16.341806] [INFO ] [FORECASTER] Starting predict_future for FLXR
[2025-10-10T00:31:16.367391] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:16.368190] [DEBUG] [LOCAL     ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt
[2025-10-10T00:31:16.368270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:16.368344] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:16.368414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:16.368516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:16.385477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:16.386077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:16.386190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:16.386261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:16.421527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:16.421702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:16.421765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:16.421802] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:16.425047] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-10-10T00:31:16.425334] [INFO ] [FORECASTER] Completed predict_future for FLXR
[2025-10-10T00:31:16.425482] [INFO ] [sig       ] FLXR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:16.567283] [INFO ] [LOCAL     ] Saved forecast: FLXR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FLXR.txt
[2025-10-10T00:31:16.567589] [INFO ] [sig       ] [702/1690] Completed FLXR in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:16.567692] [INFO ] [sig       ] [703/1690] Forecasting FMC...
[2025-10-10T00:31:16.567763] [INFO ] [sig       ] Generating forecast for: FMC
[2025-10-10T00:31:16.567833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-10-10T00:31:16.576724] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FMC'.
[2025-10-10T00:31:16.577014] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-10-10T00:31:16.602549] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:16.603285] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-10-10T00:31:16.603365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:16.603437] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:16.603508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:16.603609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:16.620872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:16.621436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:16.621540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:16.621607] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:16.660535] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:16.660635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:16.660723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:16.660762] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:16.663850] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-10-10T00:31:16.664125] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-10-10T00:31:16.664264] [INFO ] [sig       ] FMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:16.807027] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FMC.txt
[2025-10-10T00:31:16.807284] [INFO ] [sig       ] [703/1690] Completed FMC in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:16.807381] [INFO ] [sig       ] [704/1690] Forecasting FMN...
[2025-10-10T00:31:16.807451] [INFO ] [sig       ] Generating forecast for: FMN
[2025-10-10T00:31:16.807523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-10-10T00:31:16.816144] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FMN'.
[2025-10-10T00:31:16.816429] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-10-10T00:31:16.841253] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:16.842026] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-10-10T00:31:16.842104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:16.842179] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:16.842247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:16.842346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:16.859719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:16.860610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:16.860750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:16.860821] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:16.893092] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:16.893191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:16.893232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:16.893264] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:16.896449] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-10-10T00:31:16.896783] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-10-10T00:31:16.896939] [INFO ] [sig       ] FMN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:17.039753] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FMN.txt
[2025-10-10T00:31:17.040030] [INFO ] [sig       ] [704/1690] Completed FMN in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.1m
[2025-10-10T00:31:17.040114] [INFO ] [sig       ] [705/1690] Forecasting FMS...
[2025-10-10T00:31:17.040185] [INFO ] [sig       ] Generating forecast for: FMS
[2025-10-10T00:31:17.040257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-10-10T00:31:17.049229] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FMS'.
[2025-10-10T00:31:17.049526] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-10-10T00:31:17.074822] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:17.075567] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-10-10T00:31:17.075667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:17.075743] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:17.075812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:17.075909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:17.092915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:17.093518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:17.093625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:17.093720] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:17.128703] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:17.128876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:17.128923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:17.128957] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:17.132340] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-10-10T00:31:17.132631] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-10-10T00:31:17.132815] [INFO ] [sig       ] FMS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:17.279903] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FMS.txt
[2025-10-10T00:31:17.280304] [INFO ] [sig       ] [705/1690] Completed FMS in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:17.280383] [INFO ] [sig       ] [706/1690] Forecasting FMX...
[2025-10-10T00:31:17.280453] [INFO ] [sig       ] Generating forecast for: FMX
[2025-10-10T00:31:17.280532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-10-10T00:31:17.290334] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FMX'.
[2025-10-10T00:31:17.290663] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-10-10T00:31:17.316397] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:17.317152] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-10-10T00:31:17.317231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:17.317311] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:17.317383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:17.317497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:17.334539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:17.335141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:17.335261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:17.335333] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:17.373265] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:17.373407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:17.373450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:17.373482] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:17.376901] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-10-10T00:31:17.377207] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-10-10T00:31:17.377359] [INFO ] [sig       ] FMX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:17.520061] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FMX.txt
[2025-10-10T00:31:17.520381] [INFO ] [sig       ] [706/1690] Completed FMX in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:17.520464] [INFO ] [sig       ] [707/1690] Forecasting FMY...
[2025-10-10T00:31:17.520534] [INFO ] [sig       ] Generating forecast for: FMY
[2025-10-10T00:31:17.520605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'.
[2025-10-10T00:31:17.529923] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'FMY'.
[2025-10-10T00:31:17.530300] [INFO ] [FORECASTER] Starting predict_future for FMY
[2025-10-10T00:31:17.556942] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:17.557746] [DEBUG] [LOCAL     ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt
[2025-10-10T00:31:17.557827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:17.557970] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:17.558050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:17.558149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:17.576799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:17.577479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:17.577591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:17.577686] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:17.611279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:17.611416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:17.611459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:17.611493] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:17.614793] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-10-10T00:31:17.615080] [INFO ] [FORECASTER] Completed predict_future for FMY
[2025-10-10T00:31:17.615220] [INFO ] [sig       ] FMY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:17.758227] [INFO ] [LOCAL     ] Saved forecast: FMY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FMY.txt
[2025-10-10T00:31:17.758615] [INFO ] [sig       ] [707/1690] Completed FMY in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:17.758740] [INFO ] [sig       ] [708/1690] Forecasting FN...
[2025-10-10T00:31:17.758811] [INFO ] [sig       ] Generating forecast for: FN
[2025-10-10T00:31:17.758889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-10-10T00:31:17.768763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FN'.
[2025-10-10T00:31:17.769175] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-10-10T00:31:17.794490] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:17.795229] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-10-10T00:31:17.795307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:17.795380] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:17.795448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:17.795546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:17.812587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:17.813193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:17.813299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:17.813368] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:17.849503] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:17.849663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:17.849735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:17.849772] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:17.853027] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-10-10T00:31:17.853309] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-10-10T00:31:17.853454] [INFO ] [sig       ] FN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:18.000287] [INFO ] [LOCAL     ] Saved forecast: FN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FN.txt
[2025-10-10T00:31:18.000628] [INFO ] [sig       ] [708/1690] Completed FN in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:18.000730] [INFO ] [sig       ] [709/1690] Forecasting FNB...
[2025-10-10T00:31:18.000800] [INFO ] [sig       ] Generating forecast for: FNB
[2025-10-10T00:31:18.000869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-10-10T00:31:18.010791] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FNB'.
[2025-10-10T00:31:18.011171] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-10-10T00:31:18.036599] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:18.037341] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-10-10T00:31:18.037421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:18.037492] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:18.037560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:18.037677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:18.054536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:18.055142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:18.055251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:18.055317] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:18.089244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:18.089359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:18.089400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:18.089433] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:18.092610] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-10-10T00:31:18.092922] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-10-10T00:31:18.093061] [INFO ] [sig       ] FNB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:18.234386] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FNB.txt
[2025-10-10T00:31:18.234730] [INFO ] [sig       ] [709/1690] Completed FNB in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:18.234818] [INFO ] [sig       ] [710/1690] Forecasting FND...
[2025-10-10T00:31:18.234887] [INFO ] [sig       ] Generating forecast for: FND
[2025-10-10T00:31:18.234958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-10-10T00:31:18.243863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FND'.
[2025-10-10T00:31:18.244173] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-10-10T00:31:18.269622] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:18.270362] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-10-10T00:31:18.270441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:18.270513] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:18.270581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:18.270705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:18.287866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:18.288494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:18.288601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:18.288695] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:18.321429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:18.321544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:18.321586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:18.321620] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:18.324778] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2025-10-10T00:31:18.325057] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-10-10T00:31:18.325189] [INFO ] [sig       ] FND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:18.473175] [INFO ] [LOCAL     ] Saved forecast: FND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FND.txt
[2025-10-10T00:31:18.473584] [INFO ] [sig       ] [710/1690] Completed FND in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:18.473690] [INFO ] [sig       ] [711/1690] Forecasting FNF...
[2025-10-10T00:31:18.473761] [INFO ] [sig       ] Generating forecast for: FNF
[2025-10-10T00:31:18.473843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-10-10T00:31:18.483818] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FNF'.
[2025-10-10T00:31:18.484170] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-10-10T00:31:18.510809] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:18.511584] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-10-10T00:31:18.511688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:18.511763] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:18.511835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:18.511953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:18.530634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:18.531492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:18.531623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:18.531727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:18.567890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:18.568002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:18.568044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:18.568076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:18.571084] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-10-10T00:31:18.571363] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-10-10T00:31:18.571499] [INFO ] [sig       ] FNF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:18.714384] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FNF.txt
[2025-10-10T00:31:18.714666] [INFO ] [sig       ] [711/1690] Completed FNF in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:18.714784] [INFO ] [sig       ] [712/1690] Forecasting FNV...
[2025-10-10T00:31:18.714863] [INFO ] [sig       ] Generating forecast for: FNV
[2025-10-10T00:31:18.714937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-10-10T00:31:18.724404] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FNV'.
[2025-10-10T00:31:18.724811] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-10-10T00:31:18.750108] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:18.750902] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-10-10T00:31:18.750979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:18.751056] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:18.751124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:18.751222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:18.768425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:18.769038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:18.769150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:18.769233] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:18.804344] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:18.804527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:18.804592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:18.804627] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:18.808117] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-10-10T00:31:18.808411] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-10-10T00:31:18.808554] [INFO ] [sig       ] FNV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:18.950781] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FNV.txt
[2025-10-10T00:31:18.951056] [INFO ] [sig       ] [712/1690] Completed FNV in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:18.951164] [INFO ] [sig       ] [713/1690] Forecasting FOF...
[2025-10-10T00:31:18.951238] [INFO ] [sig       ] Generating forecast for: FOF
[2025-10-10T00:31:18.951309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-10-10T00:31:18.960498] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FOF'.
[2025-10-10T00:31:18.960827] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-10-10T00:31:18.985726] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:18.986465] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-10-10T00:31:18.986543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:18.986614] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:18.986703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:18.986803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:19.003886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:19.004537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:19.004673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:19.004737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:19.036763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:19.036920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:19.036965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:19.036999] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:19.040313] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-10-10T00:31:19.040604] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-10-10T00:31:19.040788] [INFO ] [sig       ] FOF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:19.182562] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FOF.txt
[2025-10-10T00:31:19.182894] [INFO ] [sig       ] [713/1690] Completed FOF in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:19.182976] [INFO ] [sig       ] [714/1690] Forecasting FOR...
[2025-10-10T00:31:19.183047] [INFO ] [sig       ] Generating forecast for: FOR
[2025-10-10T00:31:19.183119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-10-10T00:31:19.194966] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FOR'.
[2025-10-10T00:31:19.195808] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-10-10T00:31:19.228137] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:19.229298] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-10-10T00:31:19.229395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:19.229474] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:19.229549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:19.229722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:19.249131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:19.250383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:19.250523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:19.250599] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:19.297567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:19.297925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:19.298001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:19.298041] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:19.302594] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-10-10T00:31:19.303113] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-10-10T00:31:19.303297] [INFO ] [sig       ] FOR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:19.456595] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FOR.txt
[2025-10-10T00:31:19.457020] [INFO ] [sig       ] [714/1690] Completed FOR in 0.3s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:19.457110] [INFO ] [sig       ] [715/1690] Forecasting FOUR...
[2025-10-10T00:31:19.457182] [INFO ] [sig       ] Generating forecast for: FOUR
[2025-10-10T00:31:19.457254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'.
[2025-10-10T00:31:19.467306] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FOUR'.
[2025-10-10T00:31:19.467634] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-10-10T00:31:19.494928] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:19.495680] [DEBUG] [LOCAL     ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt
[2025-10-10T00:31:19.495762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:19.495836] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:19.495905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:19.496005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:19.513567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:19.514221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:19.514342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:19.514416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:19.554506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:19.554707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:19.554791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:19.554841] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:19.558389] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2025-10-10T00:31:19.558760] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-10-10T00:31:19.558924] [INFO ] [sig       ] FOUR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:19.712713] [INFO ] [LOCAL     ] Saved forecast: FOUR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FOUR.txt
[2025-10-10T00:31:19.713070] [INFO ] [sig       ] [715/1690] Completed FOUR in 0.3s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:19.713154] [INFO ] [sig       ] [716/1690] Forecasting FPF...
[2025-10-10T00:31:19.713225] [INFO ] [sig       ] Generating forecast for: FPF
[2025-10-10T00:31:19.713297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-10-10T00:31:19.722983] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FPF'.
[2025-10-10T00:31:19.723306] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-10-10T00:31:19.748519] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:19.749360] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-10-10T00:31:19.749439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:19.749511] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:19.749579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:19.749699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:19.766611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:19.767214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:19.767321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:19.767390] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:19.802289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:19.802437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:19.802480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:19.802513] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:19.805854] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-10-10T00:31:19.806146] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-10-10T00:31:19.806286] [INFO ] [sig       ] FPF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:19.950100] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FPF.txt
[2025-10-10T00:31:19.950446] [INFO ] [sig       ] [716/1690] Completed FPF in 0.2s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:19.950527] [INFO ] [sig       ] [717/1690] Forecasting FPH...
[2025-10-10T00:31:19.950597] [INFO ] [sig       ] Generating forecast for: FPH
[2025-10-10T00:31:19.950691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-10-10T00:31:19.960269] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FPH'.
[2025-10-10T00:31:19.960698] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-10-10T00:31:19.985988] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:19.986746] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-10-10T00:31:19.986824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:19.986895] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:19.986962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:19.987061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:20.004433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:20.005085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:20.005198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:20.005269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:20.041137] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:20.041263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:20.041305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:20.041337] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:20.044532] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-10-10T00:31:20.044844] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-10-10T00:31:20.044995] [INFO ] [sig       ] FPH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:20.201173] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FPH.txt
[2025-10-10T00:31:20.201577] [INFO ] [sig       ] [717/1690] Completed FPH in 0.3s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:20.201682] [INFO ] [sig       ] [718/1690] Forecasting FPI...
[2025-10-10T00:31:20.201752] [INFO ] [sig       ] Generating forecast for: FPI
[2025-10-10T00:31:20.201822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-10-10T00:31:20.212326] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FPI'.
[2025-10-10T00:31:20.212867] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-10-10T00:31:20.240209] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:20.241129] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-10-10T00:31:20.241225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:20.241318] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:20.241415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:20.241564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:20.259617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:20.260475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:20.260638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:20.260756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:20.306147] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:20.306384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:20.306437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:20.306503] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:20.311127] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-10-10T00:31:20.311448] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-10-10T00:31:20.311628] [INFO ] [sig       ] FPI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:20.455319] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FPI.txt
[2025-10-10T00:31:20.455622] [INFO ] [sig       ] [718/1690] Completed FPI in 0.3s | 4.06 sym/s | Total: 2.9m | ETA: 4.0m
[2025-10-10T00:31:20.455722] [INFO ] [sig       ] [719/1690] Forecasting FR...
[2025-10-10T00:31:20.455796] [INFO ] [sig       ] Generating forecast for: FR
[2025-10-10T00:31:20.455864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'.
[2025-10-10T00:31:20.464769] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FR'.
[2025-10-10T00:31:20.465053] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-10-10T00:31:20.490083] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:20.490861] [DEBUG] [LOCAL     ] No optimal features file found for FR: ./output/feature-sets/FR.txt
[2025-10-10T00:31:20.490949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:20.491020] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:20.491087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:20.491183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:20.508462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:20.509083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:20.509190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:20.509259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:20.543961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:20.544054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:20.544096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:20.544146] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:20.547226] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-10-10T00:31:20.547494] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-10-10T00:31:20.547625] [INFO ] [sig       ] FR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:20.691083] [INFO ] [LOCAL     ] Saved forecast: FR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FR.txt
[2025-10-10T00:31:20.691350] [INFO ] [sig       ] [719/1690] Completed FR in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:20.691429] [INFO ] [sig       ] [720/1690] Forecasting FRA...
[2025-10-10T00:31:20.691498] [INFO ] [sig       ] Generating forecast for: FRA
[2025-10-10T00:31:20.691549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-10-10T00:31:20.700935] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FRA'.
[2025-10-10T00:31:20.701379] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-10-10T00:31:20.726775] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:20.727671] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-10-10T00:31:20.727750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:20.727837] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:20.727938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:20.728049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:20.745382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:20.746019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:20.746125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:20.746205] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:20.779806] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:20.779897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:20.779938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:20.779971] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:20.782958] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-10-10T00:31:20.783225] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-10-10T00:31:20.783352] [INFO ] [sig       ] FRA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:20.926199] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FRA.txt
[2025-10-10T00:31:20.926482] [INFO ] [sig       ] [720/1690] Completed FRA in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:20.926572] [INFO ] [sig       ] [721/1690] Forecasting FRGE...
[2025-10-10T00:31:20.926672] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-10-10T00:31:20.926746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-10-10T00:31:20.935795] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FRGE'.
[2025-10-10T00:31:20.936101] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-10-10T00:31:20.960959] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:20.961714] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-10-10T00:31:20.961792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:20.961863] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:20.961931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:20.962097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:20.979410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:20.980034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:20.980139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:20.980221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:21.013874] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:21.013992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:21.014034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:21.014067] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:21.017214] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-10-10T00:31:21.017488] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-10-10T00:31:21.017623] [INFO ] [sig       ] FRGE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:21.158909] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FRGE.txt
[2025-10-10T00:31:21.159177] [INFO ] [sig       ] [721/1690] Completed FRGE in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:21.159272] [INFO ] [sig       ] [722/1690] Forecasting FRO...
[2025-10-10T00:31:21.159356] [INFO ] [sig       ] Generating forecast for: FRO
[2025-10-10T00:31:21.159443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-10-10T00:31:21.168339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FRO'.
[2025-10-10T00:31:21.168637] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-10-10T00:31:21.193709] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:21.194431] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-10-10T00:31:21.194510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:21.194594] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:21.194685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:21.194783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:21.212093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:21.212691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:21.212797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:21.212865] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:21.248456] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:21.248545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:21.248586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:21.248618] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:21.251669] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-10-10T00:31:21.251943] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-10-10T00:31:21.252082] [INFO ] [sig       ] FRO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:21.398468] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FRO.txt
[2025-10-10T00:31:21.398753] [INFO ] [sig       ] [722/1690] Completed FRO in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:21.398860] [INFO ] [sig       ] [723/1690] Forecasting FRT...
[2025-10-10T00:31:21.398929] [INFO ] [sig       ] Generating forecast for: FRT
[2025-10-10T00:31:21.399000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-10-10T00:31:21.408254] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FRT'.
[2025-10-10T00:31:21.408566] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-10-10T00:31:21.434122] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:21.434911] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-10-10T00:31:21.434990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:21.435062] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:21.435157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:21.435281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:21.452671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:21.453286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:21.453412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:21.453499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:21.486959] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:21.487054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:21.487095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:21.487129] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:21.490231] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-10-10T00:31:21.490501] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-10-10T00:31:21.490636] [INFO ] [sig       ] FRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:21.632775] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FRT.txt
[2025-10-10T00:31:21.633001] [INFO ] [sig       ] [723/1690] Completed FRT in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:21.633110] [INFO ] [sig       ] [724/1690] Forecasting FSCO...
[2025-10-10T00:31:21.633189] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-10-10T00:31:21.633265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-10-10T00:31:21.642822] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FSCO'.
[2025-10-10T00:31:21.643176] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-10-10T00:31:21.668762] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:21.669478] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-10-10T00:31:21.669556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:21.669627] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:21.669716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:21.669815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:21.686790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:21.687360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:21.687468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:21.687534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:21.720269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:21.720439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:21.720489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:21.720523] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:21.723710] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-10-10T00:31:21.723996] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-10-10T00:31:21.724130] [INFO ] [sig       ] FSCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:21.866382] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FSCO.txt
[2025-10-10T00:31:21.866706] [INFO ] [sig       ] [724/1690] Completed FSCO in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:21.866791] [INFO ] [sig       ] [725/1690] Forecasting FSK...
[2025-10-10T00:31:21.866862] [INFO ] [sig       ] Generating forecast for: FSK
[2025-10-10T00:31:21.866935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-10-10T00:31:21.876234] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FSK'.
[2025-10-10T00:31:21.876582] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-10-10T00:31:21.901762] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:21.902464] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-10-10T00:31:21.902542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:21.902613] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:21.902702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:21.902804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:21.919785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:21.920348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:21.920453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:21.920522] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:21.953779] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:21.953869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:21.953909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:21.953942] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:21.957001] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-10-10T00:31:21.957264] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-10-10T00:31:21.957399] [INFO ] [sig       ] FSK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:22.098098] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FSK.txt
[2025-10-10T00:31:22.098383] [INFO ] [sig       ] [725/1690] Completed FSK in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:22.098464] [INFO ] [sig       ] [726/1690] Forecasting FSLY...
[2025-10-10T00:31:22.098534] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-10-10T00:31:22.098608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-10-10T00:31:22.107935] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FSLY'.
[2025-10-10T00:31:22.108309] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-10-10T00:31:22.133758] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:22.134523] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-10-10T00:31:22.134601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:22.134695] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:22.134764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:22.134862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:22.151859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:22.152438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:22.152547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:22.152615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:22.191244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:22.191443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:22.191503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:22.191571] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:22.195438] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-10-10T00:31:22.195836] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-10-10T00:31:22.195985] [INFO ] [sig       ] FSLY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:22.340434] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FSLY.txt
[2025-10-10T00:31:22.340832] [INFO ] [sig       ] [726/1690] Completed FSLY in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:22.340915] [INFO ] [sig       ] [727/1690] Forecasting FSM...
[2025-10-10T00:31:22.340984] [INFO ] [sig       ] Generating forecast for: FSM
[2025-10-10T00:31:22.341053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-10-10T00:31:22.351042] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FSM'.
[2025-10-10T00:31:22.351442] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-10-10T00:31:22.376814] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:22.377545] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-10-10T00:31:22.377624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:22.377717] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:22.377799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:22.377949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:22.395262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:22.395891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:22.395994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:22.396073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:22.428626] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:22.428773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:22.428818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:22.428852] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:22.432024] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-10-10T00:31:22.432311] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-10-10T00:31:22.432443] [INFO ] [sig       ] FSM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:22.575092] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FSM.txt
[2025-10-10T00:31:22.575368] [INFO ] [sig       ] [727/1690] Completed FSM in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 4.0m
[2025-10-10T00:31:22.575448] [INFO ] [sig       ] [728/1690] Forecasting FSS...
[2025-10-10T00:31:22.575498] [INFO ] [sig       ] Generating forecast for: FSS
[2025-10-10T00:31:22.575541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-10-10T00:31:22.584969] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FSS'.
[2025-10-10T00:31:22.585384] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-10-10T00:31:22.611069] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:22.611849] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-10-10T00:31:22.611927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:22.611998] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:22.612067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:22.612171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:22.629374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:22.629996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:22.630102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:22.630171] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:22.671238] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:22.671359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:22.671400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:22.671432] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:22.674598] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-10-10T00:31:22.674914] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-10-10T00:31:22.675057] [INFO ] [sig       ] FSS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:22.826361] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FSS.txt
[2025-10-10T00:31:22.826723] [INFO ] [sig       ] [728/1690] Completed FSS in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:22.826803] [INFO ] [sig       ] [729/1690] Forecasting FT...
[2025-10-10T00:31:22.826873] [INFO ] [sig       ] Generating forecast for: FT
[2025-10-10T00:31:22.826949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-10-10T00:31:22.836040] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FT'.
[2025-10-10T00:31:22.836436] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-10-10T00:31:22.861638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:22.862432] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-10-10T00:31:22.862512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:22.862584] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:22.862682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:22.862788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:22.879836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:22.880425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:22.880531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:22.880610] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:22.913333] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:22.913435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:22.913476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:22.913508] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:22.916610] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-10-10T00:31:22.916908] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-10-10T00:31:22.917050] [INFO ] [sig       ] FT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:23.058051] [INFO ] [LOCAL     ] Saved forecast: FT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FT.txt
[2025-10-10T00:31:23.058379] [INFO ] [sig       ] [729/1690] Completed FT in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:23.058459] [INFO ] [sig       ] [730/1690] Forecasting FTHY...
[2025-10-10T00:31:23.058536] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-10-10T00:31:23.058614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-10-10T00:31:23.067787] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FTHY'.
[2025-10-10T00:31:23.068261] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-10-10T00:31:23.094905] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:23.095855] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-10-10T00:31:23.095936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:23.096014] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:23.096088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:23.096201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:23.113984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:23.114986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:23.115107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:23.115184] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:23.147565] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:23.147707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:23.147768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:23.147803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:23.150971] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-10-10T00:31:23.151272] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-10-10T00:31:23.151406] [INFO ] [sig       ] FTHY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:23.295885] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FTHY.txt
[2025-10-10T00:31:23.296191] [INFO ] [sig       ] [730/1690] Completed FTHY in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:23.296270] [INFO ] [sig       ] [731/1690] Forecasting FTI...
[2025-10-10T00:31:23.296338] [INFO ] [sig       ] Generating forecast for: FTI
[2025-10-10T00:31:23.296407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-10-10T00:31:23.305386] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FTI'.
[2025-10-10T00:31:23.305712] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-10-10T00:31:23.331610] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:23.332395] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-10-10T00:31:23.332475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:23.332548] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:23.332616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:23.332736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:23.350974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:23.351563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:23.351693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:23.351766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:23.385068] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:23.385164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:23.385207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:23.385290] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:23.388595] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-10-10T00:31:23.388925] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-10-10T00:31:23.389071] [INFO ] [sig       ] FTI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:23.531940] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FTI.txt
[2025-10-10T00:31:23.532232] [INFO ] [sig       ] [731/1690] Completed FTI in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:23.532320] [INFO ] [sig       ] [732/1690] Forecasting FTK...
[2025-10-10T00:31:23.532402] [INFO ] [sig       ] Generating forecast for: FTK
[2025-10-10T00:31:23.532474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-10-10T00:31:23.541346] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FTK'.
[2025-10-10T00:31:23.541686] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-10-10T00:31:23.566718] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:23.567434] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-10-10T00:31:23.567511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:23.567582] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:23.567667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:23.567767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:23.584832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:23.585398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:23.585502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:23.585573] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:23.615028] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:23.615217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:23.615282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:23.615341] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:23.619185] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-10-10T00:31:23.619580] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-10-10T00:31:23.619761] [INFO ] [sig       ] FTK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:23.764609] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FTK.txt
[2025-10-10T00:31:23.764921] [INFO ] [sig       ] [732/1690] Completed FTK in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:23.764998] [INFO ] [sig       ] [733/1690] Forecasting FTS...
[2025-10-10T00:31:23.765067] [INFO ] [sig       ] Generating forecast for: FTS
[2025-10-10T00:31:23.765135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-10-10T00:31:23.774355] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FTS'.
[2025-10-10T00:31:23.774693] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-10-10T00:31:23.800768] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:23.801609] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-10-10T00:31:23.801707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:23.801778] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:23.801845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:23.801950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:23.819511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:23.820170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:23.820273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:23.820344] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:23.847063] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:23.847182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:23.847223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:23.847257] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:23.850625] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-10-10T00:31:23.850940] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-10-10T00:31:23.851075] [INFO ] [sig       ] FTS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:23.997396] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FTS.txt
[2025-10-10T00:31:23.997687] [INFO ] [sig       ] [733/1690] Completed FTS in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:23.997756] [INFO ] [sig       ] [734/1690] Forecasting FTV...
[2025-10-10T00:31:23.997820] [INFO ] [sig       ] Generating forecast for: FTV
[2025-10-10T00:31:23.997890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-10-10T00:31:24.007234] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FTV'.
[2025-10-10T00:31:24.007566] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-10-10T00:31:24.033636] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:24.034424] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-10-10T00:31:24.034504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:24.034577] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:24.034669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:24.034772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:24.052366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:24.053019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:24.053128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:24.053195] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:24.078381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:24.078473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:24.078515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:24.078548] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:24.081684] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-10-10T00:31:24.081961] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-10-10T00:31:24.082094] [INFO ] [sig       ] FTV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:24.264103] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FTV.txt
[2025-10-10T00:31:24.264435] [INFO ] [sig       ] [734/1690] Completed FTV in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:24.264530] [INFO ] [sig       ] [735/1690] Forecasting FTWO...
[2025-10-10T00:31:24.264611] [INFO ] [sig       ] Generating forecast for: FTWO
[2025-10-10T00:31:24.264717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'.
[2025-10-10T00:31:24.273905] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'FTWO'.
[2025-10-10T00:31:24.274329] [INFO ] [FORECASTER] Starting predict_future for FTWO
[2025-10-10T00:31:24.300703] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:24.301532] [DEBUG] [LOCAL     ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt
[2025-10-10T00:31:24.301614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:24.301711] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:24.301782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:24.301885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:24.320336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:24.321358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:24.321479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:24.321550] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:24.357135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:24.357291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:24.357336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:24.357371] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:24.360879] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-10-10T00:31:24.361182] [INFO ] [FORECASTER] Completed predict_future for FTWO
[2025-10-10T00:31:24.361333] [INFO ] [sig       ] FTWO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:24.514099] [INFO ] [LOCAL     ] Saved forecast: FTWO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FTWO.txt
[2025-10-10T00:31:24.514448] [INFO ] [sig       ] [735/1690] Completed FTWO in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:24.514530] [INFO ] [sig       ] [736/1690] Forecasting FUBO...
[2025-10-10T00:31:24.514602] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-10-10T00:31:24.514703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-10-10T00:31:24.524472] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FUBO'.
[2025-10-10T00:31:24.524942] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-10-10T00:31:24.551095] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:24.552024] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-10-10T00:31:24.552115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:24.552190] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:24.552260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:24.552366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:24.571829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:24.572827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:24.572941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:24.573011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:24.609942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:24.610121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:24.610168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:24.610201] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:24.613689] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-10-10T00:31:24.613992] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-10-10T00:31:24.614141] [INFO ] [sig       ] FUBO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:24.770683] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/FUBO.txt
[2025-10-10T00:31:24.771024] [INFO ] [sig       ] [736/1690] Completed FUBO in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:24.771106] [INFO ] [sig       ] [737/1690] Forecasting FUL...
[2025-10-10T00:31:24.771177] [INFO ] [sig       ] Generating forecast for: FUL
[2025-10-10T00:31:24.771249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-10-10T00:31:24.780562] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FUL'.
[2025-10-10T00:31:24.780888] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-10-10T00:31:24.806404] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:24.807225] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-10-10T00:31:24.807304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:24.807375] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:24.807422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:24.807514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:24.824477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:24.825099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:24.825232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:24.825303] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:24.863270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:24.863465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:24.863512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:24.863546] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:24.867077] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-10-10T00:31:24.867371] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-10-10T00:31:24.867512] [INFO ] [sig       ] FUL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:25.018440] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FUL.txt
[2025-10-10T00:31:25.018763] [INFO ] [sig       ] [737/1690] Completed FUL in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:25.018842] [INFO ] [sig       ] [738/1690] Forecasting FUN...
[2025-10-10T00:31:25.018913] [INFO ] [sig       ] Generating forecast for: FUN
[2025-10-10T00:31:25.018983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-10-10T00:31:25.028096] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FUN'.
[2025-10-10T00:31:25.028415] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-10-10T00:31:25.055226] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:25.056061] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-10-10T00:31:25.056141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:25.056214] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:25.056283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:25.056381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:25.074100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:25.074716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:25.074822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:25.074893] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:25.111820] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:25.111971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:25.112016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:25.112048] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:25.115433] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-10-10T00:31:25.115774] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-10-10T00:31:25.115934] [INFO ] [sig       ] FUN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:25.271014] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FUN.txt
[2025-10-10T00:31:25.271412] [INFO ] [sig       ] [738/1690] Completed FUN in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:25.271492] [INFO ] [sig       ] [739/1690] Forecasting FVRR...
[2025-10-10T00:31:25.271570] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-10-10T00:31:25.271662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-10-10T00:31:25.284668] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'FVRR'.
[2025-10-10T00:31:25.285413] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-10-10T00:31:25.321016] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:25.322757] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-10-10T00:31:25.322931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:25.323018] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:25.323107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:25.323250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:25.342311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:25.343483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:25.343607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:25.343702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:25.382187] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:25.382345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:25.382390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:25.382423] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:25.385979] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-10-10T00:31:25.386288] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-10-10T00:31:25.386437] [INFO ] [sig       ] FVRR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:25.534881] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FVRR.txt
[2025-10-10T00:31:25.535190] [INFO ] [sig       ] [739/1690] Completed FVRR in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:25.535289] [INFO ] [sig       ] [740/1690] Forecasting FXED...
[2025-10-10T00:31:25.535359] [INFO ] [sig       ] Generating forecast for: FXED
[2025-10-10T00:31:25.535432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'.
[2025-10-10T00:31:25.545102] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'FXED'.
[2025-10-10T00:31:25.545412] [INFO ] [FORECASTER] Starting predict_future for FXED
[2025-10-10T00:31:25.571877] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:25.572631] [DEBUG] [LOCAL     ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt
[2025-10-10T00:31:25.572734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:25.572806] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:25.572875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:25.572977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:25.591013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:25.591662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:25.591774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:25.591842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:25.631220] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:25.631424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:25.631471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:25.631505] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:25.635272] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-10-10T00:31:25.635666] [INFO ] [FORECASTER] Completed predict_future for FXED
[2025-10-10T00:31:25.635848] [INFO ] [sig       ] FXED: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:25.781041] [INFO ] [LOCAL     ] Saved forecast: FXED	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/FXED.txt
[2025-10-10T00:31:25.781403] [INFO ] [sig       ] [740/1690] Completed FXED in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:25.781485] [INFO ] [sig       ] [741/1690] Forecasting G...
[2025-10-10T00:31:25.781553] [INFO ] [sig       ] Generating forecast for: G
[2025-10-10T00:31:25.781622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-10-10T00:31:25.791254] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'G'.
[2025-10-10T00:31:25.791719] [INFO ] [FORECASTER] Starting predict_future for G
[2025-10-10T00:31:25.817804] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:25.818686] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-10-10T00:31:25.818767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:25.818839] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:25.818909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:25.819064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:25.836106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:25.836885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:25.836996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:25.837079] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:25.874266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:25.874480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:25.874527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:25.874561] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:25.878327] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-10-10T00:31:25.878660] [INFO ] [FORECASTER] Completed predict_future for G
[2025-10-10T00:31:25.878833] [INFO ] [sig       ] G: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:26.021974] [INFO ] [LOCAL     ] Saved forecast: G	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/G.txt
[2025-10-10T00:31:26.022317] [INFO ] [sig       ] [741/1690] Completed G in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:26.022396] [INFO ] [sig       ] [742/1690] Forecasting GAB...
[2025-10-10T00:31:26.022467] [INFO ] [sig       ] Generating forecast for: GAB
[2025-10-10T00:31:26.022563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-10-10T00:31:26.032222] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GAB'.
[2025-10-10T00:31:26.032594] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-10-10T00:31:26.058008] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:26.058826] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-10-10T00:31:26.058903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:26.058975] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:26.059062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:26.059220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:26.076736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:26.077343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:26.077466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:26.077554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:26.111824] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:26.111928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:26.111970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:26.112002] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:26.115051] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-10-10T00:31:26.115341] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-10-10T00:31:26.115482] [INFO ] [sig       ] GAB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:26.275208] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GAB.txt
[2025-10-10T00:31:26.275544] [INFO ] [sig       ] [742/1690] Completed GAB in 0.3s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:26.275624] [INFO ] [sig       ] [743/1690] Forecasting GAM...
[2025-10-10T00:31:26.275721] [INFO ] [sig       ] Generating forecast for: GAM
[2025-10-10T00:31:26.275794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-10-10T00:31:26.284664] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GAM'.
[2025-10-10T00:31:26.284960] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-10-10T00:31:26.311368] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:26.312254] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-10-10T00:31:26.312334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:26.312406] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:26.312475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:26.312598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:26.331386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:26.332257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:26.332380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:26.332454] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:26.365957] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:26.366133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:26.366178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:26.366211] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:26.369679] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-10-10T00:31:26.369980] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-10-10T00:31:26.370122] [INFO ] [sig       ] GAM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:26.513455] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GAM.txt
[2025-10-10T00:31:26.513759] [INFO ] [sig       ] [743/1690] Completed GAM in 0.2s | 4.06 sym/s | Total: 3.0m | ETA: 3.9m
[2025-10-10T00:31:26.513828] [INFO ] [sig       ] [744/1690] Forecasting GAP...
[2025-10-10T00:31:26.513869] [INFO ] [sig       ] Generating forecast for: GAP
[2025-10-10T00:31:26.513933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'.
[2025-10-10T00:31:26.524064] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GAP'.
[2025-10-10T00:31:26.524431] [INFO ] [FORECASTER] Starting predict_future for GAP
[2025-10-10T00:31:26.554407] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:26.555605] [DEBUG] [LOCAL     ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt
[2025-10-10T00:31:26.555816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:26.555911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:26.556012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:26.556172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:26.583046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:26.584293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:26.584432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:26.584534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:26.623166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:26.623390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:26.623437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:26.623472] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:26.627201] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-10-10T00:31:26.627513] [INFO ] [FORECASTER] Completed predict_future for GAP
[2025-10-10T00:31:26.627693] [INFO ] [sig       ] GAP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:26.787493] [INFO ] [LOCAL     ] Saved forecast: GAP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GAP.txt
[2025-10-10T00:31:26.787914] [INFO ] [sig       ] [744/1690] Completed GAP in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:26.788013] [INFO ] [sig       ] [745/1690] Forecasting GATX...
[2025-10-10T00:31:26.788101] [INFO ] [sig       ] Generating forecast for: GATX
[2025-10-10T00:31:26.788190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-10-10T00:31:26.797276] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GATX'.
[2025-10-10T00:31:26.797735] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-10-10T00:31:26.823785] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:26.824842] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-10-10T00:31:26.824934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:26.825006] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:26.825075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:26.825189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:26.844192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:26.845223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:26.845341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:26.845430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:26.882890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:26.883055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:26.883099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:26.883133] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:26.886411] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-10-10T00:31:26.886743] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-10-10T00:31:26.886898] [INFO ] [sig       ] GATX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:27.036188] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GATX.txt
[2025-10-10T00:31:27.036557] [INFO ] [sig       ] [745/1690] Completed GATX in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:27.036662] [INFO ] [sig       ] [746/1690] Forecasting GBAB...
[2025-10-10T00:31:27.036735] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-10-10T00:31:27.036830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-10-10T00:31:27.047400] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GBAB'.
[2025-10-10T00:31:27.047732] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-10-10T00:31:27.075334] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:27.076113] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-10-10T00:31:27.076192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:27.076264] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:27.076332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:27.076435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:27.093605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:27.094252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:27.094357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:27.094410] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:27.132208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:27.132330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:27.132372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:27.132405] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:27.135683] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-10-10T00:31:27.135966] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-10-10T00:31:27.136098] [INFO ] [sig       ] GBAB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:27.278506] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GBAB.txt
[2025-10-10T00:31:27.278818] [INFO ] [sig       ] [746/1690] Completed GBAB in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:27.278900] [INFO ] [sig       ] [747/1690] Forecasting GBCI...
[2025-10-10T00:31:27.278949] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-10-10T00:31:27.279012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-10-10T00:31:27.288709] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GBCI'.
[2025-10-10T00:31:27.289192] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-10-10T00:31:27.314769] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:27.315697] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-10-10T00:31:27.315782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:27.315885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:27.315968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:27.316094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:27.333575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:27.334196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:27.334309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:27.334390] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:27.369862] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:27.370082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:27.370132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:27.370166] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:27.373805] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-10-10T00:31:27.374120] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-10-10T00:31:27.374261] [INFO ] [sig       ] GBCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:27.516469] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GBCI.txt
[2025-10-10T00:31:27.516806] [INFO ] [sig       ] [747/1690] Completed GBCI in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:27.516889] [INFO ] [sig       ] [748/1690] Forecasting GBTG...
[2025-10-10T00:31:27.516961] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-10-10T00:31:27.517033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-10-10T00:31:27.525769] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GBTG'.
[2025-10-10T00:31:27.526108] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-10-10T00:31:27.553050] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:27.554072] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-10-10T00:31:27.554151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:27.554226] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:27.554296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:27.554397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:27.573018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:27.573860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:27.573966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:27.574036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:27.614784] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:27.614994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:27.615045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:27.615080] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:27.618767] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-10-10T00:31:27.619069] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-10-10T00:31:27.619214] [INFO ] [sig       ] GBTG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:27.772918] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GBTG.txt
[2025-10-10T00:31:27.773284] [INFO ] [sig       ] [748/1690] Completed GBTG in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:27.773369] [INFO ] [sig       ] [749/1690] Forecasting GBX...
[2025-10-10T00:31:27.773442] [INFO ] [sig       ] Generating forecast for: GBX
[2025-10-10T00:31:27.773514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-10-10T00:31:27.782887] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GBX'.
[2025-10-10T00:31:27.783180] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-10-10T00:31:27.808399] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:27.809271] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-10-10T00:31:27.809353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:27.809426] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:27.809496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:27.809594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:27.827959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:27.828588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:27.828739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:27.828812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:27.864986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:27.865183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:27.865233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:27.865269] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:27.868915] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=92.73%)
[2025-10-10T00:31:27.869216] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-10-10T00:31:27.869364] [INFO ] [sig       ] GBX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:28.019533] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GBX.txt
[2025-10-10T00:31:28.019842] [INFO ] [sig       ] [749/1690] Completed GBX in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:28.019942] [INFO ] [sig       ] [750/1690] Forecasting GCI...
[2025-10-10T00:31:28.019991] [INFO ] [sig       ] Generating forecast for: GCI
[2025-10-10T00:31:28.020057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'.
[2025-10-10T00:31:28.029691] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GCI'.
[2025-10-10T00:31:28.030046] [INFO ] [FORECASTER] Starting predict_future for GCI
[2025-10-10T00:31:28.055093] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:28.055854] [DEBUG] [LOCAL     ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt
[2025-10-10T00:31:28.055931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:28.056002] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:28.056070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:28.056169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:28.073580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:28.074170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:28.074273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:28.074342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:28.113108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:28.113250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:28.113315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:28.113373] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:28.117040] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-10-10T00:31:28.117360] [INFO ] [FORECASTER] Completed predict_future for GCI
[2025-10-10T00:31:28.117543] [INFO ] [sig       ] GCI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:28.259974] [INFO ] [LOCAL     ] Saved forecast: GCI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GCI.txt
[2025-10-10T00:31:28.260266] [INFO ] [sig       ] [750/1690] Completed GCI in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:28.260383] [INFO ] [sig       ] [751/1690] Forecasting GCO...
[2025-10-10T00:31:28.260456] [INFO ] [sig       ] Generating forecast for: GCO
[2025-10-10T00:31:28.260529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-10-10T00:31:28.271087] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GCO'.
[2025-10-10T00:31:28.271477] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-10-10T00:31:28.299534] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:28.300461] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-10-10T00:31:28.300561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:28.300675] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:28.300761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:28.300886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:28.319385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:28.320449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:28.320565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:28.320739] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:28.357537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:28.357707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:28.357773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:28.357809] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:28.361219] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-10-10T00:31:28.361516] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-10-10T00:31:28.361693] [INFO ] [sig       ] GCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:28.509747] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GCO.txt
[2025-10-10T00:31:28.510037] [INFO ] [sig       ] [751/1690] Completed GCO in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:28.510116] [INFO ] [sig       ] [752/1690] Forecasting GCTS...
[2025-10-10T00:31:28.510185] [INFO ] [sig       ] Generating forecast for: GCTS
[2025-10-10T00:31:28.510257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'.
[2025-10-10T00:31:28.519444] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GCTS'.
[2025-10-10T00:31:28.519768] [INFO ] [FORECASTER] Starting predict_future for GCTS
[2025-10-10T00:31:28.545485] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:28.546252] [DEBUG] [LOCAL     ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt
[2025-10-10T00:31:28.546329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:28.546417] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:28.546500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:28.546627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:28.564926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:28.565790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:28.565898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:28.565980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:28.605071] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:28.605212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:28.605256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:28.605291] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:28.608995] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-10-10T00:31:28.609293] [INFO ] [FORECASTER] Completed predict_future for GCTS
[2025-10-10T00:31:28.609440] [INFO ] [sig       ] GCTS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:28.757880] [INFO ] [LOCAL     ] Saved forecast: GCTS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GCTS.txt
[2025-10-10T00:31:28.758209] [INFO ] [sig       ] [752/1690] Completed GCTS in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.9m
[2025-10-10T00:31:28.758296] [INFO ] [sig       ] [753/1690] Forecasting GCV...
[2025-10-10T00:31:28.758367] [INFO ] [sig       ] Generating forecast for: GCV
[2025-10-10T00:31:28.758454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-10-10T00:31:28.767371] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GCV'.
[2025-10-10T00:31:28.767706] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-10-10T00:31:28.793801] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:28.794598] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-10-10T00:31:28.794700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:28.794787] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:28.794871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:28.794996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:28.813089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:28.813743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:28.813848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:28.813932] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:28.848907] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:28.849021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:28.849062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:28.849094] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:28.852208] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-10-10T00:31:28.852484] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-10-10T00:31:28.852620] [INFO ] [sig       ] GCV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:29.000129] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GCV.txt
[2025-10-10T00:31:29.000457] [INFO ] [sig       ] [753/1690] Completed GCV in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:29.000539] [INFO ] [sig       ] [754/1690] Forecasting GD...
[2025-10-10T00:31:29.000609] [INFO ] [sig       ] Generating forecast for: GD
[2025-10-10T00:31:29.000767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-10-10T00:31:29.009770] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GD'.
[2025-10-10T00:31:29.010094] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-10-10T00:31:29.041710] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:29.042624] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-10-10T00:31:29.042726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:29.042814] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:29.042897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:29.043023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:29.060538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:29.061261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:29.061381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:29.061473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:29.099744] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:29.099871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:29.099915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:29.099948] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:29.103758] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-10-10T00:31:29.104053] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-10-10T00:31:29.104250] [INFO ] [sig       ] GD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:29.254806] [INFO ] [LOCAL     ] Saved forecast: GD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GD.txt
[2025-10-10T00:31:29.255114] [INFO ] [sig       ] [754/1690] Completed GD in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:29.255192] [INFO ] [sig       ] [755/1690] Forecasting GDDY...
[2025-10-10T00:31:29.255275] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-10-10T00:31:29.255362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-10-10T00:31:29.265188] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GDDY'.
[2025-10-10T00:31:29.265545] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-10-10T00:31:29.292098] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:29.292886] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-10-10T00:31:29.292967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:29.293041] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:29.293111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:29.293212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:29.310992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:29.311607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:29.311740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:29.311812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:29.348425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:29.348558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:29.348601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:29.348633] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:29.351931] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=21.20%)
[2025-10-10T00:31:29.352212] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-10-10T00:31:29.352353] [INFO ] [sig       ] GDDY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:29.504507] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GDDY.txt
[2025-10-10T00:31:29.504827] [INFO ] [sig       ] [755/1690] Completed GDDY in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:29.504933] [INFO ] [sig       ] [756/1690] Forecasting GDIV...
[2025-10-10T00:31:29.505011] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-10-10T00:31:29.505082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-10-10T00:31:29.514178] [DEBUG] [REMOTE    ] Successfully parsed 1804 rows of historical data for symbol 'GDIV'.
[2025-10-10T00:31:29.514473] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-10-10T00:31:29.540263] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:29.541106] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-10-10T00:31:29.541186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:29.541259] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:29.541353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:29.541458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:29.559084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:29.559765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:29.559875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:29.559994] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:29.595785] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:29.595927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:29.595970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:29.596005] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:29.599285] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-10-10T00:31:29.599574] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-10-10T00:31:29.599762] [INFO ] [sig       ] GDIV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:29.756752] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GDIV.txt
[2025-10-10T00:31:29.757161] [INFO ] [sig       ] [756/1690] Completed GDIV in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:29.757271] [INFO ] [sig       ] [757/1690] Forecasting GDL...
[2025-10-10T00:31:29.757368] [INFO ] [sig       ] Generating forecast for: GDL
[2025-10-10T00:31:29.757460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'.
[2025-10-10T00:31:29.766841] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GDL'.
[2025-10-10T00:31:29.767308] [INFO ] [FORECASTER] Starting predict_future for GDL
[2025-10-10T00:31:29.794979] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:29.795893] [DEBUG] [LOCAL     ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt
[2025-10-10T00:31:29.795974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:29.796065] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:29.796148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:29.796277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:29.818473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:29.819693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:29.819841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:29.819918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:29.855420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:29.855633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:29.855732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:29.855776] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:29.859637] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-10-10T00:31:29.860012] [INFO ] [FORECASTER] Completed predict_future for GDL
[2025-10-10T00:31:29.860169] [INFO ] [sig       ] GDL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:30.029101] [INFO ] [LOCAL     ] Saved forecast: GDL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GDL.txt
[2025-10-10T00:31:30.029668] [INFO ] [sig       ] [757/1690] Completed GDL in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:30.029759] [INFO ] [sig       ] [758/1690] Forecasting GDO...
[2025-10-10T00:31:30.029845] [INFO ] [sig       ] Generating forecast for: GDO
[2025-10-10T00:31:30.029933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-10-10T00:31:30.040218] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GDO'.
[2025-10-10T00:31:30.040626] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-10-10T00:31:30.066982] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:30.067810] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-10-10T00:31:30.067932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:30.068008] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:30.068084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:30.068184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:30.086088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:30.086725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:30.086833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:30.086903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:30.115095] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:30.115215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:30.115259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:30.115294] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:30.118804] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-10-10T00:31:30.119176] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-10-10T00:31:30.119326] [INFO ] [sig       ] GDO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:30.274598] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GDO.txt
[2025-10-10T00:31:30.274919] [INFO ] [sig       ] [758/1690] Completed GDO in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:30.275001] [INFO ] [sig       ] [759/1690] Forecasting GDOT...
[2025-10-10T00:31:30.275071] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-10-10T00:31:30.275142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-10-10T00:31:30.283901] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GDOT'.
[2025-10-10T00:31:30.284240] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-10-10T00:31:30.310130] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:30.310904] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-10-10T00:31:30.310981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:30.311054] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:30.311123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:30.311223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:30.329360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:30.329985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:30.330091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:30.330161] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:30.365717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:30.365829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:30.365871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:30.365906] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:30.369298] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-10-10T00:31:30.369589] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-10-10T00:31:30.369771] [INFO ] [sig       ] GDOT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:30.522634] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GDOT.txt
[2025-10-10T00:31:30.522959] [INFO ] [sig       ] [759/1690] Completed GDOT in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:30.523040] [INFO ] [sig       ] [760/1690] Forecasting GDV...
[2025-10-10T00:31:30.523122] [INFO ] [sig       ] Generating forecast for: GDV
[2025-10-10T00:31:30.523209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'.
[2025-10-10T00:31:30.532281] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GDV'.
[2025-10-10T00:31:30.532629] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-10-10T00:31:30.558467] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:30.559258] [DEBUG] [LOCAL     ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt
[2025-10-10T00:31:30.559337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:30.559422] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:30.559504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:30.559615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:30.577547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:30.578219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:30.578327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:30.578408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:30.611754] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:30.611868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:30.611910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:30.611944] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:30.615085] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-10-10T00:31:30.615366] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-10-10T00:31:30.615502] [INFO ] [sig       ] GDV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:30.769418] [INFO ] [LOCAL     ] Saved forecast: GDV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GDV.txt
[2025-10-10T00:31:30.769747] [INFO ] [sig       ] [760/1690] Completed GDV in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:30.769831] [INFO ] [sig       ] [761/1690] Forecasting GE...
[2025-10-10T00:31:30.769903] [INFO ] [sig       ] Generating forecast for: GE
[2025-10-10T00:31:30.769974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-10-10T00:31:30.779271] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GE'.
[2025-10-10T00:31:30.779585] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-10-10T00:31:30.805684] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:30.806435] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-10-10T00:31:30.806517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:30.806591] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:30.806689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:30.806792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:30.823998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:30.824576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:30.824708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:30.824780] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:30.860143] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:30.860259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:30.860302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:30.860335] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:30.863473] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-10-10T00:31:30.863797] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-10-10T00:31:30.863960] [INFO ] [sig       ] GE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:31.007494] [INFO ] [LOCAL     ] Saved forecast: GE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GE.txt
[2025-10-10T00:31:31.007804] [INFO ] [sig       ] [761/1690] Completed GE in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:31.007873] [INFO ] [sig       ] [762/1690] Forecasting GEF...
[2025-10-10T00:31:31.007956] [INFO ] [sig       ] Generating forecast for: GEF
[2025-10-10T00:31:31.008032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-10-10T00:31:31.016499] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GEF'.
[2025-10-10T00:31:31.016834] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-10-10T00:31:31.042508] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:31.043295] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-10-10T00:31:31.043373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:31.043458] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:31.043539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:31.043685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:31.062154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:31.062842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:31.062952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:31.063033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:31.100228] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:31.100357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:31.100415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:31.100451] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:31.103599] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-10-10T00:31:31.103914] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-10-10T00:31:31.104055] [INFO ] [sig       ] GEF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:31.257833] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GEF.txt
[2025-10-10T00:31:31.258157] [INFO ] [sig       ] [762/1690] Completed GEF in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:31.258241] [INFO ] [sig       ] [763/1690] Forecasting GEL...
[2025-10-10T00:31:31.258311] [INFO ] [sig       ] Generating forecast for: GEL
[2025-10-10T00:31:31.258384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-10-10T00:31:31.267564] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GEL'.
[2025-10-10T00:31:31.267947] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-10-10T00:31:31.293573] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:31.294351] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-10-10T00:31:31.294431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:31.294504] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:31.294575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:31.294700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:31.312242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:31.312865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:31.312972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:31.313040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:31.345769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:31.345864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:31.345904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:31.345937] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:31.349033] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-10-10T00:31:31.349303] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-10-10T00:31:31.349434] [INFO ] [sig       ] GEL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:31.508506] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GEL.txt
[2025-10-10T00:31:31.508920] [INFO ] [sig       ] [763/1690] Completed GEL in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:31.509006] [INFO ] [sig       ] [764/1690] Forecasting GENI...
[2025-10-10T00:31:31.509076] [INFO ] [sig       ] Generating forecast for: GENI
[2025-10-10T00:31:31.509149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-10-10T00:31:31.519974] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GENI'.
[2025-10-10T00:31:31.520283] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-10-10T00:31:31.546625] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:31.547489] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-10-10T00:31:31.547573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:31.547670] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:31.547743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:31.547843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:31.566298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:31.567319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:31.567435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:31.567504] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:31.602731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:31.602938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:31.602988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:31.603023] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:31.606732] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-10-10T00:31:31.607036] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-10-10T00:31:31.607175] [INFO ] [sig       ] GENI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:31.759589] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GENI.txt
[2025-10-10T00:31:31.759897] [INFO ] [sig       ] [764/1690] Completed GENI in 0.3s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:31.759978] [INFO ] [sig       ] [765/1690] Forecasting GEO...
[2025-10-10T00:31:31.760027] [INFO ] [sig       ] Generating forecast for: GEO
[2025-10-10T00:31:31.760068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-10-10T00:31:31.768579] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GEO'.
[2025-10-10T00:31:31.768932] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-10-10T00:31:31.794487] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:31.795283] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-10-10T00:31:31.795361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:31.795456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:31.795537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:31.795687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:31.812871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:31.813470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:31.813577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:31.813680] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:31.852302] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:31.852424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:31.852466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:31.852499] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:31.855913] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-10-10T00:31:31.856194] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-10-10T00:31:31.856326] [INFO ] [sig       ] GEO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:32.009303] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GEO.txt
[2025-10-10T00:31:32.009591] [INFO ] [sig       ] [765/1690] Completed GEO in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:32.009697] [INFO ] [sig       ] [766/1690] Forecasting GES...
[2025-10-10T00:31:32.009765] [INFO ] [sig       ] Generating forecast for: GES
[2025-10-10T00:31:32.009813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-10-10T00:31:32.018912] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GES'.
[2025-10-10T00:31:32.019263] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-10-10T00:31:32.044328] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:32.045070] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-10-10T00:31:32.045148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:32.045220] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:32.045289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:32.045388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:32.063126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:32.063733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:32.063837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:32.063906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:32.102660] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:32.102798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:32.102840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:32.102873] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:32.106106] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-10-10T00:31:32.106388] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-10-10T00:31:32.106521] [INFO ] [sig       ] GES: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:32.250710] [INFO ] [LOCAL     ] Saved forecast: GES	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GES.txt
[2025-10-10T00:31:32.250985] [INFO ] [sig       ] [766/1690] Completed GES in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:32.251093] [INFO ] [sig       ] [767/1690] Forecasting GETY...
[2025-10-10T00:31:32.251174] [INFO ] [sig       ] Generating forecast for: GETY
[2025-10-10T00:31:32.251248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-10-10T00:31:32.260142] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GETY'.
[2025-10-10T00:31:32.260474] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-10-10T00:31:32.286070] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:32.286878] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-10-10T00:31:32.286959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:32.287033] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:32.287104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:32.287205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:32.305047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:32.305671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:32.305782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:32.305854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:32.343030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:32.343230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:32.343277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:32.343311] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:32.346943] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-10-10T00:31:32.347241] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-10-10T00:31:32.347383] [INFO ] [sig       ] GETY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:32.498178] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GETY.txt
[2025-10-10T00:31:32.498576] [INFO ] [sig       ] [767/1690] Completed GETY in 0.2s | 4.06 sym/s | Total: 3.1m | ETA: 3.8m
[2025-10-10T00:31:32.498705] [INFO ] [sig       ] [768/1690] Forecasting GEV...
[2025-10-10T00:31:32.498790] [INFO ] [sig       ] Generating forecast for: GEV
[2025-10-10T00:31:32.498882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'.
[2025-10-10T00:31:32.511217] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GEV'.
[2025-10-10T00:31:32.511688] [INFO ] [FORECASTER] Starting predict_future for GEV
[2025-10-10T00:31:32.538400] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:32.539298] [DEBUG] [LOCAL     ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt
[2025-10-10T00:31:32.539378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:32.539453] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:32.539522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:32.539622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:32.558199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:32.558894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:32.559004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:32.559074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:32.595724] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:32.595937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:32.595987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:32.596021] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:32.599734] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-10-10T00:31:32.600044] [INFO ] [FORECASTER] Completed predict_future for GEV
[2025-10-10T00:31:32.600193] [INFO ] [sig       ] GEV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:32.746639] [INFO ] [LOCAL     ] Saved forecast: GEV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GEV.txt
[2025-10-10T00:31:32.746966] [INFO ] [sig       ] [768/1690] Completed GEV in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:32.747045] [INFO ] [sig       ] [769/1690] Forecasting GF...
[2025-10-10T00:31:32.747177] [INFO ] [sig       ] Generating forecast for: GF
[2025-10-10T00:31:32.747250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-10-10T00:31:32.756351] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GF'.
[2025-10-10T00:31:32.756702] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-10-10T00:31:32.782220] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:32.783069] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-10-10T00:31:32.783149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:32.783221] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:32.783302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:32.783415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:32.801291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:32.802061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:32.802175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:32.802256] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:32.837289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:32.837448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:32.837493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:32.837526] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:32.841036] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-10-10T00:31:32.841329] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-10-10T00:31:32.841472] [INFO ] [sig       ] GF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:32.987242] [INFO ] [LOCAL     ] Saved forecast: GF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GF.txt
[2025-10-10T00:31:32.987537] [INFO ] [sig       ] [769/1690] Completed GF in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:32.987664] [INFO ] [sig       ] [770/1690] Forecasting GFF...
[2025-10-10T00:31:32.987738] [INFO ] [sig       ] Generating forecast for: GFF
[2025-10-10T00:31:32.987835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-10-10T00:31:32.997266] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GFF'.
[2025-10-10T00:31:32.997690] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-10-10T00:31:33.024941] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:33.025791] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-10-10T00:31:33.025870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:33.025942] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:33.026012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:33.026111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:33.043341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:33.043979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:33.044087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:33.044156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:33.083356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:33.083481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:33.083523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:33.083556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:33.086635] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-10-10T00:31:33.086934] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-10-10T00:31:33.087082] [INFO ] [sig       ] GFF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:33.229988] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GFF.txt
[2025-10-10T00:31:33.230264] [INFO ] [sig       ] [770/1690] Completed GFF in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:33.230344] [INFO ] [sig       ] [771/1690] Forecasting GFI...
[2025-10-10T00:31:33.230429] [INFO ] [sig       ] Generating forecast for: GFI
[2025-10-10T00:31:33.230527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-10-10T00:31:33.239811] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GFI'.
[2025-10-10T00:31:33.240144] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-10-10T00:31:33.265160] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:33.265970] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-10-10T00:31:33.266048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:33.266119] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:33.266188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:33.266360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:33.283562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:33.284184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:33.284289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:33.284384] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:33.319269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:33.319376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:33.319418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:33.319450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:33.322538] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-10-10T00:31:33.322849] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-10-10T00:31:33.322998] [INFO ] [sig       ] GFI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:33.465217] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GFI.txt
[2025-10-10T00:31:33.465459] [INFO ] [sig       ] [771/1690] Completed GFI in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:33.465555] [INFO ] [sig       ] [772/1690] Forecasting GFL...
[2025-10-10T00:31:33.465638] [INFO ] [sig       ] Generating forecast for: GFL
[2025-10-10T00:31:33.465790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-10-10T00:31:33.474846] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GFL'.
[2025-10-10T00:31:33.475173] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-10-10T00:31:33.500207] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:33.500988] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-10-10T00:31:33.501066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:33.501152] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:33.501219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:33.501323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:33.518460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:33.519071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:33.519177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:33.519247] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:33.553488] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:33.553605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:33.553672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:33.553738] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:33.556939] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-10-10T00:31:33.557221] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-10-10T00:31:33.557356] [INFO ] [sig       ] GFL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:33.708252] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GFL.txt
[2025-10-10T00:31:33.708628] [INFO ] [sig       ] [772/1690] Completed GFL in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:33.708744] [INFO ] [sig       ] [773/1690] Forecasting GFR...
[2025-10-10T00:31:33.708816] [INFO ] [sig       ] Generating forecast for: GFR
[2025-10-10T00:31:33.708888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-10-10T00:31:33.719192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GFR'.
[2025-10-10T00:31:33.719587] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-10-10T00:31:33.747420] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:33.748352] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-10-10T00:31:33.748436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:33.748488] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:33.748533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:33.748690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:33.766603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:33.767243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:33.767355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:33.767425] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:33.809556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:33.809815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:33.809886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:33.809924] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:33.814327] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-10-10T00:31:33.814787] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-10-10T00:31:33.814977] [INFO ] [sig       ] GFR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:33.969147] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GFR.txt
[2025-10-10T00:31:33.969497] [INFO ] [sig       ] [773/1690] Completed GFR in 0.3s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:33.969584] [INFO ] [sig       ] [774/1690] Forecasting GGB...
[2025-10-10T00:31:33.969683] [INFO ] [sig       ] Generating forecast for: GGB
[2025-10-10T00:31:33.969758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-10-10T00:31:33.979392] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GGB'.
[2025-10-10T00:31:33.979826] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-10-10T00:31:34.006058] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:34.006878] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-10-10T00:31:34.006957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:34.007030] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:34.007108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:34.007225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:34.024919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:34.025524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:34.025634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:34.025732] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:34.062705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:34.062839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:34.062882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:34.062915] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:34.066148] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-10-10T00:31:34.066433] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-10-10T00:31:34.066575] [INFO ] [sig       ] GGB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:34.210789] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GGB.txt
[2025-10-10T00:31:34.211132] [INFO ] [sig       ] [774/1690] Completed GGB in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:34.211213] [INFO ] [sig       ] [775/1690] Forecasting GGG...
[2025-10-10T00:31:34.211283] [INFO ] [sig       ] Generating forecast for: GGG
[2025-10-10T00:31:34.211354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-10-10T00:31:34.220580] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GGG'.
[2025-10-10T00:31:34.220932] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-10-10T00:31:34.246272] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:34.247060] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-10-10T00:31:34.247139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:34.247212] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:34.247283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:34.247385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:34.264514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:34.265184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:34.265293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:34.265362] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:34.303443] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:34.303583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:34.303627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:34.303703] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:34.307518] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-10-10T00:31:34.308161] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-10-10T00:31:34.308370] [INFO ] [sig       ] GGG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:34.452877] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GGG.txt
[2025-10-10T00:31:34.453215] [INFO ] [sig       ] [775/1690] Completed GGG in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:34.453297] [INFO ] [sig       ] [776/1690] Forecasting GGT...
[2025-10-10T00:31:34.453370] [INFO ] [sig       ] Generating forecast for: GGT
[2025-10-10T00:31:34.453444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-10-10T00:31:34.463244] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GGT'.
[2025-10-10T00:31:34.463625] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-10-10T00:31:34.489633] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:34.490402] [DEBUG] [LOCAL     ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt
[2025-10-10T00:31:34.490483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:34.490566] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:34.490673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:34.490798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:34.508330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:34.508991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:34.509099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:34.509182] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:34.540542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:34.540692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:34.540757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:34.540794] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:34.544083] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-10-10T00:31:34.544370] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-10-10T00:31:34.544508] [INFO ] [sig       ] GGT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:34.692000] [INFO ] [LOCAL     ] Saved forecast: GGT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GGT.txt
[2025-10-10T00:31:34.692391] [INFO ] [sig       ] [776/1690] Completed GGT in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.8m
[2025-10-10T00:31:34.692477] [INFO ] [sig       ] [777/1690] Forecasting GGZ...
[2025-10-10T00:31:34.692560] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-10-10T00:31:34.692666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-10-10T00:31:34.701816] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GGZ'.
[2025-10-10T00:31:34.702160] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-10-10T00:31:34.735408] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:34.736282] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-10-10T00:31:34.736362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:34.736435] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:34.736500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:34.736601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:34.754569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:34.755247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:34.755358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:34.755424] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:34.781158] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:34.781253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:34.781311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:34.781346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:34.784425] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-10-10T00:31:34.784729] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-10-10T00:31:34.784869] [INFO ] [sig       ] GGZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:34.928421] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GGZ.txt
[2025-10-10T00:31:34.928708] [INFO ] [sig       ] [777/1690] Completed GGZ in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:34.928808] [INFO ] [sig       ] [778/1690] Forecasting GHC...
[2025-10-10T00:31:34.928872] [INFO ] [sig       ] Generating forecast for: GHC
[2025-10-10T00:31:34.928957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'.
[2025-10-10T00:31:34.937380] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GHC'.
[2025-10-10T00:31:34.937720] [INFO ] [FORECASTER] Starting predict_future for GHC
[2025-10-10T00:31:34.963072] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:34.963889] [DEBUG] [LOCAL     ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt
[2025-10-10T00:31:34.963966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:34.964049] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:34.964128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:34.964238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:34.981703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:34.982291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:34.982398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:34.982476] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:35.008138] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:35.008261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:35.008303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:35.008336] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:35.011676] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-10-10T00:31:35.011963] [INFO ] [FORECASTER] Completed predict_future for GHC
[2025-10-10T00:31:35.012091] [INFO ] [sig       ] GHC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:35.155569] [INFO ] [LOCAL     ] Saved forecast: GHC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GHC.txt
[2025-10-10T00:31:35.155868] [INFO ] [sig       ] [778/1690] Completed GHC in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:35.155947] [INFO ] [sig       ] [779/1690] Forecasting GHG...
[2025-10-10T00:31:35.156028] [INFO ] [sig       ] Generating forecast for: GHG
[2025-10-10T00:31:35.156098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-10-10T00:31:35.164530] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'GHG'.
[2025-10-10T00:31:35.164864] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-10-10T00:31:35.196903] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:35.197762] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-10-10T00:31:35.197841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:35.197939] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:35.198030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:35.198140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:35.215182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:35.215894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:35.216012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:35.216095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:35.245102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:35.245209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:35.245251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:35.245284] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:35.248490] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-10-10T00:31:35.248809] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-10-10T00:31:35.248981] [INFO ] [sig       ] GHG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:35.394612] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GHG.txt
[2025-10-10T00:31:35.394902] [INFO ] [sig       ] [779/1690] Completed GHG in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:35.394971] [INFO ] [sig       ] [780/1690] Forecasting GHI...
[2025-10-10T00:31:35.395009] [INFO ] [sig       ] Generating forecast for: GHI
[2025-10-10T00:31:35.395044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-10-10T00:31:35.404329] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GHI'.
[2025-10-10T00:31:35.404634] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-10-10T00:31:35.430098] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:35.430865] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-10-10T00:31:35.430943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:35.431014] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:35.431089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:35.431185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:35.448434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:35.449065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:35.449168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:35.449237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:35.481440] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:35.481538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:35.481579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:35.481612] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:35.484751] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-10-10T00:31:35.485044] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-10-10T00:31:35.485177] [INFO ] [sig       ] GHI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:35.628270] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GHI.txt
[2025-10-10T00:31:35.628674] [INFO ] [sig       ] [780/1690] Completed GHI in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:35.628769] [INFO ] [sig       ] [781/1690] Forecasting GHLD...
[2025-10-10T00:31:35.628835] [INFO ] [sig       ] Generating forecast for: GHLD
[2025-10-10T00:31:35.628904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'.
[2025-10-10T00:31:35.638152] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GHLD'.
[2025-10-10T00:31:35.638480] [INFO ] [FORECASTER] Starting predict_future for GHLD
[2025-10-10T00:31:35.663605] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:35.664376] [DEBUG] [LOCAL     ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt
[2025-10-10T00:31:35.664455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:35.664526] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:35.664594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:35.664721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:35.682167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:35.682780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:35.682887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:35.682957] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:35.713709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:35.713800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:35.713841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:35.713874] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:35.716871] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-10-10T00:31:35.717140] [INFO ] [FORECASTER] Completed predict_future for GHLD
[2025-10-10T00:31:35.717266] [INFO ] [sig       ] GHLD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:35.858480] [INFO ] [LOCAL     ] Saved forecast: GHLD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GHLD.txt
[2025-10-10T00:31:35.858768] [INFO ] [sig       ] [781/1690] Completed GHLD in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:35.858844] [INFO ] [sig       ] [782/1690] Forecasting GHM...
[2025-10-10T00:31:35.858913] [INFO ] [sig       ] Generating forecast for: GHM
[2025-10-10T00:31:35.858981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-10-10T00:31:35.867414] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GHM'.
[2025-10-10T00:31:35.867733] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-10-10T00:31:35.892966] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:35.893728] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-10-10T00:31:35.893806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:35.893876] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:35.893943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:35.894039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:35.911328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:35.911934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:35.912038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:35.912107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:35.945261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:35.945356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:35.945397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:35.945430] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:35.948565] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-10-10T00:31:35.948896] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-10-10T00:31:35.949042] [INFO ] [sig       ] GHM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:36.090503] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GHM.txt
[2025-10-10T00:31:36.090807] [INFO ] [sig       ] [782/1690] Completed GHM in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:36.090892] [INFO ] [sig       ] [783/1690] Forecasting GHY...
[2025-10-10T00:31:36.090959] [INFO ] [sig       ] Generating forecast for: GHY
[2025-10-10T00:31:36.091036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-10-10T00:31:36.099881] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GHY'.
[2025-10-10T00:31:36.100177] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-10-10T00:31:36.125237] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:36.126019] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-10-10T00:31:36.126097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:36.126169] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:36.126237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:36.126354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:36.144187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:36.144860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:36.144966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:36.145037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:36.177487] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:36.177600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:36.177665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:36.177732] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:36.187783] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-10-10T00:31:36.188445] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-10-10T00:31:36.188674] [INFO ] [sig       ] GHY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:36.334798] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GHY.txt
[2025-10-10T00:31:36.335064] [INFO ] [sig       ] [783/1690] Completed GHY in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:36.335181] [INFO ] [sig       ] [784/1690] Forecasting GIB...
[2025-10-10T00:31:36.335253] [INFO ] [sig       ] Generating forecast for: GIB
[2025-10-10T00:31:36.335325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-10-10T00:31:36.346822] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GIB'.
[2025-10-10T00:31:36.347164] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-10-10T00:31:36.372803] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:36.373540] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-10-10T00:31:36.373618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:36.373709] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:36.373776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:36.373871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:36.390964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:36.391560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:36.391686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:36.391758] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:36.424523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:36.424620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:36.424713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:36.424766] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:36.427831] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-10-10T00:31:36.428124] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-10-10T00:31:36.428259] [INFO ] [sig       ] GIB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:36.572847] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GIB.txt
[2025-10-10T00:31:36.573164] [INFO ] [sig       ] [784/1690] Completed GIB in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:36.573242] [INFO ] [sig       ] [785/1690] Forecasting GIC...
[2025-10-10T00:31:36.573312] [INFO ] [sig       ] Generating forecast for: GIC
[2025-10-10T00:31:36.573388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-10-10T00:31:36.582614] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GIC'.
[2025-10-10T00:31:36.582933] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-10-10T00:31:36.607886] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:36.608639] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-10-10T00:31:36.608739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:36.608810] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:36.608878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:36.608980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:36.626105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:36.626711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:36.626814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:36.626883] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:36.658728] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:36.658856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:36.658897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:36.658931] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:36.662077] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-10-10T00:31:36.662359] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-10-10T00:31:36.662496] [INFO ] [sig       ] GIC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:36.805005] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GIC.txt
[2025-10-10T00:31:36.805246] [INFO ] [sig       ] [785/1690] Completed GIC in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:36.805330] [INFO ] [sig       ] [786/1690] Forecasting GIL...
[2025-10-10T00:31:36.805417] [INFO ] [sig       ] Generating forecast for: GIL
[2025-10-10T00:31:36.805486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-10-10T00:31:36.814314] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GIL'.
[2025-10-10T00:31:36.814624] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-10-10T00:31:36.839838] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:36.840544] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-10-10T00:31:36.840622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:36.840718] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:36.840786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:36.840898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:36.858448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:36.859070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:36.859175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:36.859245] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:36.894370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:36.894469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:36.894509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:36.894543] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:36.897673] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-10-10T00:31:36.898049] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-10-10T00:31:36.898214] [INFO ] [sig       ] GIL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:37.040626] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GIL.txt
[2025-10-10T00:31:37.040916] [INFO ] [sig       ] [786/1690] Completed GIL in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:37.040997] [INFO ] [sig       ] [787/1690] Forecasting GIS...
[2025-10-10T00:31:37.041071] [INFO ] [sig       ] Generating forecast for: GIS
[2025-10-10T00:31:37.041142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-10-10T00:31:37.050327] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GIS'.
[2025-10-10T00:31:37.050682] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-10-10T00:31:37.076569] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:37.077323] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-10-10T00:31:37.077403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:37.077489] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:37.077571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:37.077714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:37.095222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:37.095860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:37.095964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:37.096046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:37.129234] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:37.129335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:37.129375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:37.129408] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:37.132527] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-10-10T00:31:37.132840] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-10-10T00:31:37.132988] [INFO ] [sig       ] GIS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:37.277540] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GIS.txt
[2025-10-10T00:31:37.277889] [INFO ] [sig       ] [787/1690] Completed GIS in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:37.278005] [INFO ] [sig       ] [788/1690] Forecasting GKOS...
[2025-10-10T00:31:37.278095] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-10-10T00:31:37.278230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-10-10T00:31:37.287367] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GKOS'.
[2025-10-10T00:31:37.287801] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-10-10T00:31:37.314162] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:37.315072] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-10-10T00:31:37.315151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:37.315224] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:37.315292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:37.315392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:37.332957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:37.333820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:37.333934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:37.334003] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:37.368092] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:37.368272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:37.368317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:37.368351] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:37.371784] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-10-10T00:31:37.372120] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-10-10T00:31:37.372266] [INFO ] [sig       ] GKOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:37.515317] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GKOS.txt
[2025-10-10T00:31:37.515590] [INFO ] [sig       ] [788/1690] Completed GKOS in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:37.515695] [INFO ] [sig       ] [789/1690] Forecasting GL...
[2025-10-10T00:31:37.515766] [INFO ] [sig       ] Generating forecast for: GL
[2025-10-10T00:31:37.515838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-10-10T00:31:37.525751] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GL'.
[2025-10-10T00:31:37.526059] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-10-10T00:31:37.551368] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:37.552147] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-10-10T00:31:37.552224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:37.552295] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:37.552363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:37.552462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:37.569661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:37.570258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:37.570365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:37.570434] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:37.603953] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:37.604044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:37.604085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:37.604117] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:37.607146] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-10-10T00:31:37.607415] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-10-10T00:31:37.607548] [INFO ] [sig       ] GL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:37.750627] [INFO ] [LOCAL     ] Saved forecast: GL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GL.txt
[2025-10-10T00:31:37.750917] [INFO ] [sig       ] [789/1690] Completed GL in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:37.751007] [INFO ] [sig       ] [790/1690] Forecasting GLOB...
[2025-10-10T00:31:37.751077] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-10-10T00:31:37.751146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-10-10T00:31:37.760228] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GLOB'.
[2025-10-10T00:31:37.760537] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-10-10T00:31:37.785616] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:37.786390] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-10-10T00:31:37.786469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:37.786543] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:37.786617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:37.786775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:37.803777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:37.804374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:37.804478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:37.804547] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:37.829831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:37.829921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:37.829961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:37.829993] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:37.832943] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-10-10T00:31:37.833208] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-10-10T00:31:37.833331] [INFO ] [sig       ] GLOB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:37.974302] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GLOB.txt
[2025-10-10T00:31:37.974530] [INFO ] [sig       ] [790/1690] Completed GLOB in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:37.974638] [INFO ] [sig       ] [791/1690] Forecasting GLP...
[2025-10-10T00:31:37.974740] [INFO ] [sig       ] Generating forecast for: GLP
[2025-10-10T00:31:37.974847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-10-10T00:31:37.983240] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GLP'.
[2025-10-10T00:31:37.983539] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-10-10T00:31:38.008668] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:38.009378] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-10-10T00:31:38.009455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:38.009525] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:38.009593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:38.009711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:38.026695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:38.027263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:38.027367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:38.027436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:38.053339] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:38.053434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:38.053476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:38.053522] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:38.056703] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-10-10T00:31:38.056978] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-10-10T00:31:38.057105] [INFO ] [sig       ] GLP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:38.198884] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GLP.txt
[2025-10-10T00:31:38.199100] [INFO ] [sig       ] [791/1690] Completed GLP in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:38.199206] [INFO ] [sig       ] [792/1690] Forecasting GLW...
[2025-10-10T00:31:38.199285] [INFO ] [sig       ] Generating forecast for: GLW
[2025-10-10T00:31:38.199363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-10-10T00:31:38.208130] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GLW'.
[2025-10-10T00:31:38.208428] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-10-10T00:31:38.233391] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:38.234132] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-10-10T00:31:38.234209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:38.234280] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:38.234347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:38.234445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:38.251618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:38.252270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:38.252376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:38.252422] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:38.279233] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:38.279323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:38.279363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:38.279395] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:38.282434] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-10-10T00:31:38.282741] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-10-10T00:31:38.282881] [INFO ] [sig       ] GLW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:38.425194] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GLW.txt
[2025-10-10T00:31:38.425413] [INFO ] [sig       ] [792/1690] Completed GLW in 0.2s | 4.06 sym/s | Total: 3.2m | ETA: 3.7m
[2025-10-10T00:31:38.425489] [INFO ] [sig       ] [793/1690] Forecasting GM...
[2025-10-10T00:31:38.425585] [INFO ] [sig       ] Generating forecast for: GM
[2025-10-10T00:31:38.425635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'.
[2025-10-10T00:31:38.434202] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GM'.
[2025-10-10T00:31:38.434500] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-10-10T00:31:38.459477] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:38.460294] [DEBUG] [LOCAL     ] No optimal features file found for GM: ./output/feature-sets/GM.txt
[2025-10-10T00:31:38.460372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:38.460450] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:38.460526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:38.460631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:38.477545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:38.478181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:38.478288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:38.478363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:38.506093] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:38.506185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:38.506225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:38.506256] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:38.509980] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-10-10T00:31:38.510245] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-10-10T00:31:38.510375] [INFO ] [sig       ] GM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:38.653238] [INFO ] [LOCAL     ] Saved forecast: GM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GM.txt
[2025-10-10T00:31:38.653489] [INFO ] [sig       ] [793/1690] Completed GM in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:38.653585] [INFO ] [sig       ] [794/1690] Forecasting GME...
[2025-10-10T00:31:38.653684] [INFO ] [sig       ] Generating forecast for: GME
[2025-10-10T00:31:38.653763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-10-10T00:31:38.662437] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GME'.
[2025-10-10T00:31:38.662763] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-10-10T00:31:38.688112] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:38.688924] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-10-10T00:31:38.689001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:38.689072] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:38.689139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:38.689237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:38.706437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:38.707049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:38.707154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:38.707230] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:38.738184] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:38.738274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:38.738314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:38.738346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:38.741450] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-10-10T00:31:38.741762] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-10-10T00:31:38.741904] [INFO ] [sig       ] GME: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:38.884087] [INFO ] [LOCAL     ] Saved forecast: GME	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GME.txt
[2025-10-10T00:31:38.884339] [INFO ] [sig       ] [794/1690] Completed GME in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:38.884436] [INFO ] [sig       ] [795/1690] Forecasting GMED...
[2025-10-10T00:31:38.884506] [INFO ] [sig       ] Generating forecast for: GMED
[2025-10-10T00:31:38.884575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-10-10T00:31:38.893300] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GMED'.
[2025-10-10T00:31:38.893599] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-10-10T00:31:38.920014] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:38.920781] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-10-10T00:31:38.920858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:38.920929] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:38.921003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:38.921124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:38.938406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:38.939048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:38.939152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:38.939231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:38.968886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:38.968975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:38.969015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:38.969046] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:38.972088] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-10-10T00:31:38.972368] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-10-10T00:31:38.972501] [INFO ] [sig       ] GMED: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:39.115291] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GMED.txt
[2025-10-10T00:31:39.115540] [INFO ] [sig       ] [795/1690] Completed GMED in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:39.115637] [INFO ] [sig       ] [796/1690] Forecasting GMRE...
[2025-10-10T00:31:39.115741] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-10-10T00:31:39.115814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-10-10T00:31:39.124928] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GMRE'.
[2025-10-10T00:31:39.125259] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-10-10T00:31:39.151148] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:39.151948] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-10-10T00:31:39.152043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:39.152145] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:39.152243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:39.152388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:39.169881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:39.170511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:39.170635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:39.170761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:39.202088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:39.202189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:39.202234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:39.202269] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:39.205895] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2025-10-10T00:31:39.206193] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-10-10T00:31:39.206334] [INFO ] [sig       ] GMRE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:39.353283] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GMRE.txt
[2025-10-10T00:31:39.353698] [INFO ] [sig       ] [796/1690] Completed GMRE in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:39.353789] [INFO ] [sig       ] [797/1690] Forecasting GNE...
[2025-10-10T00:31:39.353871] [INFO ] [sig       ] Generating forecast for: GNE
[2025-10-10T00:31:39.353957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-10-10T00:31:39.363571] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNE'.
[2025-10-10T00:31:39.363897] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-10-10T00:31:39.390094] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:39.390895] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-10-10T00:31:39.390972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:39.391057] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:39.391139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:39.391253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:39.408962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:39.409565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:39.409720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:39.409820] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:39.446638] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:39.446774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:39.446826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:39.446860] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:39.450154] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-10-10T00:31:39.450428] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-10-10T00:31:39.450573] [INFO ] [sig       ] GNE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:39.594609] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GNE.txt
[2025-10-10T00:31:39.594934] [INFO ] [sig       ] [797/1690] Completed GNE in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:39.595033] [INFO ] [sig       ] [798/1690] Forecasting GNK...
[2025-10-10T00:31:39.595110] [INFO ] [sig       ] Generating forecast for: GNK
[2025-10-10T00:31:39.595183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-10-10T00:31:39.604576] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNK'.
[2025-10-10T00:31:39.604907] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-10-10T00:31:39.630893] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:39.631620] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-10-10T00:31:39.631739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:39.631823] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:39.631895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:39.631995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:39.649608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:39.650228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:39.650336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:39.650409] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:39.687756] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:39.687855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:39.687917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:39.688012] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:39.691165] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-10-10T00:31:39.691441] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-10-10T00:31:39.691579] [INFO ] [sig       ] GNK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:39.836567] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GNK.txt
[2025-10-10T00:31:39.836880] [INFO ] [sig       ] [798/1690] Completed GNK in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:39.836991] [INFO ] [sig       ] [799/1690] Forecasting GNL...
[2025-10-10T00:31:39.837064] [INFO ] [sig       ] Generating forecast for: GNL
[2025-10-10T00:31:39.837138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-10-10T00:31:39.845788] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNL'.
[2025-10-10T00:31:39.846077] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-10-10T00:31:39.873339] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:39.874181] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-10-10T00:31:39.874262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:39.874338] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:39.874420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:39.874523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:39.892793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:39.893379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:39.893489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:39.893558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:39.932120] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:39.932223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:39.932265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:39.932299] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:39.935461] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-10-10T00:31:39.935812] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-10-10T00:31:39.935976] [INFO ] [sig       ] GNL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:40.081340] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GNL.txt
[2025-10-10T00:31:40.081673] [INFO ] [sig       ] [799/1690] Completed GNL in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:40.081757] [INFO ] [sig       ] [800/1690] Forecasting GNRC...
[2025-10-10T00:31:40.081838] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-10-10T00:31:40.081909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-10-10T00:31:40.090758] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNRC'.
[2025-10-10T00:31:40.091041] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-10-10T00:31:40.116728] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:40.117516] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-10-10T00:31:40.117597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:40.117710] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:40.117794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:40.117937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:40.135741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:40.136360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:40.136468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:40.136552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:40.172855] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:40.172955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:40.172998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:40.173031] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:40.176231] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-10-10T00:31:40.176510] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-10-10T00:31:40.176681] [INFO ] [sig       ] GNRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:40.420270] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GNRC.txt
[2025-10-10T00:31:40.420626] [INFO ] [sig       ] [800/1690] Completed GNRC in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.7m
[2025-10-10T00:31:40.420750] [INFO ] [sig       ] [801/1690] Forecasting GNT...
[2025-10-10T00:31:40.420797] [INFO ] [sig       ] Generating forecast for: GNT
[2025-10-10T00:31:40.420837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'.
[2025-10-10T00:31:40.430125] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNT'.
[2025-10-10T00:31:40.430458] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-10-10T00:31:40.456349] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:40.457304] [DEBUG] [LOCAL     ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt
[2025-10-10T00:31:40.457385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:40.457459] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:40.457514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:40.457581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:40.475246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:40.475897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:40.476003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:40.476074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:40.512329] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:40.512443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:40.512485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:40.512520] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:40.515765] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-10-10T00:31:40.516046] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-10-10T00:31:40.516190] [INFO ] [sig       ] GNT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:40.661232] [INFO ] [LOCAL     ] Saved forecast: GNT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GNT.txt
[2025-10-10T00:31:40.661507] [INFO ] [sig       ] [801/1690] Completed GNT in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:40.661607] [INFO ] [sig       ] [802/1690] Forecasting GNW...
[2025-10-10T00:31:40.661701] [INFO ] [sig       ] Generating forecast for: GNW
[2025-10-10T00:31:40.661844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'.
[2025-10-10T00:31:40.670306] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GNW'.
[2025-10-10T00:31:40.670626] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-10-10T00:31:40.695943] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:40.696786] [DEBUG] [LOCAL     ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt
[2025-10-10T00:31:40.696864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:40.696948] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:40.697021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:40.697150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:40.714390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:40.715055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:40.715162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:40.715244] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:40.752919] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:40.753093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:40.753138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:40.753171] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:40.756582] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-10-10T00:31:40.756918] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-10-10T00:31:40.757088] [INFO ] [sig       ] GNW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:40.904813] [INFO ] [LOCAL     ] Saved forecast: GNW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GNW.txt
[2025-10-10T00:31:40.905138] [INFO ] [sig       ] [802/1690] Completed GNW in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:40.905242] [INFO ] [sig       ] [803/1690] Forecasting GOF...
[2025-10-10T00:31:40.905321] [INFO ] [sig       ] Generating forecast for: GOF
[2025-10-10T00:31:40.905445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-10-10T00:31:40.917234] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GOF'.
[2025-10-10T00:31:40.917877] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-10-10T00:31:40.948109] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:40.949250] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-10-10T00:31:40.949337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:40.949417] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:40.949490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:40.949609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:40.968600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:40.969781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:40.969920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:40.969995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:41.016503] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:41.016851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:41.016925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:41.016965] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:41.021342] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-10-10T00:31:41.021811] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-10-10T00:31:41.022019] [INFO ] [sig       ] GOF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:41.186832] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GOF.txt
[2025-10-10T00:31:41.187327] [INFO ] [sig       ] [803/1690] Completed GOF in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:41.187416] [INFO ] [sig       ] [804/1690] Forecasting GOLF...
[2025-10-10T00:31:41.187498] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-10-10T00:31:41.187579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-10-10T00:31:41.198759] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GOLF'.
[2025-10-10T00:31:41.199297] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-10-10T00:31:41.227719] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:41.228836] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-10-10T00:31:41.228927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:41.229008] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:41.229081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:41.229185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:41.255100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:41.256613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:41.256790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:41.256872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:41.304913] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:41.305207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:41.305261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:41.305295] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:41.309634] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-10-10T00:31:41.310064] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-10-10T00:31:41.310250] [INFO ] [sig       ] GOLF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:41.459333] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GOLF.txt
[2025-10-10T00:31:41.459851] [INFO ] [sig       ] [804/1690] Completed GOLF in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:41.459942] [INFO ] [sig       ] [805/1690] Forecasting GOOS...
[2025-10-10T00:31:41.460018] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-10-10T00:31:41.460100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-10-10T00:31:41.471905] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GOOS'.
[2025-10-10T00:31:41.472464] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-10-10T00:31:41.501346] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:41.502330] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-10-10T00:31:41.502415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:41.502494] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:41.502565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:41.502748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:41.522417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:41.523611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:41.523761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:41.523830] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:41.561561] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:41.561801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:41.561869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:41.561906] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:41.565850] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-10-10T00:31:41.566175] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-10-10T00:31:41.566335] [INFO ] [sig       ] GOOS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:41.721614] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GOOS.txt
[2025-10-10T00:31:41.721981] [INFO ] [sig       ] [805/1690] Completed GOOS in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:41.722063] [INFO ] [sig       ] [806/1690] Forecasting GOTU...
[2025-10-10T00:31:41.722132] [INFO ] [sig       ] Generating forecast for: GOTU
[2025-10-10T00:31:41.722203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'.
[2025-10-10T00:31:41.731703] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GOTU'.
[2025-10-10T00:31:41.732114] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-10-10T00:31:41.757809] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:41.758624] [DEBUG] [LOCAL     ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt
[2025-10-10T00:31:41.758724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:41.758796] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:41.758863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:41.758961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:41.776798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:41.777556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:41.777695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:41.777769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:41.816549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:41.816782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:41.816846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:41.816881] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:41.820969] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=49.77%)
[2025-10-10T00:31:41.821273] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-10-10T00:31:41.821423] [INFO ] [sig       ] GOTU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:41.977798] [INFO ] [LOCAL     ] Saved forecast: GOTU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GOTU.txt
[2025-10-10T00:31:41.978172] [INFO ] [sig       ] [806/1690] Completed GOTU in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:41.978253] [INFO ] [sig       ] [807/1690] Forecasting GPC...
[2025-10-10T00:31:41.978322] [INFO ] [sig       ] Generating forecast for: GPC
[2025-10-10T00:31:41.978369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-10-10T00:31:41.988504] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPC'.
[2025-10-10T00:31:41.988973] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-10-10T00:31:42.014217] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:42.015024] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-10-10T00:31:42.015119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:42.015224] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:42.015325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:42.015475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:42.032585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:42.033251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:42.033378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:42.033480] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:42.069838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:42.069924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:42.069964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:42.069996] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:42.073028] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-10-10T00:31:42.073295] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-10-10T00:31:42.073441] [INFO ] [sig       ] GPC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:42.214336] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GPC.txt
[2025-10-10T00:31:42.214568] [INFO ] [sig       ] [807/1690] Completed GPC in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:42.214701] [INFO ] [sig       ] [808/1690] Forecasting GPI...
[2025-10-10T00:31:42.214763] [INFO ] [sig       ] Generating forecast for: GPI
[2025-10-10T00:31:42.214833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-10-10T00:31:42.223614] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'GPI'.
[2025-10-10T00:31:42.223934] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-10-10T00:31:42.249062] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:42.249797] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-10-10T00:31:42.249873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:42.249943] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:42.250010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:42.250107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:42.267086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:42.267677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:42.267783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:42.267851] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:42.300451] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:42.300540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:42.300581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:42.300615] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:42.303619] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-10-10T00:31:42.303966] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-10-10T00:31:42.304118] [INFO ] [sig       ] GPI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:42.444555] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GPI.txt
[2025-10-10T00:31:42.444804] [INFO ] [sig       ] [808/1690] Completed GPI in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:42.444881] [INFO ] [sig       ] [809/1690] Forecasting GPJA...
[2025-10-10T00:31:42.444979] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-10-10T00:31:42.445049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-10-10T00:31:42.453621] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'GPJA'.
[2025-10-10T00:31:42.453936] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-10-10T00:31:42.479146] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:42.479935] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-10-10T00:31:42.480012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:42.480082] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:42.480149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:42.480288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:42.497389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:42.498067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:42.498172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:42.498257] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:42.530389] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:42.530475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:42.530515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:42.530547] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:42.533544] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-10-10T00:31:42.533844] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-10-10T00:31:42.533989] [INFO ] [sig       ] GPJA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:42.675201] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GPJA.txt
[2025-10-10T00:31:42.675487] [INFO ] [sig       ] [809/1690] Completed GPJA in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:42.675569] [INFO ] [sig       ] [810/1690] Forecasting GPK...
[2025-10-10T00:31:42.675639] [INFO ] [sig       ] Generating forecast for: GPK
[2025-10-10T00:31:42.675733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-10-10T00:31:42.684391] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPK'.
[2025-10-10T00:31:42.684715] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-10-10T00:31:42.709615] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:42.710335] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-10-10T00:31:42.710412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:42.710484] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:42.710540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:42.710633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:42.727544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:42.728182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:42.728286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:42.728354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:42.760504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:42.760590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:42.760630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:42.760702] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:42.763799] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-10-10T00:31:42.764064] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-10-10T00:31:42.764193] [INFO ] [sig       ] GPK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:42.904362] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GPK.txt
[2025-10-10T00:31:42.904572] [INFO ] [sig       ] [810/1690] Completed GPK in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:42.904694] [INFO ] [sig       ] [811/1690] Forecasting GPMT...
[2025-10-10T00:31:42.904772] [INFO ] [sig       ] Generating forecast for: GPMT
[2025-10-10T00:31:42.904843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'.
[2025-10-10T00:31:42.913410] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPMT'.
[2025-10-10T00:31:42.913731] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-10-10T00:31:42.938750] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:42.939484] [DEBUG] [LOCAL     ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt
[2025-10-10T00:31:42.939561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:42.939632] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:42.939726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:42.939804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:42.957553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:42.958262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:42.958368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:42.958416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:42.993549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:42.993685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:42.993752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:42.993788] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:42.996892] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-10-10T00:31:42.997164] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-10-10T00:31:42.997296] [INFO ] [sig       ] GPMT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:43.139120] [INFO ] [LOCAL     ] Saved forecast: GPMT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GPMT.txt
[2025-10-10T00:31:43.139358] [INFO ] [sig       ] [811/1690] Completed GPMT in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:43.139460] [INFO ] [sig       ] [812/1690] Forecasting GPN...
[2025-10-10T00:31:43.139530] [INFO ] [sig       ] Generating forecast for: GPN
[2025-10-10T00:31:43.139606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-10-10T00:31:43.148512] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPN'.
[2025-10-10T00:31:43.148877] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-10-10T00:31:43.174160] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:43.174919] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-10-10T00:31:43.174996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:43.175080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:43.175160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:43.175281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:43.192469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:43.193082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:43.193187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:43.193252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:43.226676] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:43.226763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:43.226802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:43.226835] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:43.229951] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-10-10T00:31:43.230216] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-10-10T00:31:43.230346] [INFO ] [sig       ] GPN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:43.373879] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GPN.txt
[2025-10-10T00:31:43.374134] [INFO ] [sig       ] [812/1690] Completed GPN in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:43.374235] [INFO ] [sig       ] [813/1690] Forecasting GPOR...
[2025-10-10T00:31:43.374314] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-10-10T00:31:43.374397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-10-10T00:31:43.383254] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPOR'.
[2025-10-10T00:31:43.383561] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-10-10T00:31:43.409015] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:43.409778] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-10-10T00:31:43.409858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:43.409930] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:43.409998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:43.410098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:43.427872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:43.428469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:43.428576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:43.428668] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:43.461584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:43.461694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:43.461755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:43.461792] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:43.464791] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-10-10T00:31:43.465057] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-10-10T00:31:43.465190] [INFO ] [sig       ] GPOR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:43.613834] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GPOR.txt
[2025-10-10T00:31:43.614105] [INFO ] [sig       ] [813/1690] Completed GPOR in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:43.614183] [INFO ] [sig       ] [814/1690] Forecasting GPRK...
[2025-10-10T00:31:43.614254] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-10-10T00:31:43.614327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-10-10T00:31:43.623728] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GPRK'.
[2025-10-10T00:31:43.624009] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-10-10T00:31:43.649032] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:43.649826] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-10-10T00:31:43.649914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:43.650006] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:43.650097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:43.650210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:43.667880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:43.668508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:43.668615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:43.668712] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:43.704328] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:43.704414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:43.704453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:43.704485] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:43.707500] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-10-10T00:31:43.707822] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-10-10T00:31:43.708014] [INFO ] [sig       ] GPRK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:43.851273] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GPRK.txt
[2025-10-10T00:31:43.851539] [INFO ] [sig       ] [814/1690] Completed GPRK in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:43.851619] [INFO ] [sig       ] [815/1690] Forecasting GRBK...
[2025-10-10T00:31:43.851768] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-10-10T00:31:43.851846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-10-10T00:31:43.861478] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRBK'.
[2025-10-10T00:31:43.861889] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-10-10T00:31:43.888676] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:43.889436] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-10-10T00:31:43.889518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:43.889592] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:43.889685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:43.889789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:43.907260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:43.907923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:43.908041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:43.908109] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:43.941550] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:43.941677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:43.941737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:43.941774] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:43.944956] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-10-10T00:31:43.945242] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-10-10T00:31:43.945378] [INFO ] [sig       ] GRBK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:44.089326] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GRBK.txt
[2025-10-10T00:31:44.089700] [INFO ] [sig       ] [815/1690] Completed GRBK in 0.2s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:44.089784] [INFO ] [sig       ] [816/1690] Forecasting GRC...
[2025-10-10T00:31:44.089856] [INFO ] [sig       ] Generating forecast for: GRC
[2025-10-10T00:31:44.089966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-10-10T00:31:44.099853] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRC'.
[2025-10-10T00:31:44.100229] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-10-10T00:31:44.126289] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:44.127098] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-10-10T00:31:44.127179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:44.127254] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:44.127324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:44.127425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:44.145084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:44.145718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:44.145834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:44.145886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:44.188117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:44.188262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:44.188306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:44.188341] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:44.192484] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=68.71%)
[2025-10-10T00:31:44.192914] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-10-10T00:31:44.193085] [INFO ] [sig       ] GRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:44.340995] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GRC.txt
[2025-10-10T00:31:44.341339] [INFO ] [sig       ] [816/1690] Completed GRC in 0.3s | 4.06 sym/s | Total: 3.3m | ETA: 3.6m
[2025-10-10T00:31:44.341418] [INFO ] [sig       ] [817/1690] Forecasting GRDN...
[2025-10-10T00:31:44.341489] [INFO ] [sig       ] Generating forecast for: GRDN
[2025-10-10T00:31:44.341558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'.
[2025-10-10T00:31:44.351566] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRDN'.
[2025-10-10T00:31:44.352012] [INFO ] [FORECASTER] Starting predict_future for GRDN
[2025-10-10T00:31:44.379431] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:44.380492] [DEBUG] [LOCAL     ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt
[2025-10-10T00:31:44.380583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:44.380733] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:44.380824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:44.380961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:44.405285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:44.406560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:44.406728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:44.406831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:44.449219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:44.449449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:44.449500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:44.449534] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:44.453247] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-10-10T00:31:44.453573] [INFO ] [FORECASTER] Completed predict_future for GRDN
[2025-10-10T00:31:44.453768] [INFO ] [sig       ] GRDN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:44.604873] [INFO ] [LOCAL     ] Saved forecast: GRDN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GRDN.txt
[2025-10-10T00:31:44.605140] [INFO ] [sig       ] [817/1690] Completed GRDN in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:44.605243] [INFO ] [sig       ] [818/1690] Forecasting GRMN...
[2025-10-10T00:31:44.605395] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-10-10T00:31:44.605469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-10-10T00:31:44.614695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRMN'.
[2025-10-10T00:31:44.615038] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-10-10T00:31:44.642486] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:44.643261] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-10-10T00:31:44.643340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:44.643416] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:44.643507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:44.643635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:44.661709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:44.662380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:44.662489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:44.662560] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:44.698116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:44.698255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:44.698297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:44.698330] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:44.701593] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-10-10T00:31:44.701928] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-10-10T00:31:44.702092] [INFO ] [sig       ] GRMN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:44.852580] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GRMN.txt
[2025-10-10T00:31:44.852877] [INFO ] [sig       ] [818/1690] Completed GRMN in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:44.852995] [INFO ] [sig       ] [819/1690] Forecasting GRND...
[2025-10-10T00:31:44.853043] [INFO ] [sig       ] Generating forecast for: GRND
[2025-10-10T00:31:44.853108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-10-10T00:31:44.862935] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRND'.
[2025-10-10T00:31:44.863410] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-10-10T00:31:44.890366] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:44.891263] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-10-10T00:31:44.891343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:44.891418] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:44.891489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:44.891588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:44.909484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:44.910143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:44.910254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:44.910325] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:44.940916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:44.941050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:44.941095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:44.941131] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:44.944467] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-10-10T00:31:44.944808] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-10-10T00:31:44.944959] [INFO ] [sig       ] GRND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:45.088738] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GRND.txt
[2025-10-10T00:31:45.089007] [INFO ] [sig       ] [819/1690] Completed GRND in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:45.089086] [INFO ] [sig       ] [820/1690] Forecasting GRNT...
[2025-10-10T00:31:45.089152] [INFO ] [sig       ] Generating forecast for: GRNT
[2025-10-10T00:31:45.089227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'.
[2025-10-10T00:31:45.098207] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRNT'.
[2025-10-10T00:31:45.098523] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-10-10T00:31:45.123725] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:45.124508] [DEBUG] [LOCAL     ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt
[2025-10-10T00:31:45.124587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:45.124681] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:45.124750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:45.124846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:45.142337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:45.142946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:45.143050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:45.143119] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:45.173119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:45.173210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:45.173251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:45.173283] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:45.176307] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-10-10T00:31:45.176578] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-10-10T00:31:45.176737] [INFO ] [sig       ] GRNT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:45.318834] [INFO ] [LOCAL     ] Saved forecast: GRNT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GRNT.txt
[2025-10-10T00:31:45.319101] [INFO ] [sig       ] [820/1690] Completed GRNT in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:45.319213] [INFO ] [sig       ] [821/1690] Forecasting GROV...
[2025-10-10T00:31:45.319284] [INFO ] [sig       ] Generating forecast for: GROV
[2025-10-10T00:31:45.319357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'.
[2025-10-10T00:31:45.327771] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GROV'.
[2025-10-10T00:31:45.328096] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-10-10T00:31:45.353165] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:45.353950] [DEBUG] [LOCAL     ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt
[2025-10-10T00:31:45.354028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:45.354100] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:45.354182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:45.354312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:45.371327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:45.371974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:45.372085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:45.372168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:45.414317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:45.414408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:45.414448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:45.414480] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:45.417547] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-10-10T00:31:45.417879] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-10-10T00:31:45.418062] [INFO ] [sig       ] GROV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:45.559736] [INFO ] [LOCAL     ] Saved forecast: GROV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GROV.txt
[2025-10-10T00:31:45.560037] [INFO ] [sig       ] [821/1690] Completed GROV in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:45.560111] [INFO ] [sig       ] [822/1690] Forecasting GRX...
[2025-10-10T00:31:45.560189] [INFO ] [sig       ] Generating forecast for: GRX
[2025-10-10T00:31:45.560259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-10-10T00:31:45.569032] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GRX'.
[2025-10-10T00:31:45.569340] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-10-10T00:31:45.594745] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:45.595469] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-10-10T00:31:45.595547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:45.595622] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:45.595721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:45.595820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:45.612832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:45.613419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:45.613527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:45.613597] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:45.638473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:45.638561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:45.638601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:45.638633] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:45.641623] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-10-10T00:31:45.641924] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-10-10T00:31:45.642053] [INFO ] [sig       ] GRX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:45.782312] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GRX.txt
[2025-10-10T00:31:45.782595] [INFO ] [sig       ] [822/1690] Completed GRX in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:45.782697] [INFO ] [sig       ] [823/1690] Forecasting GS...
[2025-10-10T00:31:45.782767] [INFO ] [sig       ] Generating forecast for: GS
[2025-10-10T00:31:45.782838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-10-10T00:31:45.791537] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GS'.
[2025-10-10T00:31:45.791871] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-10-10T00:31:45.816915] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:45.817670] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-10-10T00:31:45.817749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:45.817798] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:45.817858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:45.817994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:45.834949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:45.835548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:45.835672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:45.835743] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:45.874239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:45.874416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:45.874482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:45.874519] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:45.878065] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-10-10T00:31:45.878364] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-10-10T00:31:45.878509] [INFO ] [sig       ] GS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:46.028527] [INFO ] [LOCAL     ] Saved forecast: GS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GS.txt
[2025-10-10T00:31:46.028850] [INFO ] [sig       ] [823/1690] Completed GS in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:46.028930] [INFO ] [sig       ] [824/1690] Forecasting GSBD...
[2025-10-10T00:31:46.028997] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-10-10T00:31:46.029066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-10-10T00:31:46.039121] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GSBD'.
[2025-10-10T00:31:46.039612] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-10-10T00:31:46.067678] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:46.068608] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-10-10T00:31:46.068714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:46.068789] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:46.068864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:46.068981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:46.087397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:46.088223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:46.088344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:46.088414] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:46.126261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:46.126496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:46.126549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:46.126584] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:46.130563] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-10-10T00:31:46.130967] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-10-10T00:31:46.131149] [INFO ] [sig       ] GSBD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:46.286146] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GSBD.txt
[2025-10-10T00:31:46.286506] [INFO ] [sig       ] [824/1690] Completed GSBD in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.6m
[2025-10-10T00:31:46.286588] [INFO ] [sig       ] [825/1690] Forecasting GSK...
[2025-10-10T00:31:46.286691] [INFO ] [sig       ] Generating forecast for: GSK
[2025-10-10T00:31:46.286765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-10-10T00:31:46.296222] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GSK'.
[2025-10-10T00:31:46.296684] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-10-10T00:31:46.323157] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:46.324044] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-10-10T00:31:46.324124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:46.324200] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:46.324270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:46.324370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:46.342436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:46.343231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:46.343348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:46.343419] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:46.379606] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:46.379849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:46.379906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:46.379942] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:46.383587] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-10-10T00:31:46.383921] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-10-10T00:31:46.384080] [INFO ] [sig       ] GSK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:46.536962] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GSK.txt
[2025-10-10T00:31:46.537328] [INFO ] [sig       ] [825/1690] Completed GSK in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:46.537408] [INFO ] [sig       ] [826/1690] Forecasting GSL...
[2025-10-10T00:31:46.537478] [INFO ] [sig       ] Generating forecast for: GSL
[2025-10-10T00:31:46.537549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-10-10T00:31:46.547462] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GSL'.
[2025-10-10T00:31:46.547870] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-10-10T00:31:46.573092] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:46.573889] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-10-10T00:31:46.573967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:46.574053] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:46.574136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:46.574234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:46.591967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:46.592565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:46.592695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:46.592781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:46.625905] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:46.626004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:46.626045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:46.626077] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:46.629148] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-10-10T00:31:46.629440] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-10-10T00:31:46.629573] [INFO ] [sig       ] GSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:46.782271] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GSL.txt
[2025-10-10T00:31:46.782556] [INFO ] [sig       ] [826/1690] Completed GSL in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:46.782635] [INFO ] [sig       ] [827/1690] Forecasting GTES...
[2025-10-10T00:31:46.782747] [INFO ] [sig       ] Generating forecast for: GTES
[2025-10-10T00:31:46.782839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-10-10T00:31:46.791816] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GTES'.
[2025-10-10T00:31:46.792179] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-10-10T00:31:46.817348] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:46.818134] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-10-10T00:31:46.818211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:46.818282] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:46.818348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:46.818444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:46.835550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:46.836192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:46.836297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:46.836364] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:46.862376] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:46.862482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:46.862523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:46.862556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:46.865709] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-10-10T00:31:46.865988] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-10-10T00:31:46.866119] [INFO ] [sig       ] GTES: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:47.006879] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GTES.txt
[2025-10-10T00:31:47.007121] [INFO ] [sig       ] [827/1690] Completed GTES in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:47.007198] [INFO ] [sig       ] [828/1690] Forecasting GTLS...
[2025-10-10T00:31:47.007292] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-10-10T00:31:47.007357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-10-10T00:31:47.016077] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GTLS'.
[2025-10-10T00:31:47.016431] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-10-10T00:31:47.042176] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:47.042993] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-10-10T00:31:47.043073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:47.043145] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:47.043223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:47.043344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:47.061861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:47.062676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:47.062877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:47.062956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:47.097334] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:47.097508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:47.097555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:47.097588] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:47.104606] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-10-10T00:31:47.104974] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-10-10T00:31:47.105134] [INFO ] [sig       ] GTLS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:47.248756] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GTLS.txt
[2025-10-10T00:31:47.249099] [INFO ] [sig       ] [828/1690] Completed GTLS in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:47.249183] [INFO ] [sig       ] [829/1690] Forecasting GTN...
[2025-10-10T00:31:47.249252] [INFO ] [sig       ] Generating forecast for: GTN
[2025-10-10T00:31:47.249320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-10-10T00:31:47.258008] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GTN'.
[2025-10-10T00:31:47.258385] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-10-10T00:31:47.283764] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:47.284578] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-10-10T00:31:47.284682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:47.284756] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:47.284822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:47.284921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:47.302432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:47.303252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:47.303365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:47.303435] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:47.338191] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:47.338412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:47.338461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:47.338497] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:47.342177] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-10-10T00:31:47.342491] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-10-10T00:31:47.342668] [INFO ] [sig       ] GTN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:47.489446] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GTN.txt
[2025-10-10T00:31:47.489860] [INFO ] [sig       ] [829/1690] Completed GTN in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:47.489957] [INFO ] [sig       ] [830/1690] Forecasting GTY...
[2025-10-10T00:31:47.490050] [INFO ] [sig       ] Generating forecast for: GTY
[2025-10-10T00:31:47.490146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-10-10T00:31:47.498969] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GTY'.
[2025-10-10T00:31:47.499366] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-10-10T00:31:47.525179] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:47.526053] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-10-10T00:31:47.526152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:47.526226] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:47.526294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:47.526392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:47.544392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:47.545199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:47.545311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:47.545378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:47.572498] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:47.572731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:47.572799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:47.572837] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:47.576439] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-10-10T00:31:47.576800] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-10-10T00:31:47.576950] [INFO ] [sig       ] GTY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:47.733459] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GTY.txt
[2025-10-10T00:31:47.733892] [INFO ] [sig       ] [830/1690] Completed GTY in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:47.733976] [INFO ] [sig       ] [831/1690] Forecasting GUG...
[2025-10-10T00:31:47.734052] [INFO ] [sig       ] Generating forecast for: GUG
[2025-10-10T00:31:47.734127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-10-10T00:31:47.745274] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GUG'.
[2025-10-10T00:31:47.745809] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-10-10T00:31:47.779297] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:47.780179] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-10-10T00:31:47.780260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:47.780333] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:47.780408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:47.780551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:47.797978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:47.799003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:47.799138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:47.799221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:47.831489] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:47.831751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:47.831826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:47.831866] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:47.836073] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-10-10T00:31:47.836411] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-10-10T00:31:47.836560] [INFO ] [sig       ] GUG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:48.018920] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GUG.txt
[2025-10-10T00:31:48.019430] [INFO ] [sig       ] [831/1690] Completed GUG in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:48.019537] [INFO ] [sig       ] [832/1690] Forecasting GUT...
[2025-10-10T00:31:48.019625] [INFO ] [sig       ] Generating forecast for: GUT
[2025-10-10T00:31:48.019750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-10-10T00:31:48.032035] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GUT'.
[2025-10-10T00:31:48.032621] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-10-10T00:31:48.074024] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:48.075357] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-10-10T00:31:48.075468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:48.075558] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:48.075665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:48.075796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:48.102764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:48.103852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:48.104011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:48.104106] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:48.136018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:48.136253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:48.136306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:48.136342] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:48.140739] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-10-10T00:31:48.141135] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-10-10T00:31:48.141303] [INFO ] [sig       ] GUT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:48.346927] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GUT.txt
[2025-10-10T00:31:48.347449] [INFO ] [sig       ] [832/1690] Completed GUT in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:48.347553] [INFO ] [sig       ] [833/1690] Forecasting GVA...
[2025-10-10T00:31:48.347665] [INFO ] [sig       ] Generating forecast for: GVA
[2025-10-10T00:31:48.347764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-10-10T00:31:48.362511] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GVA'.
[2025-10-10T00:31:48.375541] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-10-10T00:31:48.421291] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:48.422677] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-10-10T00:31:48.422781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:48.422875] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:48.422964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:48.423078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:48.450505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:48.451884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:48.452033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:48.452131] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:48.502739] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:48.502996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:48.503071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:48.503125] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:48.508769] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-10-10T00:31:48.509333] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-10-10T00:31:48.509554] [INFO ] [sig       ] GVA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:48.747541] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GVA.txt
[2025-10-10T00:31:48.748016] [INFO ] [sig       ] [833/1690] Completed GVA in 0.4s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:48.748120] [INFO ] [sig       ] [834/1690] Forecasting GWH...
[2025-10-10T00:31:48.748207] [INFO ] [sig       ] Generating forecast for: GWH
[2025-10-10T00:31:48.748303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-10-10T00:31:48.760419] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GWH'.
[2025-10-10T00:31:48.761047] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-10-10T00:31:48.793596] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:48.794479] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-10-10T00:31:48.794584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:48.794701] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:48.794791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:48.794924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:48.812873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:48.814092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:48.814266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:48.814355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:48.852763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:48.853003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:48.853081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:48.853143] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:48.858584] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-10-10T00:31:48.859041] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-10-10T00:31:48.859246] [INFO ] [sig       ] GWH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:49.040523] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GWH.txt
[2025-10-10T00:31:49.040909] [INFO ] [sig       ] [834/1690] Completed GWH in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:49.040992] [INFO ] [sig       ] [835/1690] Forecasting GWRE...
[2025-10-10T00:31:49.041067] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-10-10T00:31:49.041327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-10-10T00:31:49.051389] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GWRE'.
[2025-10-10T00:31:49.051825] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-10-10T00:31:49.079455] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:49.080423] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-10-10T00:31:49.080517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:49.080614] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:49.080741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:49.080872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:49.100263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:49.101174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:49.101303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:49.101414] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:49.133775] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:49.133906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:49.133953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:49.133990] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:49.137797] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-10-10T00:31:49.138143] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-10-10T00:31:49.138492] [INFO ] [sig       ] GWRE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:49.293774] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GWRE.txt
[2025-10-10T00:31:49.294075] [INFO ] [sig       ] [835/1690] Completed GWRE in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:49.294157] [INFO ] [sig       ] [836/1690] Forecasting GWW...
[2025-10-10T00:31:49.294227] [INFO ] [sig       ] Generating forecast for: GWW
[2025-10-10T00:31:49.294297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'.
[2025-10-10T00:31:49.303090] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GWW'.
[2025-10-10T00:31:49.303407] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-10-10T00:31:49.331245] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:49.332092] [DEBUG] [LOCAL     ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt
[2025-10-10T00:31:49.332172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:49.332246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:49.332315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:49.332424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:49.351033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:49.351632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:49.351759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:49.351830] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:49.378600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:49.378788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:49.378842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:49.378879] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:49.382375] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-10-10T00:31:49.382701] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-10-10T00:31:49.382855] [INFO ] [sig       ] GWW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:49.525970] [INFO ] [LOCAL     ] Saved forecast: GWW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GWW.txt
[2025-10-10T00:31:49.526213] [INFO ] [sig       ] [836/1690] Completed GWW in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:49.526320] [INFO ] [sig       ] [837/1690] Forecasting GXO...
[2025-10-10T00:31:49.526387] [INFO ] [sig       ] Generating forecast for: GXO
[2025-10-10T00:31:49.526460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-10-10T00:31:49.535055] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'GXO'.
[2025-10-10T00:31:49.535363] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-10-10T00:31:49.560533] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:49.561295] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-10-10T00:31:49.561388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:49.561472] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:49.561539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:49.561682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:49.578853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:49.579466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:49.579570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:49.579672] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:49.605710] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:49.605808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:49.605849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:49.605884] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:49.608928] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-10-10T00:31:49.609200] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-10-10T00:31:49.609327] [INFO ] [sig       ] GXO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:49.749971] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/GXO.txt
[2025-10-10T00:31:49.750211] [INFO ] [sig       ] [837/1690] Completed GXO in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:49.750290] [INFO ] [sig       ] [838/1690] Forecasting GYLD...
[2025-10-10T00:31:49.750389] [INFO ] [sig       ] Generating forecast for: GYLD
[2025-10-10T00:31:49.750475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'.
[2025-10-10T00:31:49.758401] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'GYLD'.
[2025-10-10T00:31:49.758788] [INFO ] [FORECASTER] Starting predict_future for GYLD
[2025-10-10T00:31:49.784320] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:49.785165] [DEBUG] [LOCAL     ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt
[2025-10-10T00:31:49.785260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:49.785361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:49.785460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:49.785606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:49.803790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:49.804443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:49.804567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:49.804692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:49.835554] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:49.835688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:49.835756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:49.835797] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:49.839327] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-10-10T00:31:49.839605] [INFO ] [FORECASTER] Completed predict_future for GYLD
[2025-10-10T00:31:49.839791] [INFO ] [sig       ] GYLD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:49.982515] [INFO ] [LOCAL     ] Saved forecast: GYLD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/GYLD.txt
[2025-10-10T00:31:49.982796] [INFO ] [sig       ] [838/1690] Completed GYLD in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:49.982892] [INFO ] [sig       ] [839/1690] Forecasting H...
[2025-10-10T00:31:49.982969] [INFO ] [sig       ] Generating forecast for: H
[2025-10-10T00:31:49.983087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-10-10T00:31:49.991630] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'H'.
[2025-10-10T00:31:49.991953] [INFO ] [FORECASTER] Starting predict_future for H
[2025-10-10T00:31:50.017441] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:50.018251] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-10-10T00:31:50.018332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:50.018405] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:50.018475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:50.018574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:50.036543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:50.037166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:50.037272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:50.037342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:50.063987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:50.064077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:50.064117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:50.064150] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:50.067155] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-10-10T00:31:50.067424] [INFO ] [FORECASTER] Completed predict_future for H
[2025-10-10T00:31:50.067550] [INFO ] [sig       ] H: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:50.213830] [INFO ] [LOCAL     ] Saved forecast: H	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/H.txt
[2025-10-10T00:31:50.214130] [INFO ] [sig       ] [839/1690] Completed H in 0.2s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:50.214217] [INFO ] [sig       ] [840/1690] Forecasting HAFN...
[2025-10-10T00:31:50.214285] [INFO ] [sig       ] Generating forecast for: HAFN
[2025-10-10T00:31:50.214355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'.
[2025-10-10T00:31:50.223410] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HAFN'.
[2025-10-10T00:31:50.223783] [INFO ] [FORECASTER] Starting predict_future for HAFN
[2025-10-10T00:31:50.261747] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:50.262624] [DEBUG] [LOCAL     ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt
[2025-10-10T00:31:50.262741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:50.262836] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:50.262931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:50.263070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:50.280665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:50.281537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:50.281697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:50.281790] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:50.312258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:50.312467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:50.312518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:50.312555] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:50.317386] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-10-10T00:31:50.317827] [INFO ] [FORECASTER] Completed predict_future for HAFN
[2025-10-10T00:31:50.318060] [INFO ] [sig       ] HAFN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:50.473251] [INFO ] [LOCAL     ] Saved forecast: HAFN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HAFN.txt
[2025-10-10T00:31:50.473572] [INFO ] [sig       ] [840/1690] Completed HAFN in 0.3s | 4.06 sym/s | Total: 3.4m | ETA: 3.5m
[2025-10-10T00:31:50.473675] [INFO ] [sig       ] [841/1690] Forecasting HAL...
[2025-10-10T00:31:50.473749] [INFO ] [sig       ] Generating forecast for: HAL
[2025-10-10T00:31:50.473835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-10-10T00:31:50.482694] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HAL'.
[2025-10-10T00:31:50.483016] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-10-10T00:31:50.508519] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:50.509287] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-10-10T00:31:50.509381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:50.509474] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:50.509566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:50.509733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:50.526886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:50.527498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:50.527622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:50.527735] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:50.558730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:50.558832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:50.558873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:50.558907] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:50.562039] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-10-10T00:31:50.562311] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-10-10T00:31:50.562437] [INFO ] [sig       ] HAL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:50.704979] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HAL.txt
[2025-10-10T00:31:50.705213] [INFO ] [sig       ] [841/1690] Completed HAL in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:50.705305] [INFO ] [sig       ] [842/1690] Forecasting HASI...
[2025-10-10T00:31:50.705352] [INFO ] [sig       ] Generating forecast for: HASI
[2025-10-10T00:31:50.705391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-10-10T00:31:50.713905] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HASI'.
[2025-10-10T00:31:50.714206] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-10-10T00:31:50.740049] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:50.740846] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-10-10T00:31:50.740925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:50.740998] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:50.741066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:50.741166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:50.758951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:50.759544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:50.759671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:50.759746] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:50.789385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:50.789598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:50.789670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:50.789737] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:50.793429] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-10-10T00:31:50.793791] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-10-10T00:31:50.793970] [INFO ] [sig       ] HASI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:50.949721] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HASI.txt
[2025-10-10T00:31:50.950041] [INFO ] [sig       ] [842/1690] Completed HASI in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:50.950122] [INFO ] [sig       ] [843/1690] Forecasting HAYW...
[2025-10-10T00:31:50.950191] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-10-10T00:31:50.950264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-10-10T00:31:50.960581] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HAYW'.
[2025-10-10T00:31:50.961050] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-10-10T00:31:50.986529] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:50.987434] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-10-10T00:31:50.987515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:50.987600] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:50.987708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:50.987832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:51.004991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:51.005904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:51.006018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:51.006101] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:51.039489] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:51.039582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:51.039622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:51.039690] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:51.042781] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=41.97%)
[2025-10-10T00:31:51.043055] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-10-10T00:31:51.043187] [INFO ] [sig       ] HAYW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:51.183774] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HAYW.txt
[2025-10-10T00:31:51.184064] [INFO ] [sig       ] [843/1690] Completed HAYW in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:51.184166] [INFO ] [sig       ] [844/1690] Forecasting HBB...
[2025-10-10T00:31:51.184229] [INFO ] [sig       ] Generating forecast for: HBB
[2025-10-10T00:31:51.184317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-10-10T00:31:51.193835] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HBB'.
[2025-10-10T00:31:51.194295] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-10-10T00:31:51.220205] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:51.221090] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-10-10T00:31:51.221188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:51.221301] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:51.221393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:51.221530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:51.239290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:51.240060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:51.240188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:51.240274] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:51.277844] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:51.278082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:51.278138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:51.278173] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:51.281893] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-10-10T00:31:51.282202] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-10-10T00:31:51.282357] [INFO ] [sig       ] HBB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:51.463028] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HBB.txt
[2025-10-10T00:31:51.463523] [INFO ] [sig       ] [844/1690] Completed HBB in 0.3s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:51.463626] [INFO ] [sig       ] [845/1690] Forecasting HBI...
[2025-10-10T00:31:51.463743] [INFO ] [sig       ] Generating forecast for: HBI
[2025-10-10T00:31:51.463837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-10-10T00:31:51.473706] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HBI'.
[2025-10-10T00:31:51.474123] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-10-10T00:31:51.506566] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:51.507418] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-10-10T00:31:51.507499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:51.507573] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:51.507664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:51.507767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:51.525349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:51.526222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:51.526343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:51.526414] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:51.561822] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:51.561973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:51.562027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:51.562067] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:51.565375] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-10-10T00:31:51.565681] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-10-10T00:31:51.565836] [INFO ] [sig       ] HBI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:51.709154] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HBI.txt
[2025-10-10T00:31:51.709491] [INFO ] [sig       ] [845/1690] Completed HBI in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:51.709573] [INFO ] [sig       ] [846/1690] Forecasting HBM...
[2025-10-10T00:31:51.709666] [INFO ] [sig       ] Generating forecast for: HBM
[2025-10-10T00:31:51.709738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-10-10T00:31:51.718840] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HBM'.
[2025-10-10T00:31:51.719258] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-10-10T00:31:51.744956] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:51.745825] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-10-10T00:31:51.745905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:51.745977] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:51.746046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:51.746144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:51.763814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:51.764517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:51.764634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:51.764730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:51.807317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:51.807523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:51.807572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:51.807606] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:51.811832] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=49.90%)
[2025-10-10T00:31:51.812186] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-10-10T00:31:51.812341] [INFO ] [sig       ] HBM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:51.957943] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HBM.txt
[2025-10-10T00:31:51.958315] [INFO ] [sig       ] [846/1690] Completed HBM in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:51.958398] [INFO ] [sig       ] [847/1690] Forecasting HCA...
[2025-10-10T00:31:51.958470] [INFO ] [sig       ] Generating forecast for: HCA
[2025-10-10T00:31:51.958539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-10-10T00:31:51.968167] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HCA'.
[2025-10-10T00:31:51.968539] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-10-10T00:31:51.994620] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:51.995379] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-10-10T00:31:51.995461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:51.995535] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:51.995608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:51.995756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:52.014249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:52.014883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:52.014992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:52.015065] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:52.063798] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:52.063895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:52.063935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:52.063967] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:52.067062] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-10-10T00:31:52.067334] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-10-10T00:31:52.067509] [INFO ] [sig       ] HCA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:52.221884] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HCA.txt
[2025-10-10T00:31:52.222177] [INFO ] [sig       ] [847/1690] Completed HCA in 0.3s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:52.222267] [INFO ] [sig       ] [848/1690] Forecasting HCC...
[2025-10-10T00:31:52.222338] [INFO ] [sig       ] Generating forecast for: HCC
[2025-10-10T00:31:52.222482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-10-10T00:31:52.232782] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HCC'.
[2025-10-10T00:31:52.233300] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-10-10T00:31:52.259884] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:52.260795] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-10-10T00:31:52.260893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:52.260988] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:52.261078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:52.261211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:52.278766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:52.279534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:52.279699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:52.279793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:52.327016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:52.327245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:52.327296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:52.327333] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:52.331192] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-10-10T00:31:52.331507] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-10-10T00:31:52.331688] [INFO ] [sig       ] HCC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:52.500956] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HCC.txt
[2025-10-10T00:31:52.501281] [INFO ] [sig       ] [848/1690] Completed HCC in 0.3s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:52.501360] [INFO ] [sig       ] [849/1690] Forecasting HCI...
[2025-10-10T00:31:52.501429] [INFO ] [sig       ] Generating forecast for: HCI
[2025-10-10T00:31:52.501500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-10-10T00:31:52.510728] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HCI'.
[2025-10-10T00:31:52.511021] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-10-10T00:31:52.536906] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:52.537704] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-10-10T00:31:52.537785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:52.537872] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:52.537983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:52.538087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:52.555746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:52.556393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:52.556501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:52.556583] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:52.588594] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:52.588717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:52.588774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:52.588807] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:52.591828] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-10-10T00:31:52.592094] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-10-10T00:31:52.592231] [INFO ] [sig       ] HCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:52.741702] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HCI.txt
[2025-10-10T00:31:52.741943] [INFO ] [sig       ] [849/1690] Completed HCI in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.5m
[2025-10-10T00:31:52.742055] [INFO ] [sig       ] [850/1690] Forecasting HD...
[2025-10-10T00:31:52.742111] [INFO ] [sig       ] Generating forecast for: HD
[2025-10-10T00:31:52.742152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-10-10T00:31:52.751259] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HD'.
[2025-10-10T00:31:52.751556] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-10-10T00:31:52.776785] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:52.777500] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-10-10T00:31:52.777577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:52.777674] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:52.777741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:52.777840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:52.794830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:52.795402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:52.795506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:52.795575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:52.828269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:52.828372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:52.828413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:52.828444] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:52.831471] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-10-10T00:31:52.831841] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-10-10T00:31:52.831984] [INFO ] [sig       ] HD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:52.973913] [INFO ] [LOCAL     ] Saved forecast: HD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HD.txt
[2025-10-10T00:31:52.974179] [INFO ] [sig       ] [850/1690] Completed HD in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:52.974265] [INFO ] [sig       ] [851/1690] Forecasting HDB...
[2025-10-10T00:31:52.974340] [INFO ] [sig       ] Generating forecast for: HDB
[2025-10-10T00:31:52.974409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-10-10T00:31:52.982930] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HDB'.
[2025-10-10T00:31:52.983256] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-10-10T00:31:53.008517] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:53.009292] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-10-10T00:31:53.009371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:53.009456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:53.009537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:53.009674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:53.026620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:53.027239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:53.027347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:53.027428] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:53.059473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:53.059572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:53.059612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:53.059670] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:53.062888] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-10-10T00:31:53.063161] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-10-10T00:31:53.063293] [INFO ] [sig       ] HDB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:53.222142] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HDB.txt
[2025-10-10T00:31:53.222432] [INFO ] [sig       ] [851/1690] Completed HDB in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:53.222544] [INFO ] [sig       ] [852/1690] Forecasting HE...
[2025-10-10T00:31:53.222630] [INFO ] [sig       ] Generating forecast for: HE
[2025-10-10T00:31:53.222718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-10-10T00:31:53.232554] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HE'.
[2025-10-10T00:31:53.232966] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-10-10T00:31:53.266304] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:53.267392] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-10-10T00:31:53.267486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:53.267569] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:53.267673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:53.267799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:53.290034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:53.290622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:53.290752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:53.290820] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:53.325024] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:53.325132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:53.325174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:53.325207] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:53.328340] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-10-10T00:31:53.328620] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-10-10T00:31:53.328816] [INFO ] [sig       ] HE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:53.509988] [INFO ] [LOCAL     ] Saved forecast: HE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HE.txt
[2025-10-10T00:31:53.510406] [INFO ] [sig       ] [852/1690] Completed HE in 0.3s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:53.510490] [INFO ] [sig       ] [853/1690] Forecasting HEI...
[2025-10-10T00:31:53.510563] [INFO ] [sig       ] Generating forecast for: HEI
[2025-10-10T00:31:53.510635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-10-10T00:31:53.519990] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HEI'.
[2025-10-10T00:31:53.520351] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-10-10T00:31:53.545374] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:53.546142] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-10-10T00:31:53.546226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:53.546297] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:53.546365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:53.546462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:53.564490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:53.565106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:53.565217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:53.565286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:53.607088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:53.607541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:53.607629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:53.607710] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:53.611262] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-10-10T00:31:53.611539] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-10-10T00:31:53.611705] [INFO ] [sig       ] HEI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:53.754779] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HEI.txt
[2025-10-10T00:31:53.755198] [INFO ] [sig       ] [853/1690] Completed HEI in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:53.755279] [INFO ] [sig       ] [854/1690] Forecasting HEQ...
[2025-10-10T00:31:53.755349] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-10-10T00:31:53.755420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-10-10T00:31:53.766591] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HEQ'.
[2025-10-10T00:31:53.767045] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-10-10T00:31:53.793952] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:53.794819] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-10-10T00:31:53.794896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:53.794969] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:53.795054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:53.795195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:53.813009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:53.813689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:53.813798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:53.813882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:53.849324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:53.849425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:53.849465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:53.849498] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:53.852634] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-10-10T00:31:53.852933] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-10-10T00:31:53.853076] [INFO ] [sig       ] HEQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:54.004320] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HEQ.txt
[2025-10-10T00:31:54.004632] [INFO ] [sig       ] [854/1690] Completed HEQ in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:54.004773] [INFO ] [sig       ] [855/1690] Forecasting HESM...
[2025-10-10T00:31:54.004873] [INFO ] [sig       ] Generating forecast for: HESM
[2025-10-10T00:31:54.004945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-10-10T00:31:54.014839] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HESM'.
[2025-10-10T00:31:54.015144] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-10-10T00:31:54.040342] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:54.041111] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-10-10T00:31:54.041188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:54.041260] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:54.041339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:54.041452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:54.058632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:54.059244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:54.059351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:54.059433] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:54.097288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:54.097387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:54.097427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:54.097458] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:54.100601] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-10-10T00:31:54.100901] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-10-10T00:31:54.101053] [INFO ] [sig       ] HESM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:54.251273] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HESM.txt
[2025-10-10T00:31:54.251577] [INFO ] [sig       ] [855/1690] Completed HESM in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:54.251681] [INFO ] [sig       ] [856/1690] Forecasting HFRO...
[2025-10-10T00:31:54.251766] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-10-10T00:31:54.251851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-10-10T00:31:54.261858] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HFRO'.
[2025-10-10T00:31:54.262335] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-10-10T00:31:54.287755] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:54.288543] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-10-10T00:31:54.288621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:54.288717] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:54.288799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:54.288923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:54.305996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:54.306803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:54.306910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:54.306991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:54.344151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:54.344277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:54.344337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:54.344372] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:54.347513] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-10-10T00:31:54.347827] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-10-10T00:31:54.348021] [INFO ] [sig       ] HFRO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:54.490673] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HFRO.txt
[2025-10-10T00:31:54.490937] [INFO ] [sig       ] [856/1690] Completed HFRO in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:54.491064] [INFO ] [sig       ] [857/1690] Forecasting HGER...
[2025-10-10T00:31:54.491144] [INFO ] [sig       ] Generating forecast for: HGER
[2025-10-10T00:31:54.491219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-10-10T00:31:54.500909] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HGER'.
[2025-10-10T00:31:54.501306] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-10-10T00:31:54.526713] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:54.527462] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-10-10T00:31:54.527542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:54.527593] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:54.527678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:54.527763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:54.545382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:54.546079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:54.546199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:54.546270] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:54.581064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:54.581227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:54.581273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:54.581307] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:54.584741] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-10-10T00:31:54.585036] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-10-10T00:31:54.585186] [INFO ] [sig       ] HGER: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:54.727813] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HGER.txt
[2025-10-10T00:31:54.728259] [INFO ] [sig       ] [857/1690] Completed HGER in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:54.728347] [INFO ] [sig       ] [858/1690] Forecasting HGLB...
[2025-10-10T00:31:54.728425] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-10-10T00:31:54.728507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-10-10T00:31:54.738221] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HGLB'.
[2025-10-10T00:31:54.738581] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-10-10T00:31:54.764923] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:54.765831] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-10-10T00:31:54.765912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:54.765986] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:54.766072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:54.766171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:54.785190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:54.785928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:54.786040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:54.786111] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:54.821165] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:54.821327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:54.821372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:54.821405] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:54.825244] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-10-10T00:31:54.825679] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-10-10T00:31:54.825854] [INFO ] [sig       ] HGLB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:54.976814] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HGLB.txt
[2025-10-10T00:31:54.977132] [INFO ] [sig       ] [858/1690] Completed HGLB in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:54.977213] [INFO ] [sig       ] [859/1690] Forecasting HGTY...
[2025-10-10T00:31:54.977282] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-10-10T00:31:54.977352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-10-10T00:31:54.986467] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HGTY'.
[2025-10-10T00:31:54.986869] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-10-10T00:31:55.012107] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:55.012927] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-10-10T00:31:55.013004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:55.013082] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:55.013149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:55.013247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:55.030684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:55.031435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:55.031545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:55.031615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:55.066318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:55.066491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:55.066534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:55.066688] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:55.070152] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-10-10T00:31:55.070442] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-10-10T00:31:55.070590] [INFO ] [sig       ] HGTY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:55.211877] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HGTY.txt
[2025-10-10T00:31:55.212159] [INFO ] [sig       ] [859/1690] Completed HGTY in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:55.212271] [INFO ] [sig       ] [860/1690] Forecasting HGV...
[2025-10-10T00:31:55.212344] [INFO ] [sig       ] Generating forecast for: HGV
[2025-10-10T00:31:55.212413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-10-10T00:31:55.221763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HGV'.
[2025-10-10T00:31:55.222183] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-10-10T00:31:55.247630] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:55.248509] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-10-10T00:31:55.248589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:55.248682] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:55.248751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:55.248847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:55.265751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:55.266434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:55.266545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:55.266610] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:55.293094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:55.293268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:55.293313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:55.293348] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:55.296768] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-10-10T00:31:55.297077] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-10-10T00:31:55.297214] [INFO ] [sig       ] HGV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:55.440245] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HGV.txt
[2025-10-10T00:31:55.440553] [INFO ] [sig       ] [860/1690] Completed HGV in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:55.440636] [INFO ] [sig       ] [861/1690] Forecasting HHH...
[2025-10-10T00:31:55.440730] [INFO ] [sig       ] Generating forecast for: HHH
[2025-10-10T00:31:55.440802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-10-10T00:31:55.450010] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HHH'.
[2025-10-10T00:31:55.450379] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-10-10T00:31:55.475516] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:55.476273] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-10-10T00:31:55.476352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:55.476422] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:55.476506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:55.476621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:55.495063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:55.495801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:55.495909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:55.495980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:55.535074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:55.535220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:55.535279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:55.535316] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:55.538501] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-10-10T00:31:55.538839] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-10-10T00:31:55.539006] [INFO ] [sig       ] HHH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:55.682075] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HHH.txt
[2025-10-10T00:31:55.682388] [INFO ] [sig       ] [861/1690] Completed HHH in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:55.682480] [INFO ] [sig       ] [862/1690] Forecasting HI...
[2025-10-10T00:31:55.682524] [INFO ] [sig       ] Generating forecast for: HI
[2025-10-10T00:31:55.682563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-10-10T00:31:55.693098] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HI'.
[2025-10-10T00:31:55.693482] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-10-10T00:31:55.722994] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:55.723977] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-10-10T00:31:55.724057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:55.724134] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:55.724204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:55.724303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:55.742123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:55.743082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:55.743198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:55.743267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:55.780003] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:55.780231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:55.780283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:55.780317] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:55.783967] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-10-10T00:31:55.784324] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-10-10T00:31:55.784474] [INFO ] [sig       ] HI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:55.926350] [INFO ] [LOCAL     ] Saved forecast: HI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HI.txt
[2025-10-10T00:31:55.926668] [INFO ] [sig       ] [862/1690] Completed HI in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:55.926750] [INFO ] [sig       ] [863/1690] Forecasting HIG...
[2025-10-10T00:31:55.926819] [INFO ] [sig       ] Generating forecast for: HIG
[2025-10-10T00:31:55.926891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-10-10T00:31:55.936471] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIG'.
[2025-10-10T00:31:55.936853] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-10-10T00:31:55.962160] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:55.962911] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-10-10T00:31:55.962987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:55.963062] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:55.963130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:55.963227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:55.980558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:55.981149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:55.981253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:55.981319] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:56.016074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:56.016264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:56.016331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:56.016367] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:56.019905] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-10-10T00:31:56.020202] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-10-10T00:31:56.020340] [INFO ] [sig       ] HIG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:56.163933] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HIG.txt
[2025-10-10T00:31:56.164287] [INFO ] [sig       ] [863/1690] Completed HIG in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:56.164373] [INFO ] [sig       ] [864/1690] Forecasting HII...
[2025-10-10T00:31:56.164445] [INFO ] [sig       ] Generating forecast for: HII
[2025-10-10T00:31:56.164516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-10-10T00:31:56.174113] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HII'.
[2025-10-10T00:31:56.174487] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-10-10T00:31:56.199503] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:56.200223] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-10-10T00:31:56.200299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:56.200372] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:56.200439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:56.200536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:56.217596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:56.218209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:56.218314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:56.218383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:56.251057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:56.251149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:56.251189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:56.251222] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:56.254226] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-10-10T00:31:56.254489] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-10-10T00:31:56.254623] [INFO ] [sig       ] HII: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:56.395853] [INFO ] [LOCAL     ] Saved forecast: HII	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HII.txt
[2025-10-10T00:31:56.396123] [INFO ] [sig       ] [864/1690] Completed HII in 0.2s | 4.06 sym/s | Total: 3.5m | ETA: 3.4m
[2025-10-10T00:31:56.396203] [INFO ] [sig       ] [865/1690] Forecasting HIMS...
[2025-10-10T00:31:56.396272] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-10-10T00:31:56.396343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-10-10T00:31:56.405984] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIMS'.
[2025-10-10T00:31:56.406375] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-10-10T00:31:56.431869] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:56.432608] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-10-10T00:31:56.432707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:56.432758] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:56.432807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:56.432924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:56.450438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:56.451069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:56.451174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:56.451222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:56.487209] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:56.487315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:56.487355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:56.487387] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:56.490565] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-10-10T00:31:56.490871] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-10-10T00:31:56.491016] [INFO ] [sig       ] HIMS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:56.634870] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HIMS.txt
[2025-10-10T00:31:56.635117] [INFO ] [sig       ] [865/1690] Completed HIMS in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:56.635220] [INFO ] [sig       ] [866/1690] Forecasting HIO...
[2025-10-10T00:31:56.635295] [INFO ] [sig       ] Generating forecast for: HIO
[2025-10-10T00:31:56.635367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-10-10T00:31:56.644757] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIO'.
[2025-10-10T00:31:56.645105] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-10-10T00:31:56.674031] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:56.674818] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-10-10T00:31:56.674897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:56.674956] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:56.675028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:56.675123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:56.692291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:56.692914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:56.693045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:56.693116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:56.725030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:56.725121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:56.725161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:56.725194] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:56.728226] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-10-10T00:31:56.728492] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-10-10T00:31:56.728627] [INFO ] [sig       ] HIO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:56.871371] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HIO.txt
[2025-10-10T00:31:56.871665] [INFO ] [sig       ] [866/1690] Completed HIO in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:56.871776] [INFO ] [sig       ] [867/1690] Forecasting HIPO...
[2025-10-10T00:31:56.871846] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-10-10T00:31:56.871916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-10-10T00:31:56.880480] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIPO'.
[2025-10-10T00:31:56.880808] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-10-10T00:31:56.905953] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:56.906691] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-10-10T00:31:56.906769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:56.906838] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:56.906903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:56.906979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:56.923991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:56.924558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:56.924683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:56.924750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:56.953286] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:56.953383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:56.953423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:56.953456] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:56.956515] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-10-10T00:31:56.956824] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-10-10T00:31:56.956966] [INFO ] [sig       ] HIPO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:57.098330] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HIPO.txt
[2025-10-10T00:31:57.098602] [INFO ] [sig       ] [867/1690] Completed HIPO in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:57.098699] [INFO ] [sig       ] [868/1690] Forecasting HIW...
[2025-10-10T00:31:57.098766] [INFO ] [sig       ] Generating forecast for: HIW
[2025-10-10T00:31:57.098835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-10-10T00:31:57.107390] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIW'.
[2025-10-10T00:31:57.107715] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-10-10T00:31:57.132753] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:57.133557] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-10-10T00:31:57.133637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:57.133731] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:57.133796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:57.133899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:57.151071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:57.151639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:57.151766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:57.151835] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:57.181363] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:57.181457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:57.181496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:57.181529] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:57.184561] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-10-10T00:31:57.184859] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-10-10T00:31:57.185001] [INFO ] [sig       ] HIW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:57.326291] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HIW.txt
[2025-10-10T00:31:57.326560] [INFO ] [sig       ] [868/1690] Completed HIW in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:57.326663] [INFO ] [sig       ] [869/1690] Forecasting HIX...
[2025-10-10T00:31:57.326737] [INFO ] [sig       ] Generating forecast for: HIX
[2025-10-10T00:31:57.326807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-10-10T00:31:57.335474] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HIX'.
[2025-10-10T00:31:57.335799] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-10-10T00:31:57.360898] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:57.361597] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-10-10T00:31:57.361694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:57.361766] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:57.361833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:57.361931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:57.379057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:57.379629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:57.379753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:57.379822] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:57.408186] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:57.408278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:57.408318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:57.408350] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:57.411382] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-10-10T00:31:57.411672] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-10-10T00:31:57.411820] [INFO ] [sig       ] HIX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:57.553918] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HIX.txt
[2025-10-10T00:31:57.554143] [INFO ] [sig       ] [869/1690] Completed HIX in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:57.554243] [INFO ] [sig       ] [870/1690] Forecasting HKD...
[2025-10-10T00:31:57.554312] [INFO ] [sig       ] Generating forecast for: HKD
[2025-10-10T00:31:57.554386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-10-10T00:31:57.564081] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HKD'.
[2025-10-10T00:31:57.564475] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-10-10T00:31:57.595821] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:57.598213] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-10-10T00:31:57.598294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:57.598369] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:57.598439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:57.598540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:57.616287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:57.616976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:57.617152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:57.617225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:57.650134] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:57.650252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:57.650394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:57.650450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:57.653610] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-10-10T00:31:57.653949] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-10-10T00:31:57.654116] [INFO ] [sig       ] HKD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:57.800780] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HKD.txt
[2025-10-10T00:31:57.801149] [INFO ] [sig       ] [870/1690] Completed HKD in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:57.801239] [INFO ] [sig       ] [871/1690] Forecasting HL...
[2025-10-10T00:31:57.801308] [INFO ] [sig       ] Generating forecast for: HL
[2025-10-10T00:31:57.801380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-10-10T00:31:57.812072] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HL'.
[2025-10-10T00:31:57.812399] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-10-10T00:31:57.837799] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:57.838617] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-10-10T00:31:57.838717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:57.838773] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:57.838838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:57.838974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:57.856392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:57.857079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:57.857185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:57.857255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:57.891079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:57.891295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:57.891343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:57.891377] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:57.895005] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-10-10T00:31:57.895298] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-10-10T00:31:57.895442] [INFO ] [sig       ] HL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:58.038483] [INFO ] [LOCAL     ] Saved forecast: HL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HL.txt
[2025-10-10T00:31:58.038775] [INFO ] [sig       ] [871/1690] Completed HL in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:58.038872] [INFO ] [sig       ] [872/1690] Forecasting HLF...
[2025-10-10T00:31:58.038943] [INFO ] [sig       ] Generating forecast for: HLF
[2025-10-10T00:31:58.039030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-10-10T00:31:58.048382] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLF'.
[2025-10-10T00:31:58.048724] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-10-10T00:31:58.073813] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:58.074542] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-10-10T00:31:58.074619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:58.074711] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:58.074777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:58.074887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:58.091901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:58.092465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:58.092567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:58.092636] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:58.125261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:58.125351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:58.125390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:58.125422] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:58.128496] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-10-10T00:31:58.128809] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-10-10T00:31:58.128949] [INFO ] [sig       ] HLF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:58.269069] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HLF.txt
[2025-10-10T00:31:58.269347] [INFO ] [sig       ] [872/1690] Completed HLF in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:58.269425] [INFO ] [sig       ] [873/1690] Forecasting HLI...
[2025-10-10T00:31:58.269496] [INFO ] [sig       ] Generating forecast for: HLI
[2025-10-10T00:31:58.269565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-10-10T00:31:58.278565] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLI'.
[2025-10-10T00:31:58.278876] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-10-10T00:31:58.303764] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:58.304462] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-10-10T00:31:58.304538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:58.304607] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:58.304695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:58.304795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:58.321891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:58.322465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:58.322569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:58.322615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:58.354412] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:58.354497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:58.354538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:58.354570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:58.357560] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-10-10T00:31:58.357855] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-10-10T00:31:58.358033] [INFO ] [sig       ] HLI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:58.498274] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HLI.txt
[2025-10-10T00:31:58.498506] [INFO ] [sig       ] [873/1690] Completed HLI in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.4m
[2025-10-10T00:31:58.498611] [INFO ] [sig       ] [874/1690] Forecasting HLIO...
[2025-10-10T00:31:58.498737] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-10-10T00:31:58.498840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-10-10T00:31:58.508562] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLIO'.
[2025-10-10T00:31:58.509103] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-10-10T00:31:58.535848] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:58.536700] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-10-10T00:31:58.536777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:58.536850] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:58.536943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:58.537055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:58.555316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:58.556105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:58.556240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:58.556327] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:58.590949] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:58.591136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:58.591184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:58.591217] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:58.594707] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-10-10T00:31:58.595010] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-10-10T00:31:58.595155] [INFO ] [sig       ] HLIO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:58.746070] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HLIO.txt
[2025-10-10T00:31:58.746435] [INFO ] [sig       ] [874/1690] Completed HLIO in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:58.746518] [INFO ] [sig       ] [875/1690] Forecasting HLLY...
[2025-10-10T00:31:58.746588] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-10-10T00:31:58.746698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-10-10T00:31:58.757530] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLLY'.
[2025-10-10T00:31:58.757941] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-10-10T00:31:58.783539] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:58.784282] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-10-10T00:31:58.784359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:58.784428] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:58.784495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:58.784622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:58.801858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:58.802481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:58.802628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:58.802711] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:58.834455] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:58.834547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:58.834587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:58.834620] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:58.837766] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-10-10T00:31:58.838074] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-10-10T00:31:58.838208] [INFO ] [sig       ] HLLY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:58.979616] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HLLY.txt
[2025-10-10T00:31:58.979898] [INFO ] [sig       ] [875/1690] Completed HLLY in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:58.979988] [INFO ] [sig       ] [876/1690] Forecasting HLN...
[2025-10-10T00:31:58.980059] [INFO ] [sig       ] Generating forecast for: HLN
[2025-10-10T00:31:58.980127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-10-10T00:31:58.989028] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLN'.
[2025-10-10T00:31:58.989329] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-10-10T00:31:59.014338] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:59.015099] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-10-10T00:31:59.015181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:59.015252] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:59.015376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:59.015479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:59.032578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:59.033201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:59.033306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:59.033387] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:59.064983] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:59.065074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:59.065115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:59.065148] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:59.068192] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-10-10T00:31:59.068461] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-10-10T00:31:59.068588] [INFO ] [sig       ] HLN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:59.211245] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HLN.txt
[2025-10-10T00:31:59.211518] [INFO ] [sig       ] [876/1690] Completed HLN in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:59.211602] [INFO ] [sig       ] [877/1690] Forecasting HLT...
[2025-10-10T00:31:59.211692] [INFO ] [sig       ] Generating forecast for: HLT
[2025-10-10T00:31:59.211768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'.
[2025-10-10T00:31:59.220372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLT'.
[2025-10-10T00:31:59.220692] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-10-10T00:31:59.245813] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:59.246511] [DEBUG] [LOCAL     ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt
[2025-10-10T00:31:59.246588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:59.246679] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:59.246750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:59.246849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:59.263950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:59.264523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:59.264626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:59.264715] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:59.297630] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:59.297804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:59.297851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:59.297925] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:59.300997] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-10-10T00:31:59.301264] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-10-10T00:31:59.301393] [INFO ] [sig       ] HLT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:31:59.442873] [INFO ] [LOCAL     ] Saved forecast: HLT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HLT.txt
[2025-10-10T00:31:59.443140] [INFO ] [sig       ] [877/1690] Completed HLT in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:59.443218] [INFO ] [sig       ] [878/1690] Forecasting HLX...
[2025-10-10T00:31:59.443287] [INFO ] [sig       ] Generating forecast for: HLX
[2025-10-10T00:31:59.443354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-10-10T00:31:59.451787] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HLX'.
[2025-10-10T00:31:59.452089] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-10-10T00:31:59.477108] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:59.477922] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-10-10T00:31:59.478001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:59.478095] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:59.478167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:59.478265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:59.495515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:59.496133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:59.496239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:59.496321] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:59.533034] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:59.533177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:59.533249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:59.533308] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:59.536987] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-10-10T00:31:59.537322] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-10-10T00:31:59.537460] [INFO ] [sig       ] HLX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:59.679236] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HLX.txt
[2025-10-10T00:31:59.679483] [INFO ] [sig       ] [878/1690] Completed HLX in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:59.679626] [INFO ] [sig       ] [879/1690] Forecasting HMC...
[2025-10-10T00:31:59.679718] [INFO ] [sig       ] Generating forecast for: HMC
[2025-10-10T00:31:59.679787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-10-10T00:31:59.689094] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HMC'.
[2025-10-10T00:31:59.689425] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-10-10T00:31:59.714862] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:59.715568] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-10-10T00:31:59.715667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:59.715741] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:59.715806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:59.715910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:59.733121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:59.733819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:59.733922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:59.733991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:31:59.766839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:31:59.766929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:31:59.766969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:31:59.767000] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:31:59.770056] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-10-10T00:31:59.770328] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-10-10T00:31:59.770457] [INFO ] [sig       ] HMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:31:59.911790] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HMC.txt
[2025-10-10T00:31:59.912014] [INFO ] [sig       ] [879/1690] Completed HMC in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:31:59.912116] [INFO ] [sig       ] [880/1690] Forecasting HMN...
[2025-10-10T00:31:59.912184] [INFO ] [sig       ] Generating forecast for: HMN
[2025-10-10T00:31:59.912260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-10-10T00:31:59.921904] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HMN'.
[2025-10-10T00:31:59.922314] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-10-10T00:31:59.947767] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:31:59.948686] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-10-10T00:31:59.948767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:31:59.948838] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:31:59.948904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:31:59.949000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:31:59.966691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:31:59.967336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:31:59.967448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:31:59.967518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:00.000947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:00.001100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:00.001144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:00.001178] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:00.005448] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-10-10T00:32:00.005992] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-10-10T00:32:00.006180] [INFO ] [sig       ] HMN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:00.150199] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HMN.txt
[2025-10-10T00:32:00.150525] [INFO ] [sig       ] [880/1690] Completed HMN in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:00.150612] [INFO ] [sig       ] [881/1690] Forecasting HMY...
[2025-10-10T00:32:00.150711] [INFO ] [sig       ] Generating forecast for: HMY
[2025-10-10T00:32:00.150766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-10-10T00:32:00.159958] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HMY'.
[2025-10-10T00:32:00.160298] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-10-10T00:32:00.186076] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:00.186924] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-10-10T00:32:00.187003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:00.187076] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:00.187146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:00.187246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:00.204759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:00.205372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:00.205481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:00.205550] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:00.240271] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:00.240393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:00.240436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:00.240469] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:00.243620] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-10-10T00:32:00.243942] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-10-10T00:32:00.244076] [INFO ] [sig       ] HMY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:00.388371] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HMY.txt
[2025-10-10T00:32:00.388707] [INFO ] [sig       ] [881/1690] Completed HMY in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:00.388793] [INFO ] [sig       ] [882/1690] Forecasting HNI...
[2025-10-10T00:32:00.388862] [INFO ] [sig       ] Generating forecast for: HNI
[2025-10-10T00:32:00.388914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-10-10T00:32:00.398057] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HNI'.
[2025-10-10T00:32:00.398432] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-10-10T00:32:00.424009] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:00.424960] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-10-10T00:32:00.425040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:00.425112] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:00.425205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:00.425331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:00.442533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:00.443161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:00.443269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:00.443351] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:00.478878] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:00.479001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:00.479043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:00.479075] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:00.482198] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-10-10T00:32:00.482478] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-10-10T00:32:00.482612] [INFO ] [sig       ] HNI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:00.623416] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HNI.txt
[2025-10-10T00:32:00.623686] [INFO ] [sig       ] [882/1690] Completed HNI in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:00.623790] [INFO ] [sig       ] [883/1690] Forecasting HOG...
[2025-10-10T00:32:00.623873] [INFO ] [sig       ] Generating forecast for: HOG
[2025-10-10T00:32:00.623960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-10-10T00:32:00.633748] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HOG'.
[2025-10-10T00:32:00.634149] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-10-10T00:32:00.659576] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:00.660335] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-10-10T00:32:00.660415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:00.660501] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:00.660582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:00.660733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:00.682555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:00.683799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:00.683937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:00.684009] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:00.723095] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:00.723311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:00.723383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:00.723422] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:00.727212] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-10-10T00:32:00.727507] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-10-10T00:32:00.727676] [INFO ] [sig       ] HOG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:00.892355] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HOG.txt
[2025-10-10T00:32:00.892900] [INFO ] [sig       ] [883/1690] Completed HOG in 0.3s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:00.892998] [INFO ] [sig       ] [884/1690] Forecasting HOMB...
[2025-10-10T00:32:00.893082] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-10-10T00:32:00.893168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-10-10T00:32:00.904706] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HOMB'.
[2025-10-10T00:32:00.905160] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-10-10T00:32:00.931030] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:00.931859] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-10-10T00:32:00.931938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:00.932010] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:00.932093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:00.932249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:00.949230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:00.949884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:00.949991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:00.950074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:00.984187] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:00.984327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:00.984369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:00.984422] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:00.987846] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-10-10T00:32:00.988167] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-10-10T00:32:00.988313] [INFO ] [sig       ] HOMB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:01.130806] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HOMB.txt
[2025-10-10T00:32:01.131119] [INFO ] [sig       ] [884/1690] Completed HOMB in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:01.131274] [INFO ] [sig       ] [885/1690] Forecasting HOUS...
[2025-10-10T00:32:01.131365] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-10-10T00:32:01.131464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-10-10T00:32:01.140788] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HOUS'.
[2025-10-10T00:32:01.141144] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-10-10T00:32:01.166036] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:01.166866] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-10-10T00:32:01.166962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:01.167063] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:01.167160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:01.167306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:01.184925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:01.185574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:01.185723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:01.185819] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:01.223003] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:01.223169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:01.223214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:01.223250] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:01.227188] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=81.52%)
[2025-10-10T00:32:01.227509] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-10-10T00:32:01.227691] [INFO ] [sig       ] HOUS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:01.370244] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HOUS.txt
[2025-10-10T00:32:01.370563] [INFO ] [sig       ] [885/1690] Completed HOUS in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:01.370672] [INFO ] [sig       ] [886/1690] Forecasting HOV...
[2025-10-10T00:32:01.370750] [INFO ] [sig       ] Generating forecast for: HOV
[2025-10-10T00:32:01.370828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-10-10T00:32:01.379755] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HOV'.
[2025-10-10T00:32:01.380102] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-10-10T00:32:01.407555] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:01.408391] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-10-10T00:32:01.408471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:01.408545] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:01.408611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:01.408732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:01.427188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:01.427881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:01.428009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:01.428079] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:01.459049] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:01.459172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:01.459216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:01.459249] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:01.462981] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-10-10T00:32:01.463272] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-10-10T00:32:01.463598] [INFO ] [sig       ] HOV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:01.612896] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HOV.txt
[2025-10-10T00:32:01.613196] [INFO ] [sig       ] [886/1690] Completed HOV in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:01.613277] [INFO ] [sig       ] [887/1690] Forecasting HP...
[2025-10-10T00:32:01.613350] [INFO ] [sig       ] Generating forecast for: HP
[2025-10-10T00:32:01.613442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-10-10T00:32:01.623445] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HP'.
[2025-10-10T00:32:01.623952] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-10-10T00:32:01.650425] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:01.651333] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-10-10T00:32:01.651413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:01.651500] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:01.651580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:01.651738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:01.669263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:01.670199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:01.670318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:01.670450] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:01.711725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:01.711921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:01.711970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:01.712004] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:01.715596] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-10-10T00:32:01.715923] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-10-10T00:32:01.716075] [INFO ] [sig       ] HP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:01.864261] [INFO ] [LOCAL     ] Saved forecast: HP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HP.txt
[2025-10-10T00:32:01.864598] [INFO ] [sig       ] [887/1690] Completed HP in 0.3s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:01.864704] [INFO ] [sig       ] [888/1690] Forecasting HPE...
[2025-10-10T00:32:01.864792] [INFO ] [sig       ] Generating forecast for: HPE
[2025-10-10T00:32:01.864883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-10-10T00:32:01.874079] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPE'.
[2025-10-10T00:32:01.874428] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-10-10T00:32:01.901993] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:01.903152] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-10-10T00:32:01.903242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:01.903322] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:01.903392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:01.903492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:01.922901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:01.923583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:01.923731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:01.923824] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:01.960495] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:01.960711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:01.960815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:01.960900] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:01.965343] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-10-10T00:32:01.965788] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-10-10T00:32:01.965962] [INFO ] [sig       ] HPE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:02.131327] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPE.txt
[2025-10-10T00:32:02.131730] [INFO ] [sig       ] [888/1690] Completed HPE in 0.3s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:02.131842] [INFO ] [sig       ] [889/1690] Forecasting HPF...
[2025-10-10T00:32:02.131919] [INFO ] [sig       ] Generating forecast for: HPF
[2025-10-10T00:32:02.132000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-10-10T00:32:02.142873] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPF'.
[2025-10-10T00:32:02.143259] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-10-10T00:32:02.172254] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:02.173135] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-10-10T00:32:02.173216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:02.173293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:02.173359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:02.173476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:02.192897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:02.193618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:02.193766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:02.193838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:02.228037] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:02.228200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:02.228254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:02.228298] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:02.231989] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-10-10T00:32:02.232313] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-10-10T00:32:02.232468] [INFO ] [sig       ] HPF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:02.380376] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPF.txt
[2025-10-10T00:32:02.380708] [INFO ] [sig       ] [889/1690] Completed HPF in 0.2s | 4.06 sym/s | Total: 3.6m | ETA: 3.3m
[2025-10-10T00:32:02.380791] [INFO ] [sig       ] [890/1690] Forecasting HPI...
[2025-10-10T00:32:02.380873] [INFO ] [sig       ] Generating forecast for: HPI
[2025-10-10T00:32:02.380948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-10-10T00:32:02.391002] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPI'.
[2025-10-10T00:32:02.391366] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-10-10T00:32:02.416639] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:02.417388] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-10-10T00:32:02.417467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:02.417539] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:02.417606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:02.417728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:02.434777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:02.435347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:02.435453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:02.435523] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:02.469542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:02.469670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:02.469736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:02.469773] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:02.472913] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-10-10T00:32:02.473183] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-10-10T00:32:02.473324] [INFO ] [sig       ] HPI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:02.621288] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPI.txt
[2025-10-10T00:32:02.621546] [INFO ] [sig       ] [890/1690] Completed HPI in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:02.621688] [INFO ] [sig       ] [891/1690] Forecasting HPP...
[2025-10-10T00:32:02.621759] [INFO ] [sig       ] Generating forecast for: HPP
[2025-10-10T00:32:02.621830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-10-10T00:32:02.630801] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPP'.
[2025-10-10T00:32:02.631098] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-10-10T00:32:02.656331] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:02.657088] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-10-10T00:32:02.657166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:02.657240] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:02.657310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:02.657408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:02.680710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:02.681915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:02.682037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:02.682110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:02.718892] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:02.719010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:02.719052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:02.719086] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:02.722286] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=72.91%)
[2025-10-10T00:32:02.722565] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-10-10T00:32:02.722745] [INFO ] [sig       ] HPP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:02.865975] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPP.txt
[2025-10-10T00:32:02.866331] [INFO ] [sig       ] [891/1690] Completed HPP in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:02.866411] [INFO ] [sig       ] [892/1690] Forecasting HPQ...
[2025-10-10T00:32:02.866479] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-10-10T00:32:02.866550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-10-10T00:32:02.876318] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPQ'.
[2025-10-10T00:32:02.876762] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-10-10T00:32:02.903036] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:02.903937] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-10-10T00:32:02.904026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:02.904109] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:02.904179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:02.904281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:02.922676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:02.923366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:02.923475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:02.923547] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:02.962961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:02.963121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:02.963165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:02.963199] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:02.966989] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-10-10T00:32:02.967439] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-10-10T00:32:02.967639] [INFO ] [sig       ] HPQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:03.122507] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPQ.txt
[2025-10-10T00:32:03.122934] [INFO ] [sig       ] [892/1690] Completed HPQ in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:03.123018] [INFO ] [sig       ] [893/1690] Forecasting HPS...
[2025-10-10T00:32:03.123089] [INFO ] [sig       ] Generating forecast for: HPS
[2025-10-10T00:32:03.123172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-10-10T00:32:03.133745] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HPS'.
[2025-10-10T00:32:03.134107] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-10-10T00:32:03.159854] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:03.160572] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-10-10T00:32:03.160674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:03.160748] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:03.160817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:03.160916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:03.177790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:03.178464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:03.178585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:03.178679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:03.220811] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:03.220930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:03.220972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:03.221004] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:03.224270] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-10-10T00:32:03.224593] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-10-10T00:32:03.224776] [INFO ] [sig       ] HPS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:03.374177] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HPS.txt
[2025-10-10T00:32:03.374451] [INFO ] [sig       ] [893/1690] Completed HPS in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:03.374579] [INFO ] [sig       ] [894/1690] Forecasting HQH...
[2025-10-10T00:32:03.374639] [INFO ] [sig       ] Generating forecast for: HQH
[2025-10-10T00:32:03.374744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'.
[2025-10-10T00:32:03.384612] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HQH'.
[2025-10-10T00:32:03.385064] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-10-10T00:32:03.412389] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:03.413335] [DEBUG] [LOCAL     ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt
[2025-10-10T00:32:03.413418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:03.413497] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:03.413585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:03.413766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:03.431916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:03.432639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:03.432783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:03.432887] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:03.476717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:03.476839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:03.476882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:03.476915] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:03.480252] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-10-10T00:32:03.480541] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-10-10T00:32:03.480726] [INFO ] [sig       ] HQH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:03.634762] [INFO ] [LOCAL     ] Saved forecast: HQH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HQH.txt
[2025-10-10T00:32:03.635127] [INFO ] [sig       ] [894/1690] Completed HQH in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:03.635311] [INFO ] [sig       ] [895/1690] Forecasting HQL...
[2025-10-10T00:32:03.635372] [INFO ] [sig       ] Generating forecast for: HQL
[2025-10-10T00:32:03.635440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-10-10T00:32:03.645998] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HQL'.
[2025-10-10T00:32:03.646419] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-10-10T00:32:03.671909] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:03.672625] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-10-10T00:32:03.672737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:03.672808] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:03.672875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:03.672972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:03.690269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:03.690898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:03.691008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:03.691078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:03.723097] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:03.723290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:03.723335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:03.723369] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:03.726731] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-10-10T00:32:03.727075] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-10-10T00:32:03.727221] [INFO ] [sig       ] HQL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:03.879694] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HQL.txt
[2025-10-10T00:32:03.879989] [INFO ] [sig       ] [895/1690] Completed HQL in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:03.880071] [INFO ] [sig       ] [896/1690] Forecasting HR...
[2025-10-10T00:32:03.880141] [INFO ] [sig       ] Generating forecast for: HR
[2025-10-10T00:32:03.880212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-10-10T00:32:03.889254] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HR'.
[2025-10-10T00:32:03.889560] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-10-10T00:32:03.916237] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:03.917123] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-10-10T00:32:03.917203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:03.917282] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:03.917352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:03.917452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:03.935538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:03.936472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:03.936594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:03.936689] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:03.970794] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:03.970964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:03.971008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:03.971042] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:03.974382] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-10-10T00:32:03.974696] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-10-10T00:32:03.974871] [INFO ] [sig       ] HR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:04.126968] [INFO ] [LOCAL     ] Saved forecast: HR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HR.txt
[2025-10-10T00:32:04.127291] [INFO ] [sig       ] [896/1690] Completed HR in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:04.127370] [INFO ] [sig       ] [897/1690] Forecasting HRB...
[2025-10-10T00:32:04.127439] [INFO ] [sig       ] Generating forecast for: HRB
[2025-10-10T00:32:04.127534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-10-10T00:32:04.136122] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HRB'.
[2025-10-10T00:32:04.136469] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-10-10T00:32:04.162017] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:04.162816] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-10-10T00:32:04.162896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:04.162983] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:04.163069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:04.163195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:04.181162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:04.181838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:04.181945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:04.182030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:04.214470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:04.214567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:04.214607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:04.214639] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:04.217748] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2025-10-10T00:32:04.218069] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-10-10T00:32:04.218207] [INFO ] [sig       ] HRB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:04.368597] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HRB.txt
[2025-10-10T00:32:04.368910] [INFO ] [sig       ] [897/1690] Completed HRB in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.3m
[2025-10-10T00:32:04.368993] [INFO ] [sig       ] [898/1690] Forecasting HRI...
[2025-10-10T00:32:04.369076] [INFO ] [sig       ] Generating forecast for: HRI
[2025-10-10T00:32:04.369160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-10-10T00:32:04.378794] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'HRI'.
[2025-10-10T00:32:04.379180] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-10-10T00:32:04.405056] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:04.405877] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-10-10T00:32:04.405957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:04.406031] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:04.406101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:04.406203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:04.424070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:04.424700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:04.424809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:04.424882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:04.458773] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:04.458929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:04.458973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:04.459006] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:04.462340] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-10-10T00:32:04.462671] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-10-10T00:32:04.462834] [INFO ] [sig       ] HRI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:04.612213] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HRI.txt
[2025-10-10T00:32:04.612584] [INFO ] [sig       ] [898/1690] Completed HRI in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:04.612694] [INFO ] [sig       ] [899/1690] Forecasting HRL...
[2025-10-10T00:32:04.612768] [INFO ] [sig       ] Generating forecast for: HRL
[2025-10-10T00:32:04.612843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-10-10T00:32:04.622285] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HRL'.
[2025-10-10T00:32:04.622711] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-10-10T00:32:04.649085] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:04.649895] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-10-10T00:32:04.649974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:04.650061] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:04.650143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:04.650269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:04.668200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:04.668852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:04.668960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:04.669043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:04.708303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:04.708482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:04.708540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:04.708578] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:04.712579] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-10-10T00:32:04.712946] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-10-10T00:32:04.713119] [INFO ] [sig       ] HRL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:04.860092] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HRL.txt
[2025-10-10T00:32:04.860505] [INFO ] [sig       ] [899/1690] Completed HRL in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:04.860592] [INFO ] [sig       ] [900/1690] Forecasting HRTG...
[2025-10-10T00:32:04.860706] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-10-10T00:32:04.860782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-10-10T00:32:04.870768] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HRTG'.
[2025-10-10T00:32:04.871108] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-10-10T00:32:04.897055] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:04.897859] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-10-10T00:32:04.897963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:04.898034] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:04.898126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:04.898257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:04.916348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:04.917155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:04.917299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:04.917395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:04.953510] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:04.953681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:04.953748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:04.953785] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:04.957023] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-10-10T00:32:04.957308] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-10-10T00:32:04.957445] [INFO ] [sig       ] HRTG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:05.102128] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HRTG.txt
[2025-10-10T00:32:05.102452] [INFO ] [sig       ] [900/1690] Completed HRTG in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:05.102534] [INFO ] [sig       ] [901/1690] Forecasting HSBC...
[2025-10-10T00:32:05.102606] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-10-10T00:32:05.102688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-10-10T00:32:05.112155] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HSBC'.
[2025-10-10T00:32:05.112510] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-10-10T00:32:05.137731] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:05.138454] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-10-10T00:32:05.138533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:05.138603] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:05.138692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:05.138792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:05.156307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:05.156941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:05.157050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:05.157121] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:05.187607] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:05.187741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:05.187794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:05.187829] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:05.190946] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-10-10T00:32:05.191221] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-10-10T00:32:05.191357] [INFO ] [sig       ] HSBC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:05.333833] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HSBC.txt
[2025-10-10T00:32:05.334152] [INFO ] [sig       ] [901/1690] Completed HSBC in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:05.334231] [INFO ] [sig       ] [902/1690] Forecasting HSHP...
[2025-10-10T00:32:05.334301] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-10-10T00:32:05.334369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-10-10T00:32:05.343046] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HSHP'.
[2025-10-10T00:32:05.343372] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-10-10T00:32:05.368996] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:05.369790] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-10-10T00:32:05.369881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:05.369966] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:05.370048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:05.370173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:05.387693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:05.388321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:05.388428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:05.388510] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:05.421741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:05.421867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:05.421911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:05.421945] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:05.425299] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-10-10T00:32:05.425585] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-10-10T00:32:05.425748] [INFO ] [sig       ] HSHP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:05.568843] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HSHP.txt
[2025-10-10T00:32:05.569146] [INFO ] [sig       ] [902/1690] Completed HSHP in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:05.569226] [INFO ] [sig       ] [903/1690] Forecasting HSY...
[2025-10-10T00:32:05.569300] [INFO ] [sig       ] Generating forecast for: HSY
[2025-10-10T00:32:05.569379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-10-10T00:32:05.579308] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HSY'.
[2025-10-10T00:32:05.579724] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-10-10T00:32:05.605776] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:05.606542] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-10-10T00:32:05.606622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:05.606742] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:05.606839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:05.606966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:05.624898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:05.625519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:05.625626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:05.625731] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:05.666373] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:05.666613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:05.666705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:05.666768] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:05.670912] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-10-10T00:32:05.671246] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-10-10T00:32:05.671397] [INFO ] [sig       ] HSY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:05.816830] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HSY.txt
[2025-10-10T00:32:05.817181] [INFO ] [sig       ] [903/1690] Completed HSY in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:05.817261] [INFO ] [sig       ] [904/1690] Forecasting HTD...
[2025-10-10T00:32:05.817344] [INFO ] [sig       ] Generating forecast for: HTD
[2025-10-10T00:32:05.817436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-10-10T00:32:05.826502] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HTD'.
[2025-10-10T00:32:05.826884] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-10-10T00:32:05.852909] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:05.853724] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-10-10T00:32:05.853805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:05.853890] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:05.853970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:05.854094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:05.871695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:05.872306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:05.872414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:05.872499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:05.898350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:05.898454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:05.898497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:05.898532] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:05.901707] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-10-10T00:32:05.901992] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-10-10T00:32:05.902123] [INFO ] [sig       ] HTD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:06.055349] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HTD.txt
[2025-10-10T00:32:06.055723] [INFO ] [sig       ] [904/1690] Completed HTD in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:06.055805] [INFO ] [sig       ] [905/1690] Forecasting HTGC...
[2025-10-10T00:32:06.055886] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-10-10T00:32:06.055970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-10-10T00:32:06.064590] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HTGC'.
[2025-10-10T00:32:06.064914] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-10-10T00:32:06.090991] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:06.091955] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-10-10T00:32:06.092037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:06.092137] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:06.092211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:06.092338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:06.110346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:06.111252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:06.111369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:06.111450] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:06.139367] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:06.139568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:06.139617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:06.139688] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:06.143455] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-10-10T00:32:06.143823] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-10-10T00:32:06.143990] [INFO ] [sig       ] HTGC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:06.296078] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HTGC.txt
[2025-10-10T00:32:06.296362] [INFO ] [sig       ] [905/1690] Completed HTGC in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:06.296433] [INFO ] [sig       ] [906/1690] Forecasting HUBB...
[2025-10-10T00:32:06.296511] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-10-10T00:32:06.296594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-10-10T00:32:06.305429] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HUBB'.
[2025-10-10T00:32:06.305779] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-10-10T00:32:06.331484] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:06.332318] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-10-10T00:32:06.332403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:06.332477] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:06.332546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:06.332668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:06.350496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:06.351112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:06.351219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:06.351290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:06.376797] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:06.376903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:06.376945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:06.376979] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:06.380158] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=53.14%)
[2025-10-10T00:32:06.380436] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-10-10T00:32:06.380568] [INFO ] [sig       ] HUBB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:06.539142] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HUBB.txt
[2025-10-10T00:32:06.539692] [INFO ] [sig       ] [906/1690] Completed HUBB in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:06.539799] [INFO ] [sig       ] [907/1690] Forecasting HUBS...
[2025-10-10T00:32:06.539894] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-10-10T00:32:06.539987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-10-10T00:32:06.552049] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HUBS'.
[2025-10-10T00:32:06.552532] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-10-10T00:32:06.581707] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:06.582594] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-10-10T00:32:06.582702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:06.582777] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:06.582847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:06.582949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:06.600782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:06.601702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:06.601824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:06.601916] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:06.639258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:06.639483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:06.639533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:06.639567] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:06.643255] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-10-10T00:32:06.643567] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-10-10T00:32:06.643746] [INFO ] [sig       ] HUBS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:06.796157] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HUBS.txt
[2025-10-10T00:32:06.796576] [INFO ] [sig       ] [907/1690] Completed HUBS in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:06.796692] [INFO ] [sig       ] [908/1690] Forecasting HUM...
[2025-10-10T00:32:06.796765] [INFO ] [sig       ] Generating forecast for: HUM
[2025-10-10T00:32:06.796839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-10-10T00:32:06.807531] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HUM'.
[2025-10-10T00:32:06.808007] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-10-10T00:32:06.834064] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:06.834929] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-10-10T00:32:06.835007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:06.835080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:06.835162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:06.835274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:06.852678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:06.853324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:06.853454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:06.853542] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:06.896203] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:06.896438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:06.896514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:06.896556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:06.900360] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-10-10T00:32:06.900686] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-10-10T00:32:06.900882] [INFO ] [sig       ] HUM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:07.056432] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HUM.txt
[2025-10-10T00:32:07.056758] [INFO ] [sig       ] [908/1690] Completed HUM in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:07.056858] [INFO ] [sig       ] [909/1690] Forecasting HUN...
[2025-10-10T00:32:07.056944] [INFO ] [sig       ] Generating forecast for: HUN
[2025-10-10T00:32:07.057028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-10-10T00:32:07.067666] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HUN'.
[2025-10-10T00:32:07.068086] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-10-10T00:32:07.093813] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:07.094570] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-10-10T00:32:07.094672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:07.094774] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:07.094854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:07.094981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:07.112119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:07.112764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:07.112870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:07.112952] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:07.153394] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:07.153554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:07.153598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:07.153631] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:07.157185] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-10-10T00:32:07.157478] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-10-10T00:32:07.157621] [INFO ] [sig       ] HUN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:07.304452] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HUN.txt
[2025-10-10T00:32:07.304740] [INFO ] [sig       ] [909/1690] Completed HUN in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:07.304841] [INFO ] [sig       ] [910/1690] Forecasting HUYA...
[2025-10-10T00:32:07.304894] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-10-10T00:32:07.304959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-10-10T00:32:07.315074] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HUYA'.
[2025-10-10T00:32:07.315566] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-10-10T00:32:07.341971] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:07.342785] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-10-10T00:32:07.342866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:07.342940] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:07.343029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:07.343166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:07.361260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:07.362019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:07.362132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:07.362217] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:07.399978] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:07.400135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:07.400181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:07.400216] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:07.403661] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-10-10T00:32:07.403971] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-10-10T00:32:07.404122] [INFO ] [sig       ] HUYA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:07.555285] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HUYA.txt
[2025-10-10T00:32:07.555577] [INFO ] [sig       ] [910/1690] Completed HUYA in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:07.555730] [INFO ] [sig       ] [911/1690] Forecasting HVT...
[2025-10-10T00:32:07.555804] [INFO ] [sig       ] Generating forecast for: HVT
[2025-10-10T00:32:07.555879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'.
[2025-10-10T00:32:07.565696] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HVT'.
[2025-10-10T00:32:07.566102] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-10-10T00:32:07.591918] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:07.592724] [DEBUG] [LOCAL     ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt
[2025-10-10T00:32:07.592803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:07.592874] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:07.592954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:07.593076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:07.610631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:07.611290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:07.611403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:07.611487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:07.657508] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:07.657789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:07.657869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:07.657952] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:07.662830] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: UP (p=85.98%)
[2025-10-10T00:32:07.663225] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-10-10T00:32:07.663406] [INFO ] [sig       ] HVT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:07.818714] [INFO ] [LOCAL     ] Saved forecast: HVT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HVT.txt
[2025-10-10T00:32:07.819026] [INFO ] [sig       ] [911/1690] Completed HVT in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:07.819110] [INFO ] [sig       ] [912/1690] Forecasting HWM...
[2025-10-10T00:32:07.819180] [INFO ] [sig       ] Generating forecast for: HWM
[2025-10-10T00:32:07.819250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-10-10T00:32:07.828676] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HWM'.
[2025-10-10T00:32:07.829004] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-10-10T00:32:07.854008] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:07.854835] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-10-10T00:32:07.854915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:07.854987] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:07.855055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:07.855151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:07.872260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:07.872969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:07.873076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:07.873145] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:07.911938] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:07.912194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:07.912261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:07.912298] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:07.916533] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-10-10T00:32:07.916941] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-10-10T00:32:07.917131] [INFO ] [sig       ] HWM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:08.060791] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HWM.txt
[2025-10-10T00:32:08.061106] [INFO ] [sig       ] [912/1690] Completed HWM in 0.2s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:08.061241] [INFO ] [sig       ] [913/1690] Forecasting HXL...
[2025-10-10T00:32:08.061314] [INFO ] [sig       ] Generating forecast for: HXL
[2025-10-10T00:32:08.061389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-10-10T00:32:08.071476] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HXL'.
[2025-10-10T00:32:08.071843] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-10-10T00:32:08.098310] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:08.099160] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-10-10T00:32:08.099240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:08.099314] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:08.099384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:08.099484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:08.118129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:08.118896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:08.119011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:08.119082] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:08.161015] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:08.161191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:08.161238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:08.161272] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:08.165047] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-10-10T00:32:08.165396] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-10-10T00:32:08.165553] [INFO ] [sig       ] HXL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:08.319115] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HXL.txt
[2025-10-10T00:32:08.319422] [INFO ] [sig       ] [913/1690] Completed HXL in 0.3s | 4.06 sym/s | Total: 3.7m | ETA: 3.2m
[2025-10-10T00:32:08.319524] [INFO ] [sig       ] [914/1690] Forecasting HY...
[2025-10-10T00:32:08.319576] [INFO ] [sig       ] Generating forecast for: HY
[2025-10-10T00:32:08.319698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-10-10T00:32:08.329206] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HY'.
[2025-10-10T00:32:08.329575] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-10-10T00:32:08.357736] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:08.358725] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-10-10T00:32:08.358806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:08.358892] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:08.358963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:08.359097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:08.376125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:08.376774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:08.376880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:08.376964] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:08.412403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:08.412510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:08.412551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:08.412584] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:08.415717] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-10-10T00:32:08.416085] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-10-10T00:32:08.416241] [INFO ] [sig       ] HY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:08.557454] [INFO ] [LOCAL     ] Saved forecast: HY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HY.txt
[2025-10-10T00:32:08.557765] [INFO ] [sig       ] [914/1690] Completed HY in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:08.557874] [INFO ] [sig       ] [915/1690] Forecasting HYI...
[2025-10-10T00:32:08.557958] [INFO ] [sig       ] Generating forecast for: HYI
[2025-10-10T00:32:08.558045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-10-10T00:32:08.567177] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HYI'.
[2025-10-10T00:32:08.567484] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-10-10T00:32:08.592427] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:08.593173] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-10-10T00:32:08.593250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:08.593320] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:08.593405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:08.593557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:08.610547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:08.611184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:08.611289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:08.611369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:08.644917] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:08.645018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:08.645059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:08.645091] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:08.648200] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-10-10T00:32:08.648476] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-10-10T00:32:08.648614] [INFO ] [sig       ] HYI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:08.795411] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HYI.txt
[2025-10-10T00:32:08.795750] [INFO ] [sig       ] [915/1690] Completed HYI in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:08.795844] [INFO ] [sig       ] [916/1690] Forecasting HYT...
[2025-10-10T00:32:08.795907] [INFO ] [sig       ] Generating forecast for: HYT
[2025-10-10T00:32:08.795971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-10-10T00:32:08.805977] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HYT'.
[2025-10-10T00:32:08.806309] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-10-10T00:32:08.831894] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:08.832662] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-10-10T00:32:08.832742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:08.832861] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:08.832932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:08.833037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:08.850208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:08.850886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:08.850989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:08.851036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:08.884380] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:08.884492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:08.884532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:08.884566] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:08.887757] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-10-10T00:32:08.888078] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-10-10T00:32:08.888221] [INFO ] [sig       ] HYT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:09.032483] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HYT.txt
[2025-10-10T00:32:09.032760] [INFO ] [sig       ] [916/1690] Completed HYT in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:09.032865] [INFO ] [sig       ] [917/1690] Forecasting HYTR...
[2025-10-10T00:32:09.032931] [INFO ] [sig       ] Generating forecast for: HYTR
[2025-10-10T00:32:09.033054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'.
[2025-10-10T00:32:09.042463] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'HYTR'.
[2025-10-10T00:32:09.042790] [INFO ] [FORECASTER] Starting predict_future for HYTR
[2025-10-10T00:32:09.068272] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:09.069063] [DEBUG] [LOCAL     ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt
[2025-10-10T00:32:09.069142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:09.069227] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:09.069309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:09.069421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:09.086604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:09.087212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:09.087319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:09.087403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:09.121834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:09.121932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:09.121972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:09.122006] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:09.125806] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-10-10T00:32:09.126087] [INFO ] [FORECASTER] Completed predict_future for HYTR
[2025-10-10T00:32:09.126226] [INFO ] [sig       ] HYTR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:09.270291] [INFO ] [LOCAL     ] Saved forecast: HYTR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/HYTR.txt
[2025-10-10T00:32:09.270544] [INFO ] [sig       ] [917/1690] Completed HYTR in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:09.270692] [INFO ] [sig       ] [918/1690] Forecasting HZO...
[2025-10-10T00:32:09.270831] [INFO ] [sig       ] Generating forecast for: HZO
[2025-10-10T00:32:09.270906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-10-10T00:32:09.280971] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'HZO'.
[2025-10-10T00:32:09.281357] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-10-10T00:32:09.308432] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:09.309354] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-10-10T00:32:09.309432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:09.309507] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:09.309577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:09.309685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:09.326597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:09.327212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:09.327323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:09.327393] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:09.366197] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:09.366318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:09.366359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:09.366392] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:09.369670] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-10-10T00:32:09.369967] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-10-10T00:32:09.370120] [INFO ] [sig       ] HZO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:09.511087] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/HZO.txt
[2025-10-10T00:32:09.511422] [INFO ] [sig       ] [918/1690] Completed HZO in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:09.511526] [INFO ] [sig       ] [919/1690] Forecasting IAE...
[2025-10-10T00:32:09.511610] [INFO ] [sig       ] Generating forecast for: IAE
[2025-10-10T00:32:09.511705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-10-10T00:32:09.521702] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IAE'.
[2025-10-10T00:32:09.522133] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-10-10T00:32:09.547731] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:09.548586] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-10-10T00:32:09.548693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:09.548769] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:09.548840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:09.548961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:09.565946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:09.566526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:09.566636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:09.566732] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:09.602306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:09.602440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:09.602483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:09.602515] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:09.605757] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-10-10T00:32:09.606048] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-10-10T00:32:09.606190] [INFO ] [sig       ] IAE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:09.760818] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IAE.txt
[2025-10-10T00:32:09.761256] [INFO ] [sig       ] [919/1690] Completed IAE in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:09.761345] [INFO ] [sig       ] [920/1690] Forecasting IAG...
[2025-10-10T00:32:09.761415] [INFO ] [sig       ] Generating forecast for: IAG
[2025-10-10T00:32:09.761486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-10-10T00:32:09.772141] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IAG'.
[2025-10-10T00:32:09.772549] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-10-10T00:32:09.798634] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:09.799383] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-10-10T00:32:09.799463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:09.799536] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:09.799618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:09.799816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:09.816935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:09.817601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:09.817727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:09.817810] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:09.857278] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:09.857392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:09.857433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:09.857466] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:09.860806] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-10-10T00:32:09.861088] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-10-10T00:32:09.861231] [INFO ] [sig       ] IAG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:10.001724] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IAG.txt
[2025-10-10T00:32:10.002044] [INFO ] [sig       ] [920/1690] Completed IAG in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:10.002132] [INFO ] [sig       ] [921/1690] Forecasting IBM...
[2025-10-10T00:32:10.002204] [INFO ] [sig       ] Generating forecast for: IBM
[2025-10-10T00:32:10.002277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-10-10T00:32:10.012148] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IBM'.
[2025-10-10T00:32:10.012547] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-10-10T00:32:10.037769] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:10.038515] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-10-10T00:32:10.038594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:10.038699] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:10.038781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:10.038896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:10.055964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:10.056571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:10.056705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:10.056789] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:10.090694] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:10.090856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:10.090916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:10.090953] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:10.094038] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-10-10T00:32:10.094316] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-10-10T00:32:10.094450] [INFO ] [sig       ] IBM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:10.236410] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IBM.txt
[2025-10-10T00:32:10.236762] [INFO ] [sig       ] [921/1690] Completed IBM in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:10.236844] [INFO ] [sig       ] [922/1690] Forecasting IBN...
[2025-10-10T00:32:10.236913] [INFO ] [sig       ] Generating forecast for: IBN
[2025-10-10T00:32:10.237025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-10-10T00:32:10.246823] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IBN'.
[2025-10-10T00:32:10.247239] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-10-10T00:32:10.272767] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:10.273563] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-10-10T00:32:10.273666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:10.273741] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:10.273810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:10.273910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:10.290920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:10.291568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:10.291712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:10.291785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:10.330553] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:10.330763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:10.330826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:10.330861] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:10.334353] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-10-10T00:32:10.334676] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-10-10T00:32:10.334846] [INFO ] [sig       ] IBN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:10.480268] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IBN.txt
[2025-10-10T00:32:10.480677] [INFO ] [sig       ] [922/1690] Completed IBN in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.2m
[2025-10-10T00:32:10.480788] [INFO ] [sig       ] [923/1690] Forecasting IBP...
[2025-10-10T00:32:10.480860] [INFO ] [sig       ] Generating forecast for: IBP
[2025-10-10T00:32:10.480934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-10-10T00:32:10.490313] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IBP'.
[2025-10-10T00:32:10.490725] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-10-10T00:32:10.516339] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:10.517176] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-10-10T00:32:10.517254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:10.517344] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:10.517414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:10.517513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:10.534410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:10.535175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:10.535288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:10.535357] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:10.573936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:10.574157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:10.574206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:10.574240] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:10.577851] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-10-10T00:32:10.578174] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-10-10T00:32:10.578321] [INFO ] [sig       ] IBP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:10.729099] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IBP.txt
[2025-10-10T00:32:10.729503] [INFO ] [sig       ] [923/1690] Completed IBP in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:10.729587] [INFO ] [sig       ] [924/1690] Forecasting IBTA...
[2025-10-10T00:32:10.729679] [INFO ] [sig       ] Generating forecast for: IBTA
[2025-10-10T00:32:10.729752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'.
[2025-10-10T00:32:10.740467] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IBTA'.
[2025-10-10T00:32:10.740898] [INFO ] [FORECASTER] Starting predict_future for IBTA
[2025-10-10T00:32:10.766840] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:10.767608] [DEBUG] [LOCAL     ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt
[2025-10-10T00:32:10.767707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:10.767791] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:10.767870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:10.767995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:10.785159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:10.785926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:10.786035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:10.786105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:10.819843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:10.819984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:10.820025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:10.820057] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:10.823318] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-10-10T00:32:10.823609] [INFO ] [FORECASTER] Completed predict_future for IBTA
[2025-10-10T00:32:10.823781] [INFO ] [sig       ] IBTA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:10.966381] [INFO ] [LOCAL     ] Saved forecast: IBTA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IBTA.txt
[2025-10-10T00:32:10.966710] [INFO ] [sig       ] [924/1690] Completed IBTA in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:10.966810] [INFO ] [sig       ] [925/1690] Forecasting ICE...
[2025-10-10T00:32:10.966859] [INFO ] [sig       ] Generating forecast for: ICE
[2025-10-10T00:32:10.966925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-10-10T00:32:10.976015] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ICE'.
[2025-10-10T00:32:10.976411] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-10-10T00:32:11.001829] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:11.002598] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-10-10T00:32:11.002699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:11.002771] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:11.002841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:11.002939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:11.020050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:11.020623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:11.020751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:11.020819] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:11.055171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:11.055291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:11.055332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:11.055364] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:11.058692] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-10-10T00:32:11.058982] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-10-10T00:32:11.059118] [INFO ] [sig       ] ICE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:11.201541] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ICE.txt
[2025-10-10T00:32:11.201838] [INFO ] [sig       ] [925/1690] Completed ICE in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:11.201943] [INFO ] [sig       ] [926/1690] Forecasting ICL...
[2025-10-10T00:32:11.201992] [INFO ] [sig       ] Generating forecast for: ICL
[2025-10-10T00:32:11.202056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-10-10T00:32:11.211898] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ICL'.
[2025-10-10T00:32:11.212329] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-10-10T00:32:11.238821] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:11.239719] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-10-10T00:32:11.239799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:11.239874] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:11.239945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:11.240048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:11.258316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:11.259179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:11.259297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:11.259369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:11.293596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:11.293749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:11.293798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:11.293832] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:11.297016] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-10-10T00:32:11.297297] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-10-10T00:32:11.297442] [INFO ] [sig       ] ICL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:11.443753] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ICL.txt
[2025-10-10T00:32:11.444122] [INFO ] [sig       ] [926/1690] Completed ICL in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:11.444210] [INFO ] [sig       ] [927/1690] Forecasting IDA...
[2025-10-10T00:32:11.444283] [INFO ] [sig       ] Generating forecast for: IDA
[2025-10-10T00:32:11.444358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-10-10T00:32:11.454099] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IDA'.
[2025-10-10T00:32:11.454468] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-10-10T00:32:11.480169] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:11.480978] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-10-10T00:32:11.481059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:11.481133] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:11.481205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:11.481323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:11.501987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:11.503057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:11.503180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:11.503252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:11.547669] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:11.547874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:11.547981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:11.548029] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:11.556517] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-10-10T00:32:11.557000] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-10-10T00:32:11.557227] [INFO ] [sig       ] IDA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:11.732549] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IDA.txt
[2025-10-10T00:32:11.732992] [INFO ] [sig       ] [927/1690] Completed IDA in 0.3s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:11.733078] [INFO ] [sig       ] [928/1690] Forecasting IDE...
[2025-10-10T00:32:11.733150] [INFO ] [sig       ] Generating forecast for: IDE
[2025-10-10T00:32:11.733223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-10-10T00:32:11.745251] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IDE'.
[2025-10-10T00:32:11.745697] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-10-10T00:32:11.772019] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:11.772898] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-10-10T00:32:11.772977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:11.773057] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:11.773124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:11.773202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:11.790711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:11.791355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:11.791468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:11.791537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:11.826573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:11.826702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:11.826780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:11.826816] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:11.830160] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-10-10T00:32:11.830439] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-10-10T00:32:11.830583] [INFO ] [sig       ] IDE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:11.973670] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IDE.txt
[2025-10-10T00:32:11.973989] [INFO ] [sig       ] [928/1690] Completed IDE in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:11.974084] [INFO ] [sig       ] [929/1690] Forecasting IDT...
[2025-10-10T00:32:11.974155] [INFO ] [sig       ] Generating forecast for: IDT
[2025-10-10T00:32:11.974227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'.
[2025-10-10T00:32:11.984154] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IDT'.
[2025-10-10T00:32:11.984554] [INFO ] [FORECASTER] Starting predict_future for IDT
[2025-10-10T00:32:12.009957] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:12.010741] [DEBUG] [LOCAL     ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt
[2025-10-10T00:32:12.010819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:12.010893] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:12.010962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:12.011062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:12.028074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:12.028671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:12.028783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:12.028854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:12.067074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:12.067225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:12.067271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:12.067309] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:12.070773] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-10-10T00:32:12.071067] [INFO ] [FORECASTER] Completed predict_future for IDT
[2025-10-10T00:32:12.071219] [INFO ] [sig       ] IDT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:12.228518] [INFO ] [LOCAL     ] Saved forecast: IDT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IDT.txt
[2025-10-10T00:32:12.228903] [INFO ] [sig       ] [929/1690] Completed IDT in 0.3s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:12.228982] [INFO ] [sig       ] [930/1690] Forecasting IEX...
[2025-10-10T00:32:12.229050] [INFO ] [sig       ] Generating forecast for: IEX
[2025-10-10T00:32:12.229125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-10-10T00:32:12.240454] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IEX'.
[2025-10-10T00:32:12.240929] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-10-10T00:32:12.266973] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:12.267891] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-10-10T00:32:12.267998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:12.268076] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:12.268181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:12.268286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:12.286084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:12.286941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:12.287057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:12.287128] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:12.328556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:12.328772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:12.328837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:12.328873] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:12.332610] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-10-10T00:32:12.332948] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-10-10T00:32:12.333136] [INFO ] [sig       ] IEX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:12.500293] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IEX.txt
[2025-10-10T00:32:12.500731] [INFO ] [sig       ] [930/1690] Completed IEX in 0.3s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:12.500820] [INFO ] [sig       ] [931/1690] Forecasting IFF...
[2025-10-10T00:32:12.500904] [INFO ] [sig       ] Generating forecast for: IFF
[2025-10-10T00:32:12.500992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-10-10T00:32:12.510935] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IFF'.
[2025-10-10T00:32:12.511314] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-10-10T00:32:12.537246] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:12.538186] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-10-10T00:32:12.538267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:12.538344] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:12.538419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:12.538557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:12.556558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:12.557204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:12.557314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:12.557395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:12.591740] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:12.591943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:12.591993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:12.592026] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:12.595878] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-10-10T00:32:12.596182] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-10-10T00:32:12.596320] [INFO ] [sig       ] IFF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:12.741751] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IFF.txt
[2025-10-10T00:32:12.742073] [INFO ] [sig       ] [931/1690] Completed IFF in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:12.742176] [INFO ] [sig       ] [932/1690] Forecasting IFN...
[2025-10-10T00:32:12.742304] [INFO ] [sig       ] Generating forecast for: IFN
[2025-10-10T00:32:12.742376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-10-10T00:32:12.751599] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IFN'.
[2025-10-10T00:32:12.752066] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-10-10T00:32:12.779368] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:12.780339] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-10-10T00:32:12.780420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:12.780507] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:12.780592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:12.780744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:12.799270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:12.799968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:12.800094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:12.800168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:12.833868] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:12.834051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:12.834103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:12.834137] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:12.837671] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-10-10T00:32:12.838045] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-10-10T00:32:12.838199] [INFO ] [sig       ] IFN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:12.981636] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IFN.txt
[2025-10-10T00:32:12.981981] [INFO ] [sig       ] [932/1690] Completed IFN in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:12.982106] [INFO ] [sig       ] [933/1690] Forecasting IFS...
[2025-10-10T00:32:12.982189] [INFO ] [sig       ] Generating forecast for: IFS
[2025-10-10T00:32:12.982274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-10-10T00:32:12.991393] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IFS'.
[2025-10-10T00:32:12.991754] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-10-10T00:32:13.017053] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:13.017990] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-10-10T00:32:13.018079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:13.018153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:13.018248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:13.018350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:13.035992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:13.036820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:13.036930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:13.037010] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:13.071825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:13.072008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:13.072057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:13.072092] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:13.075579] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-10-10T00:32:13.075928] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-10-10T00:32:13.076095] [INFO ] [sig       ] IFS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:13.320011] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IFS.txt
[2025-10-10T00:32:13.320318] [INFO ] [sig       ] [933/1690] Completed IFS in 0.3s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:13.320392] [INFO ] [sig       ] [934/1690] Forecasting IGA...
[2025-10-10T00:32:13.320504] [INFO ] [sig       ] Generating forecast for: IGA
[2025-10-10T00:32:13.320575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-10-10T00:32:13.329987] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IGA'.
[2025-10-10T00:32:13.330340] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-10-10T00:32:13.355896] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:13.356755] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-10-10T00:32:13.356836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:13.356922] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:13.357005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:13.357118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:13.374627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:13.375419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:13.375534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:13.375617] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:13.411542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:13.411713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:13.411773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:13.411808] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:13.415060] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-10-10T00:32:13.415345] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-10-10T00:32:13.415480] [INFO ] [sig       ] IGA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:13.566804] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IGA.txt
[2025-10-10T00:32:13.567060] [INFO ] [sig       ] [934/1690] Completed IGA in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:13.567165] [INFO ] [sig       ] [935/1690] Forecasting IGD...
[2025-10-10T00:32:13.567255] [INFO ] [sig       ] Generating forecast for: IGD
[2025-10-10T00:32:13.567328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-10-10T00:32:13.576439] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IGD'.
[2025-10-10T00:32:13.576773] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-10-10T00:32:13.602373] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:13.603191] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-10-10T00:32:13.603272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:13.603346] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:13.603430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:13.603597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:13.621843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:13.622451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:13.622560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:13.622672] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:13.657631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:13.657747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:13.657809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:13.657843] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:13.660900] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-10-10T00:32:13.661177] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-10-10T00:32:13.661316] [INFO ] [sig       ] IGD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:13.814730] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IGD.txt
[2025-10-10T00:32:13.814970] [INFO ] [sig       ] [935/1690] Completed IGD in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:13.815051] [INFO ] [sig       ] [936/1690] Forecasting IGI...
[2025-10-10T00:32:13.815211] [INFO ] [sig       ] Generating forecast for: IGI
[2025-10-10T00:32:13.815289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-10-10T00:32:13.824102] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IGI'.
[2025-10-10T00:32:13.824412] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-10-10T00:32:13.850116] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:13.850989] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-10-10T00:32:13.851071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:13.851145] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:13.851283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:13.851389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:13.869389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:13.870043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:13.870151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:13.870237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:13.904448] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:13.904571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:13.904613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:13.904674] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:13.908034] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-10-10T00:32:13.908320] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-10-10T00:32:13.908465] [INFO ] [sig       ] IGI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:14.058480] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IGI.txt
[2025-10-10T00:32:14.058735] [INFO ] [sig       ] [936/1690] Completed IGI in 0.2s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:14.058846] [INFO ] [sig       ] [937/1690] Forecasting IGR...
[2025-10-10T00:32:14.058920] [INFO ] [sig       ] Generating forecast for: IGR
[2025-10-10T00:32:14.058995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-10-10T00:32:14.071606] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IGR'.
[2025-10-10T00:32:14.072095] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-10-10T00:32:14.099237] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:14.100089] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-10-10T00:32:14.100169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:14.100242] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:14.100339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:14.100496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:14.118359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:14.119049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:14.119157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:14.119241] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:14.157511] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:14.157637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:14.157726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:14.157766] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:14.161294] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-10-10T00:32:14.161612] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-10-10T00:32:14.161825] [INFO ] [sig       ] IGR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:14.315728] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IGR.txt
[2025-10-10T00:32:14.316056] [INFO ] [sig       ] [937/1690] Completed IGR in 0.3s | 4.06 sym/s | Total: 3.8m | ETA: 3.1m
[2025-10-10T00:32:14.316145] [INFO ] [sig       ] [938/1690] Forecasting IH...
[2025-10-10T00:32:14.316218] [INFO ] [sig       ] Generating forecast for: IH
[2025-10-10T00:32:14.316302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'.
[2025-10-10T00:32:14.325986] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IH'.
[2025-10-10T00:32:14.326299] [INFO ] [FORECASTER] Starting predict_future for IH
[2025-10-10T00:32:14.352737] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:14.353541] [DEBUG] [LOCAL     ] No optimal features file found for IH: ./output/feature-sets/IH.txt
[2025-10-10T00:32:14.353621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:14.353730] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:14.353812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:14.353941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:14.372092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:14.372741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:14.372850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:14.372935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:14.408792] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:14.408890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:14.408932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:14.408966] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:14.412155] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-10-10T00:32:14.412437] [INFO ] [FORECASTER] Completed predict_future for IH
[2025-10-10T00:32:14.412609] [INFO ] [sig       ] IH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:14.561442] [INFO ] [LOCAL     ] Saved forecast: IH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IH.txt
[2025-10-10T00:32:14.561725] [INFO ] [sig       ] [938/1690] Completed IH in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:14.561861] [INFO ] [sig       ] [939/1690] Forecasting IHD...
[2025-10-10T00:32:14.561934] [INFO ] [sig       ] Generating forecast for: IHD
[2025-10-10T00:32:14.562005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-10-10T00:32:14.571990] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IHD'.
[2025-10-10T00:32:14.572488] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-10-10T00:32:14.600091] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:14.601050] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-10-10T00:32:14.601140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:14.601217] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:14.601291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:14.601472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:14.622107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:14.623121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:14.623265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:14.623358] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:14.660677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:14.660894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:14.660946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:14.660981] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:14.664895] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-10-10T00:32:14.665216] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-10-10T00:32:14.665373] [INFO ] [sig       ] IHD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:14.818693] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IHD.txt
[2025-10-10T00:32:14.819057] [INFO ] [sig       ] [939/1690] Completed IHD in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:14.819139] [INFO ] [sig       ] [940/1690] Forecasting IHG...
[2025-10-10T00:32:14.819214] [INFO ] [sig       ] Generating forecast for: IHG
[2025-10-10T00:32:14.819305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-10-10T00:32:14.829114] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IHG'.
[2025-10-10T00:32:14.829510] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-10-10T00:32:14.855794] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:14.856601] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-10-10T00:32:14.856704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:14.856777] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:14.856826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:14.856938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:14.874605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:14.875204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:14.875308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:14.875357] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:14.910457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:14.910559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:14.910602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:14.910665] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:14.913881] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-10-10T00:32:14.914161] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-10-10T00:32:14.914304] [INFO ] [sig       ] IHG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:15.063340] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IHG.txt
[2025-10-10T00:32:15.063683] [INFO ] [sig       ] [940/1690] Completed IHG in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:15.063788] [INFO ] [sig       ] [941/1690] Forecasting IHS...
[2025-10-10T00:32:15.063862] [INFO ] [sig       ] Generating forecast for: IHS
[2025-10-10T00:32:15.063935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-10-10T00:32:15.073672] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IHS'.
[2025-10-10T00:32:15.074147] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-10-10T00:32:15.104660] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:15.105701] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-10-10T00:32:15.105784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:15.105855] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:15.105937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:15.106105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:15.123215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:15.124095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:15.124213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:15.124296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:15.162548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:15.162804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:15.162883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:15.162920] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:15.166666] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-10-10T00:32:15.166977] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-10-10T00:32:15.167131] [INFO ] [sig       ] IHS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:15.310877] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IHS.txt
[2025-10-10T00:32:15.311224] [INFO ] [sig       ] [941/1690] Completed IHS in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:15.311306] [INFO ] [sig       ] [942/1690] Forecasting IIF...
[2025-10-10T00:32:15.311376] [INFO ] [sig       ] Generating forecast for: IIF
[2025-10-10T00:32:15.311447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-10-10T00:32:15.321409] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IIF'.
[2025-10-10T00:32:15.321805] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-10-10T00:32:15.347818] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:15.348674] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-10-10T00:32:15.348755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:15.348830] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:15.348902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:15.349002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:15.367863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:15.368835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:15.368975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:15.369044] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:15.403216] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:15.403372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:15.403421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:15.403472] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:15.407093] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=56.37%)
[2025-10-10T00:32:15.407397] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-10-10T00:32:15.407541] [INFO ] [sig       ] IIF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:15.563131] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IIF.txt
[2025-10-10T00:32:15.563423] [INFO ] [sig       ] [942/1690] Completed IIF in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:15.563522] [INFO ] [sig       ] [943/1690] Forecasting IIM...
[2025-10-10T00:32:15.563598] [INFO ] [sig       ] Generating forecast for: IIM
[2025-10-10T00:32:15.563695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-10-10T00:32:15.572985] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IIM'.
[2025-10-10T00:32:15.573358] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-10-10T00:32:15.604714] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:15.605719] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-10-10T00:32:15.605803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:15.605889] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:15.605971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:15.606085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:15.624748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:15.625520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:15.625637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:15.625748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:15.662605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:15.662834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:15.662887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:15.662922] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:15.667864] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=99.92%)
[2025-10-10T00:32:15.668303] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-10-10T00:32:15.668471] [INFO ] [sig       ] IIM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:15.828006] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IIM.txt
[2025-10-10T00:32:15.828439] [INFO ] [sig       ] [943/1690] Completed IIM in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:15.828545] [INFO ] [sig       ] [944/1690] Forecasting IIPR...
[2025-10-10T00:32:15.828634] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-10-10T00:32:15.828763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-10-10T00:32:15.838733] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IIPR'.
[2025-10-10T00:32:15.839134] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-10-10T00:32:15.864993] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:15.865804] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-10-10T00:32:15.865883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:15.865957] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:15.866027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:15.866126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:15.884064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:15.884675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:15.884802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:15.884876] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:15.925524] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:15.925687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:15.925756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:15.925796] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:15.929272] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-10-10T00:32:15.929559] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-10-10T00:32:15.929737] [INFO ] [sig       ] IIPR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:16.073456] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IIPR.txt
[2025-10-10T00:32:16.073740] [INFO ] [sig       ] [944/1690] Completed IIPR in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:16.073853] [INFO ] [sig       ] [945/1690] Forecasting IMAX...
[2025-10-10T00:32:16.073923] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-10-10T00:32:16.074015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-10-10T00:32:16.083352] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IMAX'.
[2025-10-10T00:32:16.083708] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-10-10T00:32:16.114462] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:16.115320] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-10-10T00:32:16.115401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:16.115475] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:16.115544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:16.115702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:16.133949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:16.134710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:16.134825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:16.134896] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:16.172267] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:16.172446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:16.172491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:16.172527] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:16.176216] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-10-10T00:32:16.176523] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-10-10T00:32:16.176698] [INFO ] [sig       ] IMAX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:16.329239] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IMAX.txt
[2025-10-10T00:32:16.329562] [INFO ] [sig       ] [945/1690] Completed IMAX in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:16.329723] [INFO ] [sig       ] [946/1690] Forecasting INFA...
[2025-10-10T00:32:16.329811] [INFO ] [sig       ] Generating forecast for: INFA
[2025-10-10T00:32:16.329901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'.
[2025-10-10T00:32:16.340083] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INFA'.
[2025-10-10T00:32:16.340505] [INFO ] [FORECASTER] Starting predict_future for INFA
[2025-10-10T00:32:16.367170] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:16.368222] [DEBUG] [LOCAL     ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt
[2025-10-10T00:32:16.368308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:16.368399] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:16.368496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:16.368637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:16.386540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:16.387320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:16.387434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:16.387504] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:16.425795] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:16.426002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:16.426053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:16.426088] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:16.429854] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-10-10T00:32:16.430174] [INFO ] [FORECASTER] Completed predict_future for INFA
[2025-10-10T00:32:16.430321] [INFO ] [sig       ] INFA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:16.581627] [INFO ] [LOCAL     ] Saved forecast: INFA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INFA.txt
[2025-10-10T00:32:16.581917] [INFO ] [sig       ] [946/1690] Completed INFA in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:16.582020] [INFO ] [sig       ] [947/1690] Forecasting INFY...
[2025-10-10T00:32:16.582081] [INFO ] [sig       ] Generating forecast for: INFY
[2025-10-10T00:32:16.582151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-10-10T00:32:16.592022] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INFY'.
[2025-10-10T00:32:16.592440] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-10-10T00:32:16.622174] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:16.623137] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-10-10T00:32:16.623218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:16.623293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:16.623363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:16.623465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:16.644698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:16.645461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:16.645582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:16.645679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:16.686212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:16.686412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:16.686461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:16.686496] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:16.690835] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-10-10T00:32:16.691224] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-10-10T00:32:16.691388] [INFO ] [sig       ] INFY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:16.869266] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/INFY.txt
[2025-10-10T00:32:16.869596] [INFO ] [sig       ] [947/1690] Completed INFY in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.1m
[2025-10-10T00:32:16.869738] [INFO ] [sig       ] [948/1690] Forecasting ING...
[2025-10-10T00:32:16.869811] [INFO ] [sig       ] Generating forecast for: ING
[2025-10-10T00:32:16.869885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-10-10T00:32:16.879635] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ING'.
[2025-10-10T00:32:16.880022] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-10-10T00:32:16.905452] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:16.906249] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-10-10T00:32:16.906329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:16.906413] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:16.906493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:16.906608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:16.923636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:16.924258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:16.924366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:16.924447] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:16.957947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:16.958073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:16.958116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:16.958148] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:16.961346] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-10-10T00:32:16.961626] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-10-10T00:32:16.961821] [INFO ] [sig       ] ING: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:17.104184] [INFO ] [LOCAL     ] Saved forecast: ING	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ING.txt
[2025-10-10T00:32:17.104495] [INFO ] [sig       ] [948/1690] Completed ING in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:17.104608] [INFO ] [sig       ] [949/1690] Forecasting INGM...
[2025-10-10T00:32:17.104716] [INFO ] [sig       ] Generating forecast for: INGM
[2025-10-10T00:32:17.104806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'.
[2025-10-10T00:32:17.115787] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INGM'.
[2025-10-10T00:32:17.116432] [INFO ] [FORECASTER] Starting predict_future for INGM
[2025-10-10T00:32:17.146059] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:17.147084] [DEBUG] [LOCAL     ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt
[2025-10-10T00:32:17.147169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:17.147247] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:17.147319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:17.147425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:17.167117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:17.168229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:17.168363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:17.168445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:17.210691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:17.210983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:17.211070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:17.211147] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:17.215841] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-10-10T00:32:17.216225] [INFO ] [FORECASTER] Completed predict_future for INGM
[2025-10-10T00:32:17.216389] [INFO ] [sig       ] INGM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:17.367836] [INFO ] [LOCAL     ] Saved forecast: INGM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/INGM.txt
[2025-10-10T00:32:17.368227] [INFO ] [sig       ] [949/1690] Completed INGM in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:17.368309] [INFO ] [sig       ] [950/1690] Forecasting INGR...
[2025-10-10T00:32:17.368382] [INFO ] [sig       ] Generating forecast for: INGR
[2025-10-10T00:32:17.368455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-10-10T00:32:17.378388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INGR'.
[2025-10-10T00:32:17.378781] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-10-10T00:32:17.405149] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:17.405962] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-10-10T00:32:17.406040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:17.406111] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:17.406179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:17.406276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:17.423541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:17.424185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:17.424295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:17.424366] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:17.461531] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:17.461721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:17.461784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:17.461820] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:17.465341] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-10-10T00:32:17.465638] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-10-10T00:32:17.465880] [INFO ] [sig       ] INGR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:17.610847] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INGR.txt
[2025-10-10T00:32:17.611195] [INFO ] [sig       ] [950/1690] Completed INGR in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:17.611275] [INFO ] [sig       ] [951/1690] Forecasting INN...
[2025-10-10T00:32:17.611345] [INFO ] [sig       ] Generating forecast for: INN
[2025-10-10T00:32:17.611416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-10-10T00:32:17.620789] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INN'.
[2025-10-10T00:32:17.621324] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-10-10T00:32:17.653979] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:17.655143] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-10-10T00:32:17.655227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:17.655302] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:17.655373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:17.655511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:17.674202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:17.675180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:17.675298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:17.675370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:17.711808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:17.712039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:17.712089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:17.712124] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:17.715740] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-10-10T00:32:17.716065] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-10-10T00:32:17.716210] [INFO ] [sig       ] INN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:17.860788] [INFO ] [LOCAL     ] Saved forecast: INN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INN.txt
[2025-10-10T00:32:17.861153] [INFO ] [sig       ] [951/1690] Completed INN in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:17.861236] [INFO ] [sig       ] [952/1690] Forecasting INSP...
[2025-10-10T00:32:17.861308] [INFO ] [sig       ] Generating forecast for: INSP
[2025-10-10T00:32:17.861379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-10-10T00:32:17.871128] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INSP'.
[2025-10-10T00:32:17.871541] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-10-10T00:32:17.898407] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:17.899340] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-10-10T00:32:17.899423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:17.899496] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:17.899583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:17.899739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:17.917212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:17.918009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:17.918125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:17.918212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:17.955146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:17.955295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:17.955337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:17.955371] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:17.958799] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-10-10T00:32:17.959099] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-10-10T00:32:17.959240] [INFO ] [sig       ] INSP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:18.103787] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/INSP.txt
[2025-10-10T00:32:18.104059] [INFO ] [sig       ] [952/1690] Completed INSP in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:18.104183] [INFO ] [sig       ] [953/1690] Forecasting INSW...
[2025-10-10T00:32:18.104231] [INFO ] [sig       ] Generating forecast for: INSW
[2025-10-10T00:32:18.104309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-10-10T00:32:18.114671] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INSW'.
[2025-10-10T00:32:18.115048] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-10-10T00:32:18.140403] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:18.141189] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-10-10T00:32:18.141267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:18.141338] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:18.141405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:18.141502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:18.158397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:18.159016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:18.159121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:18.159194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:18.197941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:18.198117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:18.198202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:18.198261] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:18.203007] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-10-10T00:32:18.203335] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-10-10T00:32:18.203507] [INFO ] [sig       ] INSW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:18.347866] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INSW.txt
[2025-10-10T00:32:18.348148] [INFO ] [sig       ] [953/1690] Completed INSW in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:18.348251] [INFO ] [sig       ] [954/1690] Forecasting INVH...
[2025-10-10T00:32:18.348317] [INFO ] [sig       ] Generating forecast for: INVH
[2025-10-10T00:32:18.348415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-10-10T00:32:18.358601] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INVH'.
[2025-10-10T00:32:18.358954] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-10-10T00:32:18.385073] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:18.385941] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-10-10T00:32:18.386023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:18.386097] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:18.386181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:18.386296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:18.403545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:18.404245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:18.404368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:18.404458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:18.441943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:18.442051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:18.442092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:18.442125] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:18.445244] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-10-10T00:32:18.445568] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-10-10T00:32:18.445750] [INFO ] [sig       ] INVH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:18.588506] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INVH.txt
[2025-10-10T00:32:18.588854] [INFO ] [sig       ] [954/1690] Completed INVH in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:18.588963] [INFO ] [sig       ] [955/1690] Forecasting INVX...
[2025-10-10T00:32:18.589056] [INFO ] [sig       ] Generating forecast for: INVX
[2025-10-10T00:32:18.589150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'.
[2025-10-10T00:32:18.598972] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'INVX'.
[2025-10-10T00:32:18.599390] [INFO ] [FORECASTER] Starting predict_future for INVX
[2025-10-10T00:32:18.625244] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:18.626078] [DEBUG] [LOCAL     ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt
[2025-10-10T00:32:18.626159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:18.626232] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:18.626301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:18.626402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:18.644524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:18.645248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:18.645368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:18.645453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:18.679762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:18.679918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:18.679967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:18.680001] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:18.683494] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-10-10T00:32:18.683878] [INFO ] [FORECASTER] Completed predict_future for INVX
[2025-10-10T00:32:18.684051] [INFO ] [sig       ] INVX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:18.828943] [INFO ] [LOCAL     ] Saved forecast: INVX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/INVX.txt
[2025-10-10T00:32:18.829258] [INFO ] [sig       ] [955/1690] Completed INVX in 0.2s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:18.829341] [INFO ] [sig       ] [956/1690] Forecasting IONQ...
[2025-10-10T00:32:18.829412] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-10-10T00:32:18.829486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-10-10T00:32:18.838686] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IONQ'.
[2025-10-10T00:32:18.839065] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-10-10T00:32:18.865280] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:18.866135] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-10-10T00:32:18.866217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:18.866290] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:18.866359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:18.866460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:18.884573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:18.885507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:18.885633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:18.885730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:18.923670] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:18.923907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:18.923960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:18.924017] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:18.928133] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-10-10T00:32:18.928670] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-10-10T00:32:18.928947] [INFO ] [sig       ] IONQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:19.080129] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IONQ.txt
[2025-10-10T00:32:19.080458] [INFO ] [sig       ] [956/1690] Completed IONQ in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:19.080540] [INFO ] [sig       ] [957/1690] Forecasting IOT...
[2025-10-10T00:32:19.080610] [INFO ] [sig       ] Generating forecast for: IOT
[2025-10-10T00:32:19.080704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'.
[2025-10-10T00:32:19.090294] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IOT'.
[2025-10-10T00:32:19.090722] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-10-10T00:32:19.123530] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:19.124736] [DEBUG] [LOCAL     ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt
[2025-10-10T00:32:19.124818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:19.124890] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:19.124971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:19.125152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:19.142537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:19.143262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:19.143384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:19.143469] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:19.181468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:19.181610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:19.181681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:19.181742] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:19.185058] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-10-10T00:32:19.185352] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-10-10T00:32:19.185504] [INFO ] [sig       ] IOT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:19.332378] [INFO ] [LOCAL     ] Saved forecast: IOT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IOT.txt
[2025-10-10T00:32:19.332762] [INFO ] [sig       ] [957/1690] Completed IOT in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:19.332845] [INFO ] [sig       ] [958/1690] Forecasting IP...
[2025-10-10T00:32:19.332928] [INFO ] [sig       ] Generating forecast for: IP
[2025-10-10T00:32:19.333012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-10-10T00:32:19.343892] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IP'.
[2025-10-10T00:32:19.344279] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-10-10T00:32:19.371221] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:19.372128] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-10-10T00:32:19.372215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:19.372305] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:19.372411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:19.372566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:19.391066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:19.391950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:19.392061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:19.392146] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:19.432000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:19.432213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:19.432261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:19.432296] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:19.436129] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-10-10T00:32:19.436552] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-10-10T00:32:19.436765] [INFO ] [sig       ] IP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:19.585911] [INFO ] [LOCAL     ] Saved forecast: IP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IP.txt
[2025-10-10T00:32:19.586255] [INFO ] [sig       ] [958/1690] Completed IP in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:19.586336] [INFO ] [sig       ] [959/1690] Forecasting IPG...
[2025-10-10T00:32:19.586418] [INFO ] [sig       ] Generating forecast for: IPG
[2025-10-10T00:32:19.586502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-10-10T00:32:19.596208] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'IPG'.
[2025-10-10T00:32:19.596582] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-10-10T00:32:19.622565] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:19.623344] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-10-10T00:32:19.623424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:19.623510] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:19.623591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:19.623736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:19.642070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:19.642769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:19.642877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:19.642962] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:19.676702] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:19.676862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:19.676909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:19.676943] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:19.680458] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-10-10T00:32:19.680807] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-10-10T00:32:19.680966] [INFO ] [sig       ] IPG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:19.841430] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IPG.txt
[2025-10-10T00:32:19.841796] [INFO ] [sig       ] [959/1690] Completed IPG in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:19.841894] [INFO ] [sig       ] [960/1690] Forecasting IPI...
[2025-10-10T00:32:19.841979] [INFO ] [sig       ] Generating forecast for: IPI
[2025-10-10T00:32:19.842067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-10-10T00:32:19.852951] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IPI'.
[2025-10-10T00:32:19.853480] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-10-10T00:32:19.884706] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:19.885691] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-10-10T00:32:19.885777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:19.885853] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:19.885947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:19.886059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:19.907850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:19.908463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:19.908573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:19.908668] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:19.948587] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:19.948723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:19.948786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:19.948859] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:19.952840] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-10-10T00:32:19.953162] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-10-10T00:32:19.953341] [INFO ] [sig       ] IPI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:20.135786] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IPI.txt
[2025-10-10T00:32:20.136091] [INFO ] [sig       ] [960/1690] Completed IPI in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:20.136226] [INFO ] [sig       ] [961/1690] Forecasting IQI...
[2025-10-10T00:32:20.136311] [INFO ] [sig       ] Generating forecast for: IQI
[2025-10-10T00:32:20.136417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-10-10T00:32:20.146369] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IQI'.
[2025-10-10T00:32:20.146713] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-10-10T00:32:20.176801] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:20.177715] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-10-10T00:32:20.177797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:20.177893] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:20.178005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:20.178135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:20.198780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:20.199626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:20.199769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:20.199855] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:20.242729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:20.242864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:20.242909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:20.242944] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:20.246896] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-10-10T00:32:20.247299] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-10-10T00:32:20.247453] [INFO ] [sig       ] IQI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:20.405141] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IQI.txt
[2025-10-10T00:32:20.405491] [INFO ] [sig       ] [961/1690] Completed IQI in 0.3s | 4.06 sym/s | Total: 3.9m | ETA: 3.0m
[2025-10-10T00:32:20.405573] [INFO ] [sig       ] [962/1690] Forecasting IQV...
[2025-10-10T00:32:20.405673] [INFO ] [sig       ] Generating forecast for: IQV
[2025-10-10T00:32:20.405748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'.
[2025-10-10T00:32:20.414874] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'IQV'.
[2025-10-10T00:32:20.415191] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-10-10T00:32:20.440442] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:20.441181] [DEBUG] [LOCAL     ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt
[2025-10-10T00:32:20.441259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:20.441330] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:20.441399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:20.441499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:20.458594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:20.459193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:20.459300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:20.459368] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:20.494980] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:20.495170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:20.495218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:20.495251] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:20.498809] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-10-10T00:32:20.499107] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-10-10T00:32:20.499250] [INFO ] [sig       ] IQV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:20.641684] [INFO ] [LOCAL     ] Saved forecast: IQV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IQV.txt
[2025-10-10T00:32:20.642050] [INFO ] [sig       ] [962/1690] Completed IQV in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:20.642132] [INFO ] [sig       ] [963/1690] Forecasting IR...
[2025-10-10T00:32:20.642203] [INFO ] [sig       ] Generating forecast for: IR
[2025-10-10T00:32:20.642274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'.
[2025-10-10T00:32:20.651948] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IR'.
[2025-10-10T00:32:20.652420] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-10-10T00:32:20.678787] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:20.679683] [DEBUG] [LOCAL     ] No optimal features file found for IR: ./output/feature-sets/IR.txt
[2025-10-10T00:32:20.679779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:20.679883] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:20.679983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:20.680119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:20.697767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:20.698507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:20.698637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:20.698769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:20.741026] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:20.741251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:20.741303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:20.741340] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:20.745637] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-10-10T00:32:20.746003] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-10-10T00:32:20.746156] [INFO ] [sig       ] IR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:20.930200] [INFO ] [LOCAL     ] Saved forecast: IR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IR.txt
[2025-10-10T00:32:20.930669] [INFO ] [sig       ] [963/1690] Completed IR in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:20.930769] [INFO ] [sig       ] [964/1690] Forecasting IRM...
[2025-10-10T00:32:20.930869] [INFO ] [sig       ] Generating forecast for: IRM
[2025-10-10T00:32:20.930974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-10-10T00:32:20.940522] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IRM'.
[2025-10-10T00:32:20.941047] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-10-10T00:32:20.967076] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:20.968086] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-10-10T00:32:20.968186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:20.968291] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:20.968391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:20.968539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:20.986277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:20.987382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:20.987524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:20.987629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:21.028548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:21.028802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:21.028869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:21.028910] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:21.033109] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-10-10T00:32:21.033439] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-10-10T00:32:21.033593] [INFO ] [sig       ] IRM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:21.184689] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IRM.txt
[2025-10-10T00:32:21.184993] [INFO ] [sig       ] [964/1690] Completed IRM in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:21.185095] [INFO ] [sig       ] [965/1690] Forecasting IRS...
[2025-10-10T00:32:21.185180] [INFO ] [sig       ] Generating forecast for: IRS
[2025-10-10T00:32:21.185255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-10-10T00:32:21.194333] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IRS'.
[2025-10-10T00:32:21.194629] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-10-10T00:32:21.219710] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:21.220404] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-10-10T00:32:21.220483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:21.220554] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:21.220623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:21.220748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:21.238009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:21.238623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:21.238769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:21.238838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:21.275243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:21.275340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:21.275380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:21.275412] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:21.278503] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-10-10T00:32:21.278820] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-10-10T00:32:21.278972] [INFO ] [sig       ] IRS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:21.420176] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IRS.txt
[2025-10-10T00:32:21.420422] [INFO ] [sig       ] [965/1690] Completed IRS in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:21.420525] [INFO ] [sig       ] [966/1690] Forecasting IRT...
[2025-10-10T00:32:21.420578] [INFO ] [sig       ] Generating forecast for: IRT
[2025-10-10T00:32:21.420664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'.
[2025-10-10T00:32:21.429822] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IRT'.
[2025-10-10T00:32:21.430121] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-10-10T00:32:21.455322] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:21.456096] [DEBUG] [LOCAL     ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt
[2025-10-10T00:32:21.456174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:21.456245] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:21.456327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:21.456445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:21.473604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:21.474236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:21.474340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:21.474424] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:21.512282] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:21.512388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:21.512428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:21.512461] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:21.515633] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-10-10T00:32:21.515960] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-10-10T00:32:21.516103] [INFO ] [sig       ] IRT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:21.657402] [INFO ] [LOCAL     ] Saved forecast: IRT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IRT.txt
[2025-10-10T00:32:21.657712] [INFO ] [sig       ] [966/1690] Completed IRT in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:21.657794] [INFO ] [sig       ] [967/1690] Forecasting ISD...
[2025-10-10T00:32:21.657958] [INFO ] [sig       ] Generating forecast for: ISD
[2025-10-10T00:32:21.658011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-10-10T00:32:21.667125] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ISD'.
[2025-10-10T00:32:21.667414] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-10-10T00:32:21.692508] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:21.693295] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-10-10T00:32:21.693388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:21.693461] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:21.693542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:21.693667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:21.711140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:21.711784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:21.711887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:21.711956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:21.746548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:21.746751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:21.746814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:21.746849] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:21.750350] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-10-10T00:32:21.750637] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-10-10T00:32:21.750840] [INFO ] [sig       ] ISD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:21.893965] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ISD.txt
[2025-10-10T00:32:21.894242] [INFO ] [sig       ] [967/1690] Completed ISD in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:21.894341] [INFO ] [sig       ] [968/1690] Forecasting IT...
[2025-10-10T00:32:21.894411] [INFO ] [sig       ] Generating forecast for: IT
[2025-10-10T00:32:21.894492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'.
[2025-10-10T00:32:21.904407] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'IT'.
[2025-10-10T00:32:21.904938] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-10-10T00:32:21.931546] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:21.932356] [DEBUG] [LOCAL     ] No optimal features file found for IT: ./output/feature-sets/IT.txt
[2025-10-10T00:32:21.932436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:21.932510] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:21.932579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:21.932705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:21.951073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:21.951739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:21.951858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:21.951929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:21.993134] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:21.993306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:21.993360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:21.993394] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:21.996987] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-10-10T00:32:21.997276] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-10-10T00:32:21.997419] [INFO ] [sig       ] IT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:22.153937] [INFO ] [LOCAL     ] Saved forecast: IT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IT.txt
[2025-10-10T00:32:22.154220] [INFO ] [sig       ] [968/1690] Completed IT in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:22.154343] [INFO ] [sig       ] [969/1690] Forecasting ITGR...
[2025-10-10T00:32:22.154413] [INFO ] [sig       ] Generating forecast for: ITGR
[2025-10-10T00:32:22.154530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'.
[2025-10-10T00:32:22.164806] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ITGR'.
[2025-10-10T00:32:22.165157] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-10-10T00:32:22.190693] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:22.191396] [DEBUG] [LOCAL     ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt
[2025-10-10T00:32:22.191474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:22.191545] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:22.191614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:22.191739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:22.209014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:22.209585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:22.209715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:22.209788] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:22.247017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:22.247128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:22.247170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:22.247202] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:22.250378] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-10-10T00:32:22.250682] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-10-10T00:32:22.250849] [INFO ] [sig       ] ITGR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:22.392906] [INFO ] [LOCAL     ] Saved forecast: ITGR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ITGR.txt
[2025-10-10T00:32:22.393196] [INFO ] [sig       ] [969/1690] Completed ITGR in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:22.393276] [INFO ] [sig       ] [970/1690] Forecasting ITT...
[2025-10-10T00:32:22.393346] [INFO ] [sig       ] Generating forecast for: ITT
[2025-10-10T00:32:22.393418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'.
[2025-10-10T00:32:22.403939] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ITT'.
[2025-10-10T00:32:22.404396] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-10-10T00:32:22.431219] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:22.432015] [DEBUG] [LOCAL     ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt
[2025-10-10T00:32:22.432099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:22.432175] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:22.432262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:22.432398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:22.450400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:22.451076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:22.451192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:22.451279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:22.495760] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:22.495890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:22.495981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:22.496036] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:22.499777] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-10-10T00:32:22.500150] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-10-10T00:32:22.500320] [INFO ] [sig       ] ITT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:22.657257] [INFO ] [LOCAL     ] Saved forecast: ITT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ITT.txt
[2025-10-10T00:32:22.657547] [INFO ] [sig       ] [970/1690] Completed ITT in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:22.657630] [INFO ] [sig       ] [971/1690] Forecasting ITUB...
[2025-10-10T00:32:22.657721] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-10-10T00:32:22.657792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-10-10T00:32:22.667628] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ITUB'.
[2025-10-10T00:32:22.668090] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-10-10T00:32:22.693484] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:22.694232] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-10-10T00:32:22.694310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:22.694382] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:22.694450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:22.694527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:22.711456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:22.712069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:22.712182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:22.712251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:22.749285] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:22.749394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:22.749435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:22.749466] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:22.752590] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-10-10T00:32:22.752904] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-10-10T00:32:22.753054] [INFO ] [sig       ] ITUB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:22.894885] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ITUB.txt
[2025-10-10T00:32:22.895217] [INFO ] [sig       ] [971/1690] Completed ITUB in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 3.0m
[2025-10-10T00:32:22.895298] [INFO ] [sig       ] [972/1690] Forecasting ITW...
[2025-10-10T00:32:22.895368] [INFO ] [sig       ] Generating forecast for: ITW
[2025-10-10T00:32:22.895439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-10-10T00:32:22.905816] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ITW'.
[2025-10-10T00:32:22.906250] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-10-10T00:32:22.937137] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:22.938378] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-10-10T00:32:22.938482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:22.938557] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:22.938627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:22.938754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:22.956510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:22.957374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:22.957513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:22.957563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:22.993229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:22.993458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:22.993506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:22.993540] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:22.997150] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-10-10T00:32:22.997446] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-10-10T00:32:22.997587] [INFO ] [sig       ] ITW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:23.137441] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ITW.txt
[2025-10-10T00:32:23.137759] [INFO ] [sig       ] [972/1690] Completed ITW in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:23.137837] [INFO ] [sig       ] [973/1690] Forecasting IVR...
[2025-10-10T00:32:23.137941] [INFO ] [sig       ] Generating forecast for: IVR
[2025-10-10T00:32:23.138013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-10-10T00:32:23.147156] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IVR'.
[2025-10-10T00:32:23.147468] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-10-10T00:32:23.172462] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:23.173275] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-10-10T00:32:23.173352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:23.173423] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:23.173492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:23.173590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:23.190555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:23.191150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:23.191255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:23.191324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:23.226587] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:23.226733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:23.226791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:23.226826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:23.230045] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-10-10T00:32:23.230327] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-10-10T00:32:23.230469] [INFO ] [sig       ] IVR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:23.372182] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IVR.txt
[2025-10-10T00:32:23.372479] [INFO ] [sig       ] [973/1690] Completed IVR in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:23.372563] [INFO ] [sig       ] [974/1690] Forecasting IVT...
[2025-10-10T00:32:23.372631] [INFO ] [sig       ] Generating forecast for: IVT
[2025-10-10T00:32:23.372718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-10-10T00:32:23.382410] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IVT'.
[2025-10-10T00:32:23.382835] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-10-10T00:32:23.409719] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:23.410561] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-10-10T00:32:23.410690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:23.410781] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:23.410864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:23.410981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:23.428291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:23.429371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:23.429502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:23.429609] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:23.468852] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:23.469017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:23.469061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:23.469094] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:23.472392] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-10-10T00:32:23.472717] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-10-10T00:32:23.472873] [INFO ] [sig       ] IVT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:23.616031] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IVT.txt
[2025-10-10T00:32:23.616415] [INFO ] [sig       ] [974/1690] Completed IVT in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:23.616500] [INFO ] [sig       ] [975/1690] Forecasting IVZ...
[2025-10-10T00:32:23.616595] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-10-10T00:32:23.616709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-10-10T00:32:23.625764] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IVZ'.
[2025-10-10T00:32:23.626090] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-10-10T00:32:23.651234] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:23.651992] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-10-10T00:32:23.652069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:23.652140] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:23.652207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:23.652304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:23.669444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:23.670062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:23.670179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:23.670251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:23.705954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:23.706080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:23.706122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:23.706155] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:23.709411] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-10-10T00:32:23.709721] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-10-10T00:32:23.709875] [INFO ] [sig       ] IVZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:23.857721] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/IVZ.txt
[2025-10-10T00:32:23.858097] [INFO ] [sig       ] [975/1690] Completed IVZ in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:23.858178] [INFO ] [sig       ] [976/1690] Forecasting IX...
[2025-10-10T00:32:23.858248] [INFO ] [sig       ] Generating forecast for: IX
[2025-10-10T00:32:23.858326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-10-10T00:32:23.867360] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'IX'.
[2025-10-10T00:32:23.867722] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-10-10T00:32:23.893741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:23.894548] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-10-10T00:32:23.894629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:23.894731] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:23.894802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:23.894904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:23.912734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:23.913466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:23.913578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:23.913668] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:23.949636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:23.949896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:23.949950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:23.949987] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:23.953964] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-10-10T00:32:23.954377] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-10-10T00:32:23.954564] [INFO ] [sig       ] IX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:24.107523] [INFO ] [LOCAL     ] Saved forecast: IX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/IX.txt
[2025-10-10T00:32:24.107955] [INFO ] [sig       ] [976/1690] Completed IX in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:24.108040] [INFO ] [sig       ] [977/1690] Forecasting J...
[2025-10-10T00:32:24.108125] [INFO ] [sig       ] Generating forecast for: J
[2025-10-10T00:32:24.108215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-10-10T00:32:24.118813] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'J'.
[2025-10-10T00:32:24.119259] [INFO ] [FORECASTER] Starting predict_future for J
[2025-10-10T00:32:24.145829] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:24.146703] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-10-10T00:32:24.146790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:24.146886] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:24.146995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:24.147175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:24.164436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:24.165361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:24.165489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:24.165594] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:24.208590] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:24.208829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:24.208889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:24.208930] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:24.213027] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-10-10T00:32:24.213370] [INFO ] [FORECASTER] Completed predict_future for J
[2025-10-10T00:32:24.213540] [INFO ] [sig       ] J: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:24.358239] [INFO ] [LOCAL     ] Saved forecast: J	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/J.txt
[2025-10-10T00:32:24.358579] [INFO ] [sig       ] [977/1690] Completed J in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:24.358684] [INFO ] [sig       ] [978/1690] Forecasting JBGS...
[2025-10-10T00:32:24.358767] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-10-10T00:32:24.358853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-10-10T00:32:24.369045] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JBGS'.
[2025-10-10T00:32:24.369502] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-10-10T00:32:24.396397] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:24.397370] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-10-10T00:32:24.397452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:24.397527] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:24.397597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:24.397721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:24.417726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:24.418421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:24.418534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:24.418606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:24.457470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:24.457676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:24.457750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:24.457788] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:24.461374] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-10-10T00:32:24.461707] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-10-10T00:32:24.461893] [INFO ] [sig       ] JBGS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:24.614498] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JBGS.txt
[2025-10-10T00:32:24.614854] [INFO ] [sig       ] [978/1690] Completed JBGS in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:24.614936] [INFO ] [sig       ] [979/1690] Forecasting JBI...
[2025-10-10T00:32:24.615004] [INFO ] [sig       ] Generating forecast for: JBI
[2025-10-10T00:32:24.615077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-10-10T00:32:24.624982] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JBI'.
[2025-10-10T00:32:24.625530] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-10-10T00:32:24.653423] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:24.654316] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-10-10T00:32:24.654396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:24.654469] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:24.654536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:24.654635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:24.672968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:24.673968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:24.674087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:24.674157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:24.716010] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:24.716242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:24.716294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:24.716332] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:24.720739] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-10-10T00:32:24.721120] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-10-10T00:32:24.721286] [INFO ] [sig       ] JBI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:24.870137] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JBI.txt
[2025-10-10T00:32:24.870486] [INFO ] [sig       ] [979/1690] Completed JBI in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:24.870569] [INFO ] [sig       ] [980/1690] Forecasting JBL...
[2025-10-10T00:32:24.870666] [INFO ] [sig       ] Generating forecast for: JBL
[2025-10-10T00:32:24.870740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-10-10T00:32:24.879505] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JBL'.
[2025-10-10T00:32:24.879869] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-10-10T00:32:24.905460] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:24.906342] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-10-10T00:32:24.906431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:24.906505] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:24.906579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:24.906725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:24.924390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:24.925000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:24.925106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:24.925172] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:24.966585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:24.966715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:24.966783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:24.966822] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:24.970220] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-10-10T00:32:24.970490] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-10-10T00:32:24.970619] [INFO ] [sig       ] JBL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:25.114226] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JBL.txt
[2025-10-10T00:32:25.114503] [INFO ] [sig       ] [980/1690] Completed JBL in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:25.114574] [INFO ] [sig       ] [981/1690] Forecasting JBND...
[2025-10-10T00:32:25.114636] [INFO ] [sig       ] Generating forecast for: JBND
[2025-10-10T00:32:25.114745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-10-10T00:32:25.123692] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JBND'.
[2025-10-10T00:32:25.123985] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-10-10T00:32:25.149103] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:25.149912] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-10-10T00:32:25.149991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:25.150074] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:25.150142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:25.150239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:25.167171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:25.167780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:25.167883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:25.167973] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:25.203348] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:25.203492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:25.203543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:25.203577] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:25.206850] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-10-10T00:32:25.207130] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-10-10T00:32:25.207260] [INFO ] [sig       ] JBND: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:25.352094] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JBND.txt
[2025-10-10T00:32:25.352338] [INFO ] [sig       ] [981/1690] Completed JBND in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:25.352440] [INFO ] [sig       ] [982/1690] Forecasting JCE...
[2025-10-10T00:32:25.352507] [INFO ] [sig       ] Generating forecast for: JCE
[2025-10-10T00:32:25.352578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-10-10T00:32:25.361156] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JCE'.
[2025-10-10T00:32:25.361450] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-10-10T00:32:25.387712] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:25.388497] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-10-10T00:32:25.388585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:25.388680] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:25.388740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:25.388849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:25.406438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:25.407089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:25.407195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:25.407284] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:25.439842] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:25.439937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:25.439978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:25.440012] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:25.443034] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-10-10T00:32:25.443305] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-10-10T00:32:25.443434] [INFO ] [sig       ] JCE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:25.585975] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JCE.txt
[2025-10-10T00:32:25.586242] [INFO ] [sig       ] [982/1690] Completed JCE in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:25.586349] [INFO ] [sig       ] [983/1690] Forecasting JCI...
[2025-10-10T00:32:25.586424] [INFO ] [sig       ] Generating forecast for: JCI
[2025-10-10T00:32:25.586500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-10-10T00:32:25.596957] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JCI'.
[2025-10-10T00:32:25.597355] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-10-10T00:32:25.622980] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:25.623753] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-10-10T00:32:25.623832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:25.623904] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:25.623972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:25.624071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:25.641302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:25.641948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:25.642057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:25.642126] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:25.680602] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:25.680803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:25.680868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:25.680906] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:25.684362] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-10-10T00:32:25.684713] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-10-10T00:32:25.684893] [INFO ] [sig       ] JCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:25.839563] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JCI.txt
[2025-10-10T00:32:25.839946] [INFO ] [sig       ] [983/1690] Completed JCI in 0.3s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:25.840026] [INFO ] [sig       ] [984/1690] Forecasting JEF...
[2025-10-10T00:32:25.840096] [INFO ] [sig       ] Generating forecast for: JEF
[2025-10-10T00:32:25.840166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-10-10T00:32:25.849944] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JEF'.
[2025-10-10T00:32:25.850337] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-10-10T00:32:25.875478] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:25.876285] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-10-10T00:32:25.876366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:25.876438] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:25.876508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:25.876686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:25.893768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:25.894379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:25.894487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:25.894568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:25.933514] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:25.933621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:25.933696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:25.933752] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:25.936890] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-10-10T00:32:25.937163] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-10-10T00:32:25.937300] [INFO ] [sig       ] JEF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:26.079918] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JEF.txt
[2025-10-10T00:32:26.080227] [INFO ] [sig       ] [984/1690] Completed JEF in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:26.080351] [INFO ] [sig       ] [985/1690] Forecasting JELD...
[2025-10-10T00:32:26.080422] [INFO ] [sig       ] Generating forecast for: JELD
[2025-10-10T00:32:26.080528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-10-10T00:32:26.090325] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JELD'.
[2025-10-10T00:32:26.090735] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-10-10T00:32:26.117162] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:26.118045] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-10-10T00:32:26.118127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:26.118215] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:26.118297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:26.118428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:26.137234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:26.138055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:26.138170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:26.138252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:26.174720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:26.174855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:26.174904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:26.174941] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:26.178265] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-10-10T00:32:26.178555] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-10-10T00:32:26.178727] [INFO ] [sig       ] JELD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:26.327503] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JELD.txt
[2025-10-10T00:32:26.327940] [INFO ] [sig       ] [985/1690] Completed JELD in 0.2s | 4.06 sym/s | Total: 4.0m | ETA: 2.9m
[2025-10-10T00:32:26.328030] [INFO ] [sig       ] [986/1690] Forecasting JEQ...
[2025-10-10T00:32:26.328164] [INFO ] [sig       ] Generating forecast for: JEQ
[2025-10-10T00:32:26.328240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'.
[2025-10-10T00:32:26.337985] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JEQ'.
[2025-10-10T00:32:26.338405] [INFO ] [FORECASTER] Starting predict_future for JEQ
[2025-10-10T00:32:26.363972] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:26.364758] [DEBUG] [LOCAL     ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt
[2025-10-10T00:32:26.364839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:26.364913] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:26.364999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:26.365115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:26.382539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:26.383180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:26.383293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:26.383378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:26.419340] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:26.419474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:26.419516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:26.419549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:26.422728] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-10-10T00:32:26.423013] [INFO ] [FORECASTER] Completed predict_future for JEQ
[2025-10-10T00:32:26.423156] [INFO ] [sig       ] JEQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:26.564715] [INFO ] [LOCAL     ] Saved forecast: JEQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JEQ.txt
[2025-10-10T00:32:26.565061] [INFO ] [sig       ] [986/1690] Completed JEQ in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:26.565135] [INFO ] [sig       ] [987/1690] Forecasting JFR...
[2025-10-10T00:32:26.565215] [INFO ] [sig       ] Generating forecast for: JFR
[2025-10-10T00:32:26.565302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-10-10T00:32:26.574685] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JFR'.
[2025-10-10T00:32:26.575022] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-10-10T00:32:26.600402] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:26.601225] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-10-10T00:32:26.601313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:26.601401] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:26.601485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:26.601599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:26.619072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:26.619902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:26.620016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:26.620100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:26.670954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:26.671172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:26.671221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:26.671254] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:26.675010] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-10-10T00:32:26.675341] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-10-10T00:32:26.675489] [INFO ] [sig       ] JFR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:26.821083] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JFR.txt
[2025-10-10T00:32:26.821385] [INFO ] [sig       ] [987/1690] Completed JFR in 0.3s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:26.821516] [INFO ] [sig       ] [988/1690] Forecasting JGH...
[2025-10-10T00:32:26.821586] [INFO ] [sig       ] Generating forecast for: JGH
[2025-10-10T00:32:26.821758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'.
[2025-10-10T00:32:26.831182] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JGH'.
[2025-10-10T00:32:26.831592] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-10-10T00:32:26.857201] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:26.858167] [DEBUG] [LOCAL     ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt
[2025-10-10T00:32:26.858249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:26.858339] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:26.858407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:26.858596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:26.876069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:26.877016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:26.877137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:26.877222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:26.913979] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:26.914239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:26.914299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:26.914334] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:26.917919] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-10-10T00:32:26.918223] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-10-10T00:32:26.918362] [INFO ] [sig       ] JGH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:27.060346] [INFO ] [LOCAL     ] Saved forecast: JGH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JGH.txt
[2025-10-10T00:32:27.060627] [INFO ] [sig       ] [988/1690] Completed JGH in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:27.060717] [INFO ] [sig       ] [989/1690] Forecasting JHG...
[2025-10-10T00:32:27.060827] [INFO ] [sig       ] Generating forecast for: JHG
[2025-10-10T00:32:27.060912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-10-10T00:32:27.070584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JHG'.
[2025-10-10T00:32:27.070977] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-10-10T00:32:27.097114] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:27.098135] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-10-10T00:32:27.098219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:27.098291] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:27.098358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:27.098458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:27.116272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:27.116960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:27.117077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:27.117148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:27.155721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:27.155865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:27.155912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:27.155947] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:27.159661] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-10-10T00:32:27.159968] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-10-10T00:32:27.160116] [INFO ] [sig       ] JHG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:27.306085] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JHG.txt
[2025-10-10T00:32:27.306443] [INFO ] [sig       ] [989/1690] Completed JHG in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:27.306521] [INFO ] [sig       ] [990/1690] Forecasting JHI...
[2025-10-10T00:32:27.306593] [INFO ] [sig       ] Generating forecast for: JHI
[2025-10-10T00:32:27.306691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-10-10T00:32:27.319276] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JHI'.
[2025-10-10T00:32:27.319831] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-10-10T00:32:27.349889] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:27.350961] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-10-10T00:32:27.351051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:27.351129] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:27.351216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:27.351341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:27.372488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:27.373445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:27.373584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:27.373697] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:27.423672] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:27.423876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:27.423924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:27.423958] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:27.428604] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-10-10T00:32:27.428953] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-10-10T00:32:27.429167] [INFO ] [sig       ] JHI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:27.594197] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JHI.txt
[2025-10-10T00:32:27.594504] [INFO ] [sig       ] [990/1690] Completed JHI in 0.3s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:27.594577] [INFO ] [sig       ] [991/1690] Forecasting JHS...
[2025-10-10T00:32:27.594665] [INFO ] [sig       ] Generating forecast for: JHS
[2025-10-10T00:32:27.594738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-10-10T00:32:27.603516] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JHS'.
[2025-10-10T00:32:27.603862] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-10-10T00:32:27.629381] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:27.630203] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-10-10T00:32:27.630286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:27.630359] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:27.630443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:27.630559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:27.648052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:27.648725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:27.648839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:27.648913] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:27.690167] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:27.690266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:27.690306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:27.690345] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:27.693446] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-10-10T00:32:27.693767] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-10-10T00:32:27.693940] [INFO ] [sig       ] JHS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:27.835275] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JHS.txt
[2025-10-10T00:32:27.835549] [INFO ] [sig       ] [991/1690] Completed JHS in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:27.835683] [INFO ] [sig       ] [992/1690] Forecasting JHX...
[2025-10-10T00:32:27.835755] [INFO ] [sig       ] Generating forecast for: JHX
[2025-10-10T00:32:27.835830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-10-10T00:32:27.848082] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JHX'.
[2025-10-10T00:32:27.848424] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-10-10T00:32:27.873447] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:27.874217] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-10-10T00:32:27.874296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:27.874368] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:27.874433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:27.874529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:27.891911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:27.892485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:27.892590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:27.892683] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:27.934635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:27.934750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:27.934793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:27.934826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:27.937885] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-10-10T00:32:27.938181] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-10-10T00:32:27.938321] [INFO ] [sig       ] JHX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:28.079135] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JHX.txt
[2025-10-10T00:32:28.079424] [INFO ] [sig       ] [992/1690] Completed JHX in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:28.079496] [INFO ] [sig       ] [993/1690] Forecasting JILL...
[2025-10-10T00:32:28.079558] [INFO ] [sig       ] Generating forecast for: JILL
[2025-10-10T00:32:28.079626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-10-10T00:32:28.088873] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JILL'.
[2025-10-10T00:32:28.089194] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-10-10T00:32:28.114622] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:28.115371] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-10-10T00:32:28.115451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:28.115524] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:28.115593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:28.115721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:28.133140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:28.133766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:28.133880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:28.133951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:28.174360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:28.174454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:28.174515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:28.174553] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:28.177671] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-10-10T00:32:28.177987] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-10-10T00:32:28.178141] [INFO ] [sig       ] JILL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:28.322158] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JILL.txt
[2025-10-10T00:32:28.322432] [INFO ] [sig       ] [993/1690] Completed JILL in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:28.322529] [INFO ] [sig       ] [994/1690] Forecasting JKS...
[2025-10-10T00:32:28.322599] [INFO ] [sig       ] Generating forecast for: JKS
[2025-10-10T00:32:28.322698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-10-10T00:32:28.332081] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JKS'.
[2025-10-10T00:32:28.332363] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-10-10T00:32:28.357411] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:28.358191] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-10-10T00:32:28.358270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:28.358342] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:28.358411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:28.358512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:28.375779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:28.376352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:28.376460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:28.376530] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:28.416600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:28.416756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:28.416825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:28.416867] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:28.420100] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-10-10T00:32:28.420381] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-10-10T00:32:28.420519] [INFO ] [sig       ] JKS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:28.562106] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JKS.txt
[2025-10-10T00:32:28.562413] [INFO ] [sig       ] [994/1690] Completed JKS in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:28.562493] [INFO ] [sig       ] [995/1690] Forecasting JLL...
[2025-10-10T00:32:28.562565] [INFO ] [sig       ] Generating forecast for: JLL
[2025-10-10T00:32:28.562637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-10-10T00:32:28.571558] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JLL'.
[2025-10-10T00:32:28.571886] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-10-10T00:32:28.596973] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:28.597757] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-10-10T00:32:28.597833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:28.597919] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:28.598016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:28.598156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:28.615425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:28.616059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:28.616164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:28.616243] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:28.658755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:28.658876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:28.658924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:28.658962] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:28.662054] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-10-10T00:32:28.662327] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-10-10T00:32:28.662472] [INFO ] [sig       ] JLL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:28.804484] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JLL.txt
[2025-10-10T00:32:28.804805] [INFO ] [sig       ] [995/1690] Completed JLL in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:28.804908] [INFO ] [sig       ] [996/1690] Forecasting JLS...
[2025-10-10T00:32:28.804982] [INFO ] [sig       ] Generating forecast for: JLS
[2025-10-10T00:32:28.805055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-10-10T00:32:28.814085] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JLS'.
[2025-10-10T00:32:28.814383] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-10-10T00:32:28.839469] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:28.840204] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-10-10T00:32:28.840281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:28.840352] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:28.840421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:28.840517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:28.857567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:28.858228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:28.858337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:28.858406] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:28.898596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:28.898722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:28.898780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:28.898813] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:28.901922] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-10-10T00:32:28.902197] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-10-10T00:32:28.902339] [INFO ] [sig       ] JLS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:29.043299] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JLS.txt
[2025-10-10T00:32:29.043558] [INFO ] [sig       ] [996/1690] Completed JLS in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.9m
[2025-10-10T00:32:29.043674] [INFO ] [sig       ] [997/1690] Forecasting JMIA...
[2025-10-10T00:32:29.043745] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-10-10T00:32:29.043814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-10-10T00:32:29.053403] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JMIA'.
[2025-10-10T00:32:29.053772] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-10-10T00:32:29.078957] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:29.079678] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-10-10T00:32:29.079757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:29.079833] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:29.079902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:29.079998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:29.097486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:29.098209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:29.098318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:29.098390] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:29.140470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:29.140576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:29.140618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:29.140680] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:29.143857] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-10-10T00:32:29.144134] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-10-10T00:32:29.144273] [INFO ] [sig       ] JMIA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:29.288669] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JMIA.txt
[2025-10-10T00:32:29.289047] [INFO ] [sig       ] [997/1690] Completed JMIA in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:29.289129] [INFO ] [sig       ] [998/1690] Forecasting JNJ...
[2025-10-10T00:32:29.289201] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-10-10T00:32:29.289273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-10-10T00:32:29.298946] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JNJ'.
[2025-10-10T00:32:29.299340] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-10-10T00:32:29.324737] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:29.325489] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-10-10T00:32:29.325569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:29.325667] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:29.325739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:29.325874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:29.343056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:29.343682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:29.343789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:29.343860] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:29.387370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:29.387476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:29.387517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:29.387549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:29.390762] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-10-10T00:32:29.391040] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-10-10T00:32:29.391178] [INFO ] [sig       ] JNJ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:29.532528] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JNJ.txt
[2025-10-10T00:32:29.532881] [INFO ] [sig       ] [998/1690] Completed JNJ in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:29.532981] [INFO ] [sig       ] [999/1690] Forecasting JOBY...
[2025-10-10T00:32:29.533067] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-10-10T00:32:29.533154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-10-10T00:32:29.543498] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JOBY'.
[2025-10-10T00:32:29.543949] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-10-10T00:32:29.574032] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:29.574913] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-10-10T00:32:29.575003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:29.575086] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:29.575177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:29.575291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:29.593491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:29.594153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:29.594269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:29.594342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:29.639279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:29.639423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:29.639469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:29.639501] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:29.643065] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-10-10T00:32:29.643384] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-10-10T00:32:29.643540] [INFO ] [sig       ] JOBY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:29.788793] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JOBY.txt
[2025-10-10T00:32:29.789133] [INFO ] [sig       ] [999/1690] Completed JOBY in 0.3s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:29.789210] [INFO ] [sig       ] [1000/1690] Forecasting JOE...
[2025-10-10T00:32:29.789279] [INFO ] [sig       ] Generating forecast for: JOE
[2025-10-10T00:32:29.789350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-10-10T00:32:29.798604] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JOE'.
[2025-10-10T00:32:29.799005] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-10-10T00:32:29.824304] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:29.825151] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-10-10T00:32:29.825231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:29.825317] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:29.825398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:29.825511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:29.842505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:29.843131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:29.843236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:29.843317] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:29.877632] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:29.877756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:29.877818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:29.877852] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:29.880900] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-10-10T00:32:29.881173] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-10-10T00:32:29.881311] [INFO ] [sig       ] JOE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:30.023376] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JOE.txt
[2025-10-10T00:32:30.023730] [INFO ] [sig       ] [1000/1690] Completed JOE in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:30.023813] [INFO ] [sig       ] [1001/1690] Forecasting JOF...
[2025-10-10T00:32:30.023897] [INFO ] [sig       ] Generating forecast for: JOF
[2025-10-10T00:32:30.023983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-10-10T00:32:30.032894] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JOF'.
[2025-10-10T00:32:30.033212] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-10-10T00:32:30.059368] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:30.060238] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-10-10T00:32:30.060320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:30.060410] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:30.060495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:30.060625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:30.078268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:30.078926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:30.079034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:30.079118] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:30.113730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:30.113837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:30.113880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:30.113914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:30.117063] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-10-10T00:32:30.117342] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-10-10T00:32:30.117510] [INFO ] [sig       ] JOF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:30.261776] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JOF.txt
[2025-10-10T00:32:30.262119] [INFO ] [sig       ] [1001/1690] Completed JOF in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:30.262203] [INFO ] [sig       ] [1002/1690] Forecasting JPM...
[2025-10-10T00:32:30.262286] [INFO ] [sig       ] Generating forecast for: JPM
[2025-10-10T00:32:30.262372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-10-10T00:32:30.272049] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JPM'.
[2025-10-10T00:32:30.272365] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-10-10T00:32:30.297458] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:30.298283] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-10-10T00:32:30.298360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:30.298432] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:30.298513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:30.298681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:30.315906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:30.316526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:30.316633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:30.316737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:30.355889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:30.355996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:30.356036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:30.356069] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:30.359190] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-10-10T00:32:30.359459] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-10-10T00:32:30.359598] [INFO ] [sig       ] JPM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:30.502537] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JPM.txt
[2025-10-10T00:32:30.502815] [INFO ] [sig       ] [1002/1690] Completed JPM in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:30.502925] [INFO ] [sig       ] [1003/1690] Forecasting JQC...
[2025-10-10T00:32:30.502991] [INFO ] [sig       ] Generating forecast for: JQC
[2025-10-10T00:32:30.503128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-10-10T00:32:30.514985] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JQC'.
[2025-10-10T00:32:30.515624] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-10-10T00:32:30.541576] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:30.542413] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-10-10T00:32:30.542494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:30.542567] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:30.542636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:30.542761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:30.560030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:30.560711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:30.560831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:30.560902] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:30.596289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:30.596532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:30.596584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:30.596618] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:30.600489] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-10-10T00:32:30.600865] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-10-10T00:32:30.601050] [INFO ] [sig       ] JQC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:30.757714] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JQC.txt
[2025-10-10T00:32:30.758191] [INFO ] [sig       ] [1003/1690] Completed JQC in 0.3s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:30.758279] [INFO ] [sig       ] [1004/1690] Forecasting JRI...
[2025-10-10T00:32:30.758354] [INFO ] [sig       ] Generating forecast for: JRI
[2025-10-10T00:32:30.758429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-10-10T00:32:30.771619] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JRI'.
[2025-10-10T00:32:30.772090] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-10-10T00:32:30.797427] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:30.798225] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-10-10T00:32:30.798302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:30.798374] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:30.798456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:30.798570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:30.815539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:30.816158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:30.816263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:30.816345] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:30.849733] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:30.849846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:30.849891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:30.849923] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:30.853017] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-10-10T00:32:30.853290] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-10-10T00:32:30.853430] [INFO ] [sig       ] JRI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:30.994392] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JRI.txt
[2025-10-10T00:32:30.994732] [INFO ] [sig       ] [1004/1690] Completed JRI in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:30.994820] [INFO ] [sig       ] [1005/1690] Forecasting JRS...
[2025-10-10T00:32:30.994892] [INFO ] [sig       ] Generating forecast for: JRS
[2025-10-10T00:32:30.994965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-10-10T00:32:31.004269] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JRS'.
[2025-10-10T00:32:31.004624] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-10-10T00:32:31.029786] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:31.030526] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-10-10T00:32:31.030608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:31.030704] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:31.030791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:31.030909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:31.047832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:31.048457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:31.048564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:31.048670] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:31.087510] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:31.087678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:31.087746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:31.087783] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:31.090966] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-10-10T00:32:31.091249] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-10-10T00:32:31.091391] [INFO ] [sig       ] JRS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:31.232043] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/JRS.txt
[2025-10-10T00:32:31.232393] [INFO ] [sig       ] [1005/1690] Completed JRS in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:31.232484] [INFO ] [sig       ] [1006/1690] Forecasting JXN...
[2025-10-10T00:32:31.232564] [INFO ] [sig       ] Generating forecast for: JXN
[2025-10-10T00:32:31.232674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-10-10T00:32:31.241681] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'JXN'.
[2025-10-10T00:32:31.241985] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-10-10T00:32:31.266980] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:31.267746] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-10-10T00:32:31.267823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:31.267929] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:31.268013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:31.268139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:31.285079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:31.285695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:31.285800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:31.285882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:31.325577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:31.325716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:31.325775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:31.325810] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:31.328995] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-10-10T00:32:31.329278] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-10-10T00:32:31.329419] [INFO ] [sig       ] JXN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:31.470870] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/JXN.txt
[2025-10-10T00:32:31.471183] [INFO ] [sig       ] [1006/1690] Completed JXN in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:31.471253] [INFO ] [sig       ] [1007/1690] Forecasting K...
[2025-10-10T00:32:31.471342] [INFO ] [sig       ] Generating forecast for: K
[2025-10-10T00:32:31.471425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-10-10T00:32:31.480059] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'K'.
[2025-10-10T00:32:31.480352] [INFO ] [FORECASTER] Starting predict_future for K
[2025-10-10T00:32:31.505328] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:31.506103] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-10-10T00:32:31.506181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:31.506253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:31.506336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:31.506500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:31.523758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:31.524381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:31.524493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:31.524576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:31.560752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:31.560844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:31.560884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:31.560932] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:31.563959] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-10-10T00:32:31.564234] [INFO ] [FORECASTER] Completed predict_future for K
[2025-10-10T00:32:31.564377] [INFO ] [sig       ] K: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:31.706164] [INFO ] [LOCAL     ] Saved forecast: K	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/K.txt
[2025-10-10T00:32:31.706491] [INFO ] [sig       ] [1007/1690] Completed K in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:31.706572] [INFO ] [sig       ] [1008/1690] Forecasting KAI...
[2025-10-10T00:32:31.706663] [INFO ] [sig       ] Generating forecast for: KAI
[2025-10-10T00:32:31.706753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-10-10T00:32:31.715545] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KAI'.
[2025-10-10T00:32:31.715868] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-10-10T00:32:31.740982] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:31.741711] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-10-10T00:32:31.741788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:31.741858] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:31.741925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:31.742021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:31.759052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:31.759617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:31.759742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:31.759809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:31.799996] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:31.800094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:31.800133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:31.800165] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:31.803213] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=76.63%)
[2025-10-10T00:32:31.803484] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-10-10T00:32:31.803632] [INFO ] [sig       ] KAI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:31.946283] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KAI.txt
[2025-10-10T00:32:31.946610] [INFO ] [sig       ] [1008/1690] Completed KAI in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:31.946716] [INFO ] [sig       ] [1009/1690] Forecasting KAR...
[2025-10-10T00:32:31.946786] [INFO ] [sig       ] Generating forecast for: KAR
[2025-10-10T00:32:31.946857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-10-10T00:32:31.956345] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KAR'.
[2025-10-10T00:32:31.956633] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-10-10T00:32:31.981616] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:31.982358] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-10-10T00:32:31.982437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:31.982507] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:31.982588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:31.982775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:32.000007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:32.000599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:32.000753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:32.000851] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:32.037248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:32.037344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:32.037384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:32.037416] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:32.040572] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-10-10T00:32:32.041006] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-10-10T00:32:32.041163] [INFO ] [sig       ] KAR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:32.183586] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KAR.txt
[2025-10-10T00:32:32.183919] [INFO ] [sig       ] [1009/1690] Completed KAR in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:32.184000] [INFO ] [sig       ] [1010/1690] Forecasting KB...
[2025-10-10T00:32:32.184070] [INFO ] [sig       ] Generating forecast for: KB
[2025-10-10T00:32:32.184141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-10-10T00:32:32.193763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KB'.
[2025-10-10T00:32:32.194178] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-10-10T00:32:32.219383] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:32.220158] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-10-10T00:32:32.220236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:32.220306] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:32.220374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:32.220471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:32.237545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:32.238187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:32.238297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:32.238367] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:32.274706] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:32.274834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:32.274876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:32.274910] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:32.278167] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-10-10T00:32:32.278449] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-10-10T00:32:32.278596] [INFO ] [sig       ] KB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:32.419016] [INFO ] [LOCAL     ] Saved forecast: KB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KB.txt
[2025-10-10T00:32:32.419328] [INFO ] [sig       ] [1010/1690] Completed KB in 0.2s | 4.06 sym/s | Total: 4.1m | ETA: 2.8m
[2025-10-10T00:32:32.419409] [INFO ] [sig       ] [1011/1690] Forecasting KBDC...
[2025-10-10T00:32:32.419479] [INFO ] [sig       ] Generating forecast for: KBDC
[2025-10-10T00:32:32.419552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'.
[2025-10-10T00:32:32.428903] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KBDC'.
[2025-10-10T00:32:32.429234] [INFO ] [FORECASTER] Starting predict_future for KBDC
[2025-10-10T00:32:32.454361] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:32.455138] [DEBUG] [LOCAL     ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt
[2025-10-10T00:32:32.455216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:32.455291] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:32.455359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:32.455458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:32.472830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:32.473474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:32.473583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:32.473677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:32.510772] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:32.510953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:32.511000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:32.511033] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:32.514514] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-10-10T00:32:32.514845] [INFO ] [FORECASTER] Completed predict_future for KBDC
[2025-10-10T00:32:32.515010] [INFO ] [sig       ] KBDC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:32.655877] [INFO ] [LOCAL     ] Saved forecast: KBDC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KBDC.txt
[2025-10-10T00:32:32.656228] [INFO ] [sig       ] [1011/1690] Completed KBDC in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:32.656311] [INFO ] [sig       ] [1012/1690] Forecasting KBH...
[2025-10-10T00:32:32.656382] [INFO ] [sig       ] Generating forecast for: KBH
[2025-10-10T00:32:32.656455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-10-10T00:32:32.665926] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KBH'.
[2025-10-10T00:32:32.666229] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-10-10T00:32:32.691245] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:32.692001] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-10-10T00:32:32.692078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:32.692148] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:32.692217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:32.692316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:32.709772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:32.710352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:32.710462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:32.710532] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:32.747733] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:32.747833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:32.747874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:32.747932] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:32.751015] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-10-10T00:32:32.751283] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-10-10T00:32:32.751421] [INFO ] [sig       ] KBH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:32.915036] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KBH.txt
[2025-10-10T00:32:32.915334] [INFO ] [sig       ] [1012/1690] Completed KBH in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:32.915457] [INFO ] [sig       ] [1013/1690] Forecasting KBR...
[2025-10-10T00:32:32.915542] [INFO ] [sig       ] Generating forecast for: KBR
[2025-10-10T00:32:32.915629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-10-10T00:32:32.925192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KBR'.
[2025-10-10T00:32:32.925624] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-10-10T00:32:32.951434] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:32.952288] [DEBUG] [LOCAL     ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt
[2025-10-10T00:32:32.952366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:32.952438] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:32.952506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:32.952606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:32.969871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:32.970535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:32.970668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:32.970740] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:33.005928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:33.006096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:33.006139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:33.006172] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:33.009563] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-10-10T00:32:33.009898] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-10-10T00:32:33.010082] [INFO ] [sig       ] KBR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:33.151211] [INFO ] [LOCAL     ] Saved forecast: KBR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KBR.txt
[2025-10-10T00:32:33.151479] [INFO ] [sig       ] [1013/1690] Completed KBR in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:33.151584] [INFO ] [sig       ] [1014/1690] Forecasting KD...
[2025-10-10T00:32:33.151677] [INFO ] [sig       ] Generating forecast for: KD
[2025-10-10T00:32:33.151753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-10-10T00:32:33.160984] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KD'.
[2025-10-10T00:32:33.161270] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-10-10T00:32:33.186259] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:33.187004] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-10-10T00:32:33.187081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:33.187153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:33.187221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:33.187320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:33.204217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:33.204825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:33.204932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:33.205002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:33.243751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:33.243848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:33.243890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:33.243938] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:33.246960] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-10-10T00:32:33.247232] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-10-10T00:32:33.247374] [INFO ] [sig       ] KD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:33.388143] [INFO ] [LOCAL     ] Saved forecast: KD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KD.txt
[2025-10-10T00:32:33.388429] [INFO ] [sig       ] [1014/1690] Completed KD in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:33.388509] [INFO ] [sig       ] [1015/1690] Forecasting KEN...
[2025-10-10T00:32:33.388578] [INFO ] [sig       ] Generating forecast for: KEN
[2025-10-10T00:32:33.388672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-10-10T00:32:33.397392] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KEN'.
[2025-10-10T00:32:33.397726] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-10-10T00:32:33.422841] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:33.423541] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-10-10T00:32:33.423619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:33.423711] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:33.423779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:33.423879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:33.441062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:33.441669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:33.441777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:33.441846] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:33.475537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:33.475632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:33.475728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:33.475775] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:33.478851] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2025-10-10T00:32:33.479129] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-10-10T00:32:33.479267] [INFO ] [sig       ] KEN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:33.624046] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KEN.txt
[2025-10-10T00:32:33.624409] [INFO ] [sig       ] [1015/1690] Completed KEN in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:33.624491] [INFO ] [sig       ] [1016/1690] Forecasting KEP...
[2025-10-10T00:32:33.624559] [INFO ] [sig       ] Generating forecast for: KEP
[2025-10-10T00:32:33.624630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-10-10T00:32:33.636219] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KEP'.
[2025-10-10T00:32:33.636913] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-10-10T00:32:33.662983] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:33.663795] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-10-10T00:32:33.663874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:33.663961] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:33.664045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:33.664162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:33.681491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:33.682190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:33.682306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:33.682389] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:33.724637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:33.724832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:33.724881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:33.724914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:33.728513] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-10-10T00:32:33.728883] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-10-10T00:32:33.729050] [INFO ] [sig       ] KEP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:33.869545] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KEP.txt
[2025-10-10T00:32:33.869936] [INFO ] [sig       ] [1016/1690] Completed KEP in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:33.870018] [INFO ] [sig       ] [1017/1690] Forecasting KEX...
[2025-10-10T00:32:33.870101] [INFO ] [sig       ] Generating forecast for: KEX
[2025-10-10T00:32:33.870174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-10-10T00:32:33.879136] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KEX'.
[2025-10-10T00:32:33.879482] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-10-10T00:32:33.905166] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:33.906014] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-10-10T00:32:33.906094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:33.906167] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:33.906237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:33.906339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:33.923967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:33.924608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:33.924750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:33.924824] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:33.959878] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:33.960000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:33.960041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:33.960072] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:33.963198] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-10-10T00:32:33.963477] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-10-10T00:32:33.963615] [INFO ] [sig       ] KEX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:34.106622] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KEX.txt
[2025-10-10T00:32:34.107002] [INFO ] [sig       ] [1017/1690] Completed KEX in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:34.107087] [INFO ] [sig       ] [1018/1690] Forecasting KEYS...
[2025-10-10T00:32:34.107169] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-10-10T00:32:34.107251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-10-10T00:32:34.116163] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KEYS'.
[2025-10-10T00:32:34.116484] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-10-10T00:32:34.141948] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:34.142755] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-10-10T00:32:34.142834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:34.142919] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:34.143001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:34.143127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:34.160430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:34.161061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:34.161168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:34.161249] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:34.198743] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:34.198960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:34.199008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:34.199043] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:34.202927] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-10-10T00:32:34.203411] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-10-10T00:32:34.203634] [INFO ] [sig       ] KEYS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:34.365995] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KEYS.txt
[2025-10-10T00:32:34.366391] [INFO ] [sig       ] [1018/1690] Completed KEYS in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:34.366476] [INFO ] [sig       ] [1019/1690] Forecasting KF...
[2025-10-10T00:32:34.366560] [INFO ] [sig       ] Generating forecast for: KF
[2025-10-10T00:32:34.366667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'.
[2025-10-10T00:32:34.376546] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KF'.
[2025-10-10T00:32:34.376952] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-10-10T00:32:34.403963] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:34.404792] [DEBUG] [LOCAL     ] No optimal features file found for KF: ./output/feature-sets/KF.txt
[2025-10-10T00:32:34.404870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:34.404943] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:34.405011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:34.405110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:34.422390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:34.423054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:34.423160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:34.423228] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:34.460468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:34.460581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:34.460623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:34.460691] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:34.463910] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-10-10T00:32:34.464191] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-10-10T00:32:34.464338] [INFO ] [sig       ] KF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:34.607607] [INFO ] [LOCAL     ] Saved forecast: KF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KF.txt
[2025-10-10T00:32:34.607921] [INFO ] [sig       ] [1019/1690] Completed KF in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:34.608034] [INFO ] [sig       ] [1020/1690] Forecasting KFRC...
[2025-10-10T00:32:34.608113] [INFO ] [sig       ] Generating forecast for: KFRC
[2025-10-10T00:32:34.608185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'.
[2025-10-10T00:32:34.617145] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KFRC'.
[2025-10-10T00:32:34.617513] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-10-10T00:32:34.642592] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:34.643328] [DEBUG] [LOCAL     ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt
[2025-10-10T00:32:34.643406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:34.643478] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:34.643546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:34.643666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:34.661970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:34.662976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:34.663094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:34.663167] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:34.698275] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:34.698503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:34.698554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:34.698588] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:34.702339] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2025-10-10T00:32:34.702666] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-10-10T00:32:34.702838] [INFO ] [sig       ] KFRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:34.849986] [INFO ] [LOCAL     ] Saved forecast: KFRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KFRC.txt
[2025-10-10T00:32:34.850345] [INFO ] [sig       ] [1020/1690] Completed KFRC in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.8m
[2025-10-10T00:32:34.850427] [INFO ] [sig       ] [1021/1690] Forecasting KFS...
[2025-10-10T00:32:34.850497] [INFO ] [sig       ] Generating forecast for: KFS
[2025-10-10T00:32:34.850567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-10-10T00:32:34.859609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KFS'.
[2025-10-10T00:32:34.859963] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-10-10T00:32:34.885625] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:34.886356] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-10-10T00:32:34.886435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:34.886509] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:34.886578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:34.886698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:34.905903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:34.906494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:34.906604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:34.906697] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:34.947675] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:34.947768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:34.947808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:34.947840] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:34.951016] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-10-10T00:32:34.951288] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-10-10T00:32:34.951441] [INFO ] [sig       ] KFS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:35.098756] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KFS.txt
[2025-10-10T00:32:35.099181] [INFO ] [sig       ] [1021/1690] Completed KFS in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:35.099271] [INFO ] [sig       ] [1022/1690] Forecasting KFY...
[2025-10-10T00:32:35.099341] [INFO ] [sig       ] Generating forecast for: KFY
[2025-10-10T00:32:35.099410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-10-10T00:32:35.110700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KFY'.
[2025-10-10T00:32:35.111011] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-10-10T00:32:35.136115] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:35.136907] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-10-10T00:32:35.136986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:35.137070] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:35.137143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:35.137241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:35.154243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:35.154847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:35.154950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:35.155026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:35.190356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:35.190449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:35.190489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:35.190521] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:35.193550] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-10-10T00:32:35.193848] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-10-10T00:32:35.194012] [INFO ] [sig       ] KFY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:35.334611] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KFY.txt
[2025-10-10T00:32:35.334879] [INFO ] [sig       ] [1022/1690] Completed KFY in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:35.334983] [INFO ] [sig       ] [1023/1690] Forecasting KGC...
[2025-10-10T00:32:35.335056] [INFO ] [sig       ] Generating forecast for: KGC
[2025-10-10T00:32:35.335126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'.
[2025-10-10T00:32:35.347339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KGC'.
[2025-10-10T00:32:35.348046] [INFO ] [FORECASTER] Starting predict_future for KGC
[2025-10-10T00:32:35.384168] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:35.385749] [DEBUG] [LOCAL     ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt
[2025-10-10T00:32:35.385976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:35.386062] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:35.386151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:35.386304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:35.405005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:35.406265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:35.406446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:35.406524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:35.442402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:35.442626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:35.442754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:35.442809] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:35.446901] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-10-10T00:32:35.447290] [INFO ] [FORECASTER] Completed predict_future for KGC
[2025-10-10T00:32:35.447467] [INFO ] [sig       ] KGC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:35.603993] [INFO ] [LOCAL     ] Saved forecast: KGC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KGC.txt
[2025-10-10T00:32:35.604349] [INFO ] [sig       ] [1023/1690] Completed KGC in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:35.604432] [INFO ] [sig       ] [1024/1690] Forecasting KGS...
[2025-10-10T00:32:35.604515] [INFO ] [sig       ] Generating forecast for: KGS
[2025-10-10T00:32:35.604601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-10-10T00:32:35.613794] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KGS'.
[2025-10-10T00:32:35.614129] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-10-10T00:32:35.640039] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:35.640844] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-10-10T00:32:35.640924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:35.641011] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:35.641093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:35.641217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:35.659286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:35.659923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:35.660028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:35.660110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:35.691413] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:35.691577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:35.691621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:35.691693] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:35.695109] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-10-10T00:32:35.695410] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-10-10T00:32:35.695549] [INFO ] [sig       ] KGS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:35.853990] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KGS.txt
[2025-10-10T00:32:35.854336] [INFO ] [sig       ] [1024/1690] Completed KGS in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:35.854439] [INFO ] [sig       ] [1025/1690] Forecasting KIM...
[2025-10-10T00:32:35.854520] [INFO ] [sig       ] Generating forecast for: KIM
[2025-10-10T00:32:35.854605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-10-10T00:32:35.863695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KIM'.
[2025-10-10T00:32:35.864021] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-10-10T00:32:35.890397] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:35.891237] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-10-10T00:32:35.891334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:35.891405] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:35.891473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:35.891574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:35.910428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:35.911169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:35.911279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:35.911347] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:35.947408] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:35.947607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:35.947686] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:35.947748] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:35.951374] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-10-10T00:32:35.951704] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-10-10T00:32:35.951857] [INFO ] [sig       ] KIM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:36.143000] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KIM.txt
[2025-10-10T00:32:36.143357] [INFO ] [sig       ] [1025/1690] Completed KIM in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:36.143435] [INFO ] [sig       ] [1026/1690] Forecasting KIO...
[2025-10-10T00:32:36.143501] [INFO ] [sig       ] Generating forecast for: KIO
[2025-10-10T00:32:36.143572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-10-10T00:32:36.153532] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KIO'.
[2025-10-10T00:32:36.153955] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-10-10T00:32:36.179226] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:36.180082] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-10-10T00:32:36.180161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:36.180232] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:36.180299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:36.180394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:36.197677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:36.198277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:36.198383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:36.198451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:36.226274] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:36.226376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:36.226417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:36.226450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:36.229575] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-10-10T00:32:36.229876] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-10-10T00:32:36.230024] [INFO ] [sig       ] KIO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:36.370693] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KIO.txt
[2025-10-10T00:32:36.370922] [INFO ] [sig       ] [1026/1690] Completed KIO in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:36.370997] [INFO ] [sig       ] [1027/1690] Forecasting KKR...
[2025-10-10T00:32:36.371075] [INFO ] [sig       ] Generating forecast for: KKR
[2025-10-10T00:32:36.371146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-10-10T00:32:36.379581] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KKR'.
[2025-10-10T00:32:36.379949] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-10-10T00:32:36.405084] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:36.405861] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-10-10T00:32:36.405939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:36.406022] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:36.406100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:36.406210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:36.423485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:36.424105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:36.424211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:36.424293] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:36.454976] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:36.455085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:36.455126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:36.455159] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:36.458271] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-10-10T00:32:36.458547] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-10-10T00:32:36.458707] [INFO ] [sig       ] KKR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:36.600201] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KKR.txt
[2025-10-10T00:32:36.600528] [INFO ] [sig       ] [1027/1690] Completed KKR in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:36.600611] [INFO ] [sig       ] [1028/1690] Forecasting KKRS...
[2025-10-10T00:32:36.600765] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-10-10T00:32:36.600841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-10-10T00:32:36.609361] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KKRS'.
[2025-10-10T00:32:36.609705] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-10-10T00:32:36.634896] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:36.635635] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-10-10T00:32:36.635741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:36.635825] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:36.635902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:36.636024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:36.653268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:36.653893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:36.654001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:36.654080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:36.684174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:36.684268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:36.684308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:36.684340] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:36.687434] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-10-10T00:32:36.687776] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-10-10T00:32:36.687947] [INFO ] [sig       ] KKRS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:36.829273] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KKRS.txt
[2025-10-10T00:32:36.829510] [INFO ] [sig       ] [1028/1690] Completed KKRS in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:36.829591] [INFO ] [sig       ] [1029/1690] Forecasting KLC...
[2025-10-10T00:32:36.829709] [INFO ] [sig       ] Generating forecast for: KLC
[2025-10-10T00:32:36.829782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'.
[2025-10-10T00:32:36.838711] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KLC'.
[2025-10-10T00:32:36.838993] [INFO ] [FORECASTER] Starting predict_future for KLC
[2025-10-10T00:32:36.863948] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:36.864662] [DEBUG] [LOCAL     ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt
[2025-10-10T00:32:36.864742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:36.864813] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:36.864881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:36.864978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:36.881864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:36.882431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:36.882536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:36.882602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:36.915561] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:36.915728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:36.915793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:36.915830] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:36.918947] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=45.96%)
[2025-10-10T00:32:36.919216] [INFO ] [FORECASTER] Completed predict_future for KLC
[2025-10-10T00:32:36.919345] [INFO ] [sig       ] KLC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:37.060718] [INFO ] [LOCAL     ] Saved forecast: KLC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KLC.txt
[2025-10-10T00:32:37.060973] [INFO ] [sig       ] [1029/1690] Completed KLC in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:37.061051] [INFO ] [sig       ] [1030/1690] Forecasting KMI...
[2025-10-10T00:32:37.061120] [INFO ] [sig       ] Generating forecast for: KMI
[2025-10-10T00:32:37.061188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-10-10T00:32:37.070576] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KMI'.
[2025-10-10T00:32:37.070893] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-10-10T00:32:37.097992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:37.098747] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-10-10T00:32:37.098823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:37.098894] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:37.098961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:37.099056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:37.115978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:37.116539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:37.116678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:37.116750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:37.149166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:37.149267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:37.149308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:37.149385] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:37.152544] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-10-10T00:32:37.152849] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-10-10T00:32:37.153001] [INFO ] [sig       ] KMI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:37.307859] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KMI.txt
[2025-10-10T00:32:37.308246] [INFO ] [sig       ] [1030/1690] Completed KMI in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:37.308328] [INFO ] [sig       ] [1031/1690] Forecasting KMPB...
[2025-10-10T00:32:37.308397] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-10-10T00:32:37.308465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-10-10T00:32:37.319050] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KMPB'.
[2025-10-10T00:32:37.319572] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-10-10T00:32:37.356000] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:37.356933] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-10-10T00:32:37.357017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:37.357092] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:37.357161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:37.357260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:37.374629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:37.375368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:37.375487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:37.375558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:37.405916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:37.406123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:37.406170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:37.406203] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:37.409869] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-10-10T00:32:37.410200] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-10-10T00:32:37.410343] [INFO ] [sig       ] KMPB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:37.551602] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KMPB.txt
[2025-10-10T00:32:37.551903] [INFO ] [sig       ] [1031/1690] Completed KMPB in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:37.551983] [INFO ] [sig       ] [1032/1690] Forecasting KMPR...
[2025-10-10T00:32:37.552059] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-10-10T00:32:37.552128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-10-10T00:32:37.561057] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KMPR'.
[2025-10-10T00:32:37.561350] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-10-10T00:32:37.586430] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:37.587180] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-10-10T00:32:37.587271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:37.587342] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:37.587409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:37.587506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:37.604413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:37.605015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:37.605124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:37.605190] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:37.636112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:37.636211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:37.636251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:37.636284] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:37.639346] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-10-10T00:32:37.639616] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-10-10T00:32:37.639783] [INFO ] [sig       ] KMPR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:37.780932] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KMPR.txt
[2025-10-10T00:32:37.781176] [INFO ] [sig       ] [1032/1690] Completed KMPR in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:37.781253] [INFO ] [sig       ] [1033/1690] Forecasting KMT...
[2025-10-10T00:32:37.781332] [INFO ] [sig       ] Generating forecast for: KMT
[2025-10-10T00:32:37.781380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-10-10T00:32:37.790187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KMT'.
[2025-10-10T00:32:37.790487] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-10-10T00:32:37.815615] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:37.816394] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-10-10T00:32:37.816478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:37.816548] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:37.816621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:37.816791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:37.833865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:37.834493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:37.834603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:37.834717] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:37.868985] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:37.869136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:37.869202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:37.869262] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:37.872896] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-10-10T00:32:37.873181] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-10-10T00:32:37.873329] [INFO ] [sig       ] KMT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:38.014265] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KMT.txt
[2025-10-10T00:32:38.014603] [INFO ] [sig       ] [1033/1690] Completed KMT in 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:38.014744] [INFO ] [sig       ] [1034/1690] Forecasting KN...
[2025-10-10T00:32:38.014832] [INFO ] [sig       ] Generating forecast for: KN
[2025-10-10T00:32:38.014937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-10-10T00:32:38.024421] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KN'.
[2025-10-10T00:32:38.024924] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-10-10T00:32:38.050793] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:38.051586] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-10-10T00:32:38.051688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:38.051763] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:38.051831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:38.051927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:38.069364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:38.070028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:38.070144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:38.070217] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:38.108786] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:38.108963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:38.109008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:38.109044] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:38.112592] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-10-10T00:32:38.112946] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-10-10T00:32:38.113108] [INFO ] [sig       ] KN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:38.266098] [INFO ] [LOCAL     ] Saved forecast: KN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KN.txt
[2025-10-10T00:32:38.266362] [INFO ] [sig       ] [1034/1690] Completed KN in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:38.266460] [INFO ] [sig       ] [1035/1690] Forecasting KNF...
[2025-10-10T00:32:38.266507] [INFO ] [sig       ] Generating forecast for: KNF
[2025-10-10T00:32:38.266548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-10-10T00:32:38.275756] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KNF'.
[2025-10-10T00:32:38.276088] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-10-10T00:32:38.302786] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:38.303582] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-10-10T00:32:38.303687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:38.303758] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:38.303830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:38.303931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:38.322436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:38.323132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:38.323243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:38.323311] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:38.359265] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:38.359422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:38.359469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:38.359503] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:38.362947] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-10-10T00:32:38.363266] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-10-10T00:32:38.363410] [INFO ] [sig       ] KNF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:38.516808] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KNF.txt
[2025-10-10T00:32:38.517173] [INFO ] [sig       ] [1035/1690] Completed KNF in 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 2.7m
[2025-10-10T00:32:38.517253] [INFO ] [sig       ] [1036/1690] Forecasting KNOP...
[2025-10-10T00:32:38.517329] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-10-10T00:32:38.517405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-10-10T00:32:38.526445] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KNOP'.
[2025-10-10T00:32:38.526825] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-10-10T00:32:38.553068] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:38.553917] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-10-10T00:32:38.553998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:38.554071] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:38.554148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:38.554266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:38.572017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:38.572630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:38.572763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:38.572884] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:38.605473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:38.605608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:38.605677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:38.605739] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:38.609205] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=41.11%)
[2025-10-10T00:32:38.609498] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-10-10T00:32:38.609636] [INFO ] [sig       ] KNOP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:38.755140] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KNOP.txt
[2025-10-10T00:32:38.755434] [INFO ] [sig       ] [1036/1690] Completed KNOP in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:38.755545] [INFO ] [sig       ] [1037/1690] Forecasting KNSL...
[2025-10-10T00:32:38.755617] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-10-10T00:32:38.755711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-10-10T00:32:38.764860] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KNSL'.
[2025-10-10T00:32:38.765250] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-10-10T00:32:38.791499] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:38.792347] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-10-10T00:32:38.792429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:38.792502] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:38.792590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:38.792764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:38.810790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:38.811622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:38.811776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:38.811863] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:38.847991] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:38.848225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:38.848279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:38.848511] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:38.852389] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-10-10T00:32:38.852815] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-10-10T00:32:38.852992] [INFO ] [sig       ] KNSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:39.004810] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KNSL.txt
[2025-10-10T00:32:39.005332] [INFO ] [sig       ] [1037/1690] Completed KNSL in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:39.005414] [INFO ] [sig       ] [1038/1690] Forecasting KNTK...
[2025-10-10T00:32:39.005485] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-10-10T00:32:39.005595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-10-10T00:32:39.017282] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KNTK'.
[2025-10-10T00:32:39.017812] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-10-10T00:32:39.050186] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:39.051357] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-10-10T00:32:39.051450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:39.051525] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:39.051597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:39.051723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:39.073338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:39.074228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:39.074438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:39.074515] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:39.118271] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:39.118466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:39.118513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:39.118548] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:39.122086] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-10-10T00:32:39.122405] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-10-10T00:32:39.122624] [INFO ] [sig       ] KNTK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:39.264974] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KNTK.txt
[2025-10-10T00:32:39.265287] [INFO ] [sig       ] [1038/1690] Completed KNTK in 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:39.265366] [INFO ] [sig       ] [1039/1690] Forecasting KNX...
[2025-10-10T00:32:39.265435] [INFO ] [sig       ] Generating forecast for: KNX
[2025-10-10T00:32:39.265503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-10-10T00:32:39.274694] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KNX'.
[2025-10-10T00:32:39.275066] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-10-10T00:32:39.300138] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:39.300980] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-10-10T00:32:39.301073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:39.301145] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:39.301213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:39.301310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:39.318399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:39.319023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:39.319136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:39.319184] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:39.354568] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:39.354725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:39.354785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:39.354820] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:39.358066] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-10-10T00:32:39.358352] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-10-10T00:32:39.358489] [INFO ] [sig       ] KNX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:39.501245] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KNX.txt
[2025-10-10T00:32:39.501541] [INFO ] [sig       ] [1039/1690] Completed KNX in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:39.501622] [INFO ] [sig       ] [1040/1690] Forecasting KODK...
[2025-10-10T00:32:39.501724] [INFO ] [sig       ] Generating forecast for: KODK
[2025-10-10T00:32:39.501798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-10-10T00:32:39.511253] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KODK'.
[2025-10-10T00:32:39.511631] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-10-10T00:32:39.537269] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:39.538145] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-10-10T00:32:39.538227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:39.538315] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:39.538411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:39.538533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:39.555511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:39.556154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:39.556285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:39.556360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:39.588890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:39.589014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:39.589058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:39.589092] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:39.592233] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-10-10T00:32:39.592515] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-10-10T00:32:39.592679] [INFO ] [sig       ] KODK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:39.734202] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KODK.txt
[2025-10-10T00:32:39.734517] [INFO ] [sig       ] [1040/1690] Completed KODK in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:39.734614] [INFO ] [sig       ] [1041/1690] Forecasting KOF...
[2025-10-10T00:32:39.734704] [INFO ] [sig       ] Generating forecast for: KOF
[2025-10-10T00:32:39.734849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-10-10T00:32:39.743568] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KOF'.
[2025-10-10T00:32:39.743901] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-10-10T00:32:39.768959] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:39.769719] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-10-10T00:32:39.769799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:39.769869] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:39.769936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:39.770035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:39.787216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:39.787854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:39.787978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:39.788045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:39.820091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:39.820198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:39.820238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:39.820270] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:39.823340] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-10-10T00:32:39.823618] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-10-10T00:32:39.823807] [INFO ] [sig       ] KOF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:39.965056] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KOF.txt
[2025-10-10T00:32:39.965365] [INFO ] [sig       ] [1041/1690] Completed KOF in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:39.965449] [INFO ] [sig       ] [1042/1690] Forecasting KOP...
[2025-10-10T00:32:39.965518] [INFO ] [sig       ] Generating forecast for: KOP
[2025-10-10T00:32:39.965586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-10-10T00:32:39.975552] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KOP'.
[2025-10-10T00:32:39.976009] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-10-10T00:32:40.001510] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:40.002322] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-10-10T00:32:40.002401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:40.002472] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:40.002540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:40.002638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:40.019890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:40.020527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:40.020638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:40.020730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:40.057631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:40.057893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:40.057993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:40.058076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:40.062061] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-10-10T00:32:40.062481] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-10-10T00:32:40.062712] [INFO ] [sig       ] KOP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:40.259154] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KOP.txt
[2025-10-10T00:32:40.259619] [INFO ] [sig       ] [1042/1690] Completed KOP in 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:40.259735] [INFO ] [sig       ] [1043/1690] Forecasting KORE...
[2025-10-10T00:32:40.259834] [INFO ] [sig       ] Generating forecast for: KORE
[2025-10-10T00:32:40.259924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'.
[2025-10-10T00:32:40.271542] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KORE'.
[2025-10-10T00:32:40.272089] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-10-10T00:32:40.308332] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:40.309441] [DEBUG] [LOCAL     ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt
[2025-10-10T00:32:40.309539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:40.309631] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:40.309735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:40.309880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:40.331229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:40.332457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:40.332635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:40.332733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:40.374136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:40.374373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:40.374426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:40.374464] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:40.378890] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-10-10T00:32:40.379254] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-10-10T00:32:40.379414] [INFO ] [sig       ] KORE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:40.582890] [INFO ] [LOCAL     ] Saved forecast: KORE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KORE.txt
[2025-10-10T00:32:40.583346] [INFO ] [sig       ] [1043/1690] Completed KORE in 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:40.583454] [INFO ] [sig       ] [1044/1690] Forecasting KOS...
[2025-10-10T00:32:40.583547] [INFO ] [sig       ] Generating forecast for: KOS
[2025-10-10T00:32:40.583667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-10-10T00:32:40.599578] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KOS'.
[2025-10-10T00:32:40.604950] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-10-10T00:32:40.644113] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:40.645325] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-10-10T00:32:40.645425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:40.645526] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:40.645581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:40.645699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:40.673367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:40.674757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:40.674966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:40.675055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:40.729604] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:40.729895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:40.729979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:40.730043] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:40.735978] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-10-10T00:32:40.736607] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-10-10T00:32:40.736878] [INFO ] [sig       ] KOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:40.975434] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KOS.txt
[2025-10-10T00:32:40.975940] [INFO ] [sig       ] [1044/1690] Completed KOS in 0.4s | 4.06 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:40.976045] [INFO ] [sig       ] [1045/1690] Forecasting KR...
[2025-10-10T00:32:40.976138] [INFO ] [sig       ] Generating forecast for: KR
[2025-10-10T00:32:40.976229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'.
[2025-10-10T00:32:40.988786] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KR'.
[2025-10-10T00:32:40.989366] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-10-10T00:32:41.023726] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:41.024960] [DEBUG] [LOCAL     ] No optimal features file found for KR: ./output/feature-sets/KR.txt
[2025-10-10T00:32:41.025060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:41.025146] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:41.025225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:41.025351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:41.051368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:41.052680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:41.052828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:41.052914] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:41.099041] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:41.099291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:41.099374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:41.099441] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:41.104992] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-10-10T00:32:41.105492] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-10-10T00:32:41.105732] [INFO ] [sig       ] KR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:41.280597] [INFO ] [LOCAL     ] Saved forecast: KR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KR.txt
[2025-10-10T00:32:41.281131] [INFO ] [sig       ] [1045/1690] Completed KR in 0.3s | 4.05 sym/s | Total: 4.3m | ETA: 2.7m
[2025-10-10T00:32:41.281220] [INFO ] [sig       ] [1046/1690] Forecasting KRC...
[2025-10-10T00:32:41.281290] [INFO ] [sig       ] Generating forecast for: KRC
[2025-10-10T00:32:41.281359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-10-10T00:32:41.291716] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KRC'.
[2025-10-10T00:32:41.292165] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-10-10T00:32:41.319081] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:41.319966] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-10-10T00:32:41.320114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:41.320196] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:41.320272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:41.320387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:41.337837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:41.338800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:41.338915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:41.338992] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:41.365890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:41.366021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:41.366064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:41.366098] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:41.369524] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-10-10T00:32:41.369847] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-10-10T00:32:41.369990] [INFO ] [sig       ] KRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:41.519278] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KRC.txt
[2025-10-10T00:32:41.519589] [INFO ] [sig       ] [1046/1690] Completed KRC in 0.2s | 4.05 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:41.519687] [INFO ] [sig       ] [1047/1690] Forecasting KREF...
[2025-10-10T00:32:41.519757] [INFO ] [sig       ] Generating forecast for: KREF
[2025-10-10T00:32:41.519826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-10-10T00:32:41.528415] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KREF'.
[2025-10-10T00:32:41.528739] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-10-10T00:32:41.554781] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:41.555531] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-10-10T00:32:41.555608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:41.555706] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:41.555781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:41.555887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:41.573210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:41.573852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:41.573960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:41.574037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:41.602002] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:41.602197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:41.602248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:41.602285] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:41.606560] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-10-10T00:32:41.606927] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-10-10T00:32:41.607082] [INFO ] [sig       ] KREF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:41.759816] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KREF.txt
[2025-10-10T00:32:41.760144] [INFO ] [sig       ] [1047/1690] Completed KREF in 0.2s | 4.05 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:41.760221] [INFO ] [sig       ] [1048/1690] Forecasting KRG...
[2025-10-10T00:32:41.760293] [INFO ] [sig       ] Generating forecast for: KRG
[2025-10-10T00:32:41.760377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-10-10T00:32:41.769194] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KRG'.
[2025-10-10T00:32:41.769520] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-10-10T00:32:41.794845] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:41.795604] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-10-10T00:32:41.795704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:41.795783] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:41.795853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:41.795966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:41.815151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:41.815833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:41.815942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:41.816017] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:41.842776] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:41.842890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:41.842933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:41.842968] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:41.846130] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-10-10T00:32:41.846413] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-10-10T00:32:41.846545] [INFO ] [sig       ] KRG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:41.993557] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KRG.txt
[2025-10-10T00:32:41.993877] [INFO ] [sig       ] [1048/1690] Completed KRG in 0.2s | 4.05 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:41.993948] [INFO ] [sig       ] [1049/1690] Forecasting KRO...
[2025-10-10T00:32:41.994019] [INFO ] [sig       ] Generating forecast for: KRO
[2025-10-10T00:32:41.994101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-10-10T00:32:42.002938] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KRO'.
[2025-10-10T00:32:42.003324] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-10-10T00:32:42.029196] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:42.030055] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-10-10T00:32:42.030135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:42.030208] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:42.030278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:42.030377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:42.048473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:42.049132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:42.049245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:42.049313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:42.076336] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:42.076460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:42.076502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:42.076537] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:42.080151] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-10-10T00:32:42.080444] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-10-10T00:32:42.080595] [INFO ] [sig       ] KRO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:42.228711] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KRO.txt
[2025-10-10T00:32:42.228996] [INFO ] [sig       ] [1049/1690] Completed KRO in 0.2s | 4.05 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:42.229075] [INFO ] [sig       ] [1050/1690] Forecasting KRP...
[2025-10-10T00:32:42.229144] [INFO ] [sig       ] Generating forecast for: KRP
[2025-10-10T00:32:42.229217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-10-10T00:32:42.238385] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KRP'.
[2025-10-10T00:32:42.238733] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-10-10T00:32:42.264942] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:42.265735] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-10-10T00:32:42.265818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:42.265892] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:42.265961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:42.266060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:42.284681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:42.285340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:42.285468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:42.285561] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:42.317227] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:42.317411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:42.317460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:42.317498] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:42.321556] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-10-10T00:32:42.321927] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-10-10T00:32:42.322096] [INFO ] [sig       ] KRP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:42.468456] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KRP.txt
[2025-10-10T00:32:42.468838] [INFO ] [sig       ] [1050/1690] Completed KRP in 0.2s | 4.05 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:42.468911] [INFO ] [sig       ] [1051/1690] Forecasting KSS...
[2025-10-10T00:32:42.468978] [INFO ] [sig       ] Generating forecast for: KSS
[2025-10-10T00:32:42.469046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-10-10T00:32:42.478153] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KSS'.
[2025-10-10T00:32:42.478578] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-10-10T00:32:42.505087] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:42.505992] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-10-10T00:32:42.506072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:42.506151] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:42.506223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:42.506336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:42.524096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:42.524742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:42.524854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:42.524927] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:42.551868] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:42.551975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:42.552017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:42.552050] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:42.555313] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-10-10T00:32:42.555598] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-10-10T00:32:42.555779] [INFO ] [sig       ] KSS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:42.702002] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KSS.txt
[2025-10-10T00:32:42.702344] [INFO ] [sig       ] [1051/1690] Completed KSS in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:42.702423] [INFO ] [sig       ] [1052/1690] Forecasting KT...
[2025-10-10T00:32:42.702499] [INFO ] [sig       ] Generating forecast for: KT
[2025-10-10T00:32:42.702575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'.
[2025-10-10T00:32:42.711882] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KT'.
[2025-10-10T00:32:42.712282] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-10-10T00:32:42.737714] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:42.738629] [DEBUG] [LOCAL     ] No optimal features file found for KT: ./output/feature-sets/KT.txt
[2025-10-10T00:32:42.738730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:42.738809] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:42.738883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:42.738993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:42.756473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:42.757153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:42.757262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:42.757338] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:42.784633] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:42.784856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:42.784905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:42.784940] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:42.788429] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-10-10T00:32:42.788761] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-10-10T00:32:42.788910] [INFO ] [sig       ] KT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:42.937325] [INFO ] [LOCAL     ] Saved forecast: KT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KT.txt
[2025-10-10T00:32:42.937716] [INFO ] [sig       ] [1052/1690] Completed KT in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:42.937798] [INFO ] [sig       ] [1053/1690] Forecasting KTB...
[2025-10-10T00:32:42.937874] [INFO ] [sig       ] Generating forecast for: KTB
[2025-10-10T00:32:42.937968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-10-10T00:32:42.948048] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KTB'.
[2025-10-10T00:32:42.948378] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-10-10T00:32:42.975491] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:42.976264] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-10-10T00:32:42.976344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:42.976442] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:42.976516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:42.976613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:42.994630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:42.995275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:42.995384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:42.995451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:43.024457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:43.024621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:43.024712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:43.024763] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:43.028164] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-10-10T00:32:43.028474] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-10-10T00:32:43.028608] [INFO ] [sig       ] KTB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:43.174751] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KTB.txt
[2025-10-10T00:32:43.174990] [INFO ] [sig       ] [1053/1690] Completed KTB in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:43.175093] [INFO ] [sig       ] [1054/1690] Forecasting KTF...
[2025-10-10T00:32:43.175164] [INFO ] [sig       ] Generating forecast for: KTF
[2025-10-10T00:32:43.175246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-10-10T00:32:43.183951] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KTF'.
[2025-10-10T00:32:43.184269] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-10-10T00:32:43.209596] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:43.210377] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-10-10T00:32:43.210456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:43.210527] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:43.210600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:43.210735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:43.228037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:43.228638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:43.228769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:43.228845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:43.256632] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:43.256760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:43.256806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:43.256840] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:43.260100] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-10-10T00:32:43.260385] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-10-10T00:32:43.260516] [INFO ] [sig       ] KTF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:43.403890] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KTF.txt
[2025-10-10T00:32:43.404143] [INFO ] [sig       ] [1054/1690] Completed KTF in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:43.404243] [INFO ] [sig       ] [1055/1690] Forecasting KVUE...
[2025-10-10T00:32:43.404313] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-10-10T00:32:43.404427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-10-10T00:32:43.413288] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KVUE'.
[2025-10-10T00:32:43.413591] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-10-10T00:32:43.439006] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:43.439799] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-10-10T00:32:43.439876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:43.439947] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:43.440013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:43.440112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:43.458328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:43.458945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:43.459049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:43.459097] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:43.493160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:43.493262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:43.493303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:43.493337] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:43.496511] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-10-10T00:32:43.496826] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-10-10T00:32:43.496997] [INFO ] [sig       ] KVUE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:43.642895] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KVUE.txt
[2025-10-10T00:32:43.643215] [INFO ] [sig       ] [1055/1690] Completed KVUE in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:43.643297] [INFO ] [sig       ] [1056/1690] Forecasting KVYO...
[2025-10-10T00:32:43.643365] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-10-10T00:32:43.643437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-10-10T00:32:43.652459] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KVYO'.
[2025-10-10T00:32:43.652810] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-10-10T00:32:43.679070] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:43.679884] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-10-10T00:32:43.679963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:43.680036] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:43.680104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:43.680205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:43.698473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:43.699109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:43.699221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:43.699299] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:43.727058] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:43.727250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:43.727296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:43.727330] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:43.730970] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-10-10T00:32:43.731268] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-10-10T00:32:43.731423] [INFO ] [sig       ] KVYO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:43.878661] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/KVYO.txt
[2025-10-10T00:32:43.878989] [INFO ] [sig       ] [1056/1690] Completed KVYO in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:43.879070] [INFO ] [sig       ] [1057/1690] Forecasting KW...
[2025-10-10T00:32:43.879139] [INFO ] [sig       ] Generating forecast for: KW
[2025-10-10T00:32:43.879208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-10-10T00:32:43.888187] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KW'.
[2025-10-10T00:32:43.888554] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-10-10T00:32:43.915045] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:43.915865] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-10-10T00:32:43.915947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:43.916018] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:43.916087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:43.916189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:43.934061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:43.934677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:43.934787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:43.934857] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:43.962371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:43.962486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:43.962526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:43.962559] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:43.965728] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-10-10T00:32:43.966006] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-10-10T00:32:43.966133] [INFO ] [sig       ] KW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:44.118042] [INFO ] [LOCAL     ] Saved forecast: KW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KW.txt
[2025-10-10T00:32:44.118444] [INFO ] [sig       ] [1057/1690] Completed KW in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:44.118526] [INFO ] [sig       ] [1058/1690] Forecasting KWR...
[2025-10-10T00:32:44.118596] [INFO ] [sig       ] Generating forecast for: KWR
[2025-10-10T00:32:44.118703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-10-10T00:32:44.128132] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KWR'.
[2025-10-10T00:32:44.128458] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-10-10T00:32:44.154600] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:44.155349] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-10-10T00:32:44.155426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:44.155506] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:44.155579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:44.155708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:44.172920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:44.173520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:44.173639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:44.173738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:44.201324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:44.201428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:44.201469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:44.201502] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:44.204679] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-10-10T00:32:44.204981] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-10-10T00:32:44.205117] [INFO ] [sig       ] KWR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:44.349928] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KWR.txt
[2025-10-10T00:32:44.350198] [INFO ] [sig       ] [1058/1690] Completed KWR in 0.2s | 4.06 sym/s | Total: 4.3m | ETA: 2.6m
[2025-10-10T00:32:44.350281] [INFO ] [sig       ] [1059/1690] Forecasting KYN...
[2025-10-10T00:32:44.350350] [INFO ] [sig       ] Generating forecast for: KYN
[2025-10-10T00:32:44.350425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-10-10T00:32:44.359573] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'KYN'.
[2025-10-10T00:32:44.359894] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-10-10T00:32:44.385185] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:44.385961] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-10-10T00:32:44.386038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:44.386109] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:44.386187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:44.386308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:44.404058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:44.404633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:44.404757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:44.404805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:44.438690] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:44.438790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:44.438831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:44.438864] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:44.441940] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-10-10T00:32:44.442215] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-10-10T00:32:44.442344] [INFO ] [sig       ] KYN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:44.589270] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/KYN.txt
[2025-10-10T00:32:44.589560] [INFO ] [sig       ] [1059/1690] Completed KYN in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:44.589668] [INFO ] [sig       ] [1060/1690] Forecasting L...
[2025-10-10T00:32:44.589761] [INFO ] [sig       ] Generating forecast for: L
[2025-10-10T00:32:44.589884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-10-10T00:32:44.598733] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'L'.
[2025-10-10T00:32:44.599035] [INFO ] [FORECASTER] Starting predict_future for L
[2025-10-10T00:32:44.624330] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:44.625091] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-10-10T00:32:44.625168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:44.625255] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:44.625325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:44.625422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:44.642500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:44.643098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:44.643201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:44.643274] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:44.678045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:44.678157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:44.678199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:44.678236] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:44.681348] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-10-10T00:32:44.681627] [INFO ] [FORECASTER] Completed predict_future for L
[2025-10-10T00:32:44.681802] [INFO ] [sig       ] L: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:44.826536] [INFO ] [LOCAL     ] Saved forecast: L	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/L.txt
[2025-10-10T00:32:44.826860] [INFO ] [sig       ] [1060/1690] Completed L in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:44.826945] [INFO ] [sig       ] [1061/1690] Forecasting LAC...
[2025-10-10T00:32:44.827016] [INFO ] [sig       ] Generating forecast for: LAC
[2025-10-10T00:32:44.827091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-10-10T00:32:44.836224] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LAC'.
[2025-10-10T00:32:44.836619] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-10-10T00:32:44.862527] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:44.863348] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-10-10T00:32:44.863427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:44.863474] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:44.863507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:44.863599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:44.880845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:44.881795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:44.881908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:44.881974] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:44.918385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:44.918516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:44.918586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:44.918633] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:44.921952] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-10-10T00:32:44.922241] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-10-10T00:32:44.922378] [INFO ] [sig       ] LAC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:45.069288] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LAC.txt
[2025-10-10T00:32:45.069581] [INFO ] [sig       ] [1061/1690] Completed LAC in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:45.069673] [INFO ] [sig       ] [1062/1690] Forecasting LAD...
[2025-10-10T00:32:45.069756] [INFO ] [sig       ] Generating forecast for: LAD
[2025-10-10T00:32:45.069840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-10-10T00:32:45.078222] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'LAD'.
[2025-10-10T00:32:45.078540] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-10-10T00:32:45.103800] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:45.104525] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-10-10T00:32:45.104603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:45.104694] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:45.104762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:45.104857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:45.122415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:45.123082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:45.123191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:45.123260] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:45.152763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:45.152868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:45.152909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:45.152942] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:45.156058] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-10-10T00:32:45.156336] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-10-10T00:32:45.156467] [INFO ] [sig       ] LAD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:45.303584] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LAD.txt
[2025-10-10T00:32:45.303953] [INFO ] [sig       ] [1062/1690] Completed LAD in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:45.304033] [INFO ] [sig       ] [1063/1690] Forecasting LADR...
[2025-10-10T00:32:45.304100] [INFO ] [sig       ] Generating forecast for: LADR
[2025-10-10T00:32:45.304177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-10-10T00:32:45.313433] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LADR'.
[2025-10-10T00:32:45.313807] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-10-10T00:32:45.340028] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:45.340828] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-10-10T00:32:45.340906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:45.340977] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:45.341047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:45.341149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:45.358928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:45.359572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:45.359702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:45.359776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:45.385712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:45.385815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:45.385855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:45.385888] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:45.388997] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-10-10T00:32:45.389280] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-10-10T00:32:45.389407] [INFO ] [sig       ] LADR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:45.541876] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LADR.txt
[2025-10-10T00:32:45.542159] [INFO ] [sig       ] [1063/1690] Completed LADR in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:45.542240] [INFO ] [sig       ] [1064/1690] Forecasting LANV...
[2025-10-10T00:32:45.542309] [INFO ] [sig       ] Generating forecast for: LANV
[2025-10-10T00:32:45.542381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'.
[2025-10-10T00:32:45.550569] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'LANV'.
[2025-10-10T00:32:45.550885] [INFO ] [FORECASTER] Starting predict_future for LANV
[2025-10-10T00:32:45.576463] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:45.577244] [DEBUG] [LOCAL     ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt
[2025-10-10T00:32:45.577324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:45.577397] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:45.577466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:45.577567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:45.594937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:45.595508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:45.595611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:45.595712] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:45.620027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:45.620140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:45.620180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:45.620213] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:45.623300] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-10-10T00:32:45.623577] [INFO ] [FORECASTER] Completed predict_future for LANV
[2025-10-10T00:32:45.623735] [INFO ] [sig       ] LANV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:45.768629] [INFO ] [LOCAL     ] Saved forecast: LANV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LANV.txt
[2025-10-10T00:32:45.769112] [INFO ] [sig       ] [1064/1690] Completed LANV in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:45.769190] [INFO ] [sig       ] [1065/1690] Forecasting LAW...
[2025-10-10T00:32:45.769260] [INFO ] [sig       ] Generating forecast for: LAW
[2025-10-10T00:32:45.769331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-10-10T00:32:45.777794] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LAW'.
[2025-10-10T00:32:45.778137] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-10-10T00:32:45.804287] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:45.805171] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-10-10T00:32:45.805258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:45.805332] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:45.805400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:45.805504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:45.823535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:45.824381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:45.824493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:45.824559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:45.852661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:45.852841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:45.852891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:45.852927] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:45.856598] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-10-10T00:32:45.856974] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-10-10T00:32:45.857126] [INFO ] [sig       ] LAW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:46.004502] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LAW.txt
[2025-10-10T00:32:46.004887] [INFO ] [sig       ] [1065/1690] Completed LAW in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:46.004970] [INFO ] [sig       ] [1066/1690] Forecasting LAZ...
[2025-10-10T00:32:46.005039] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-10-10T00:32:46.005108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-10-10T00:32:46.014754] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LAZ'.
[2025-10-10T00:32:46.015172] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-10-10T00:32:46.043137] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:46.043964] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-10-10T00:32:46.044044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:46.044131] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:46.044213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:46.044340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:46.065217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:46.065875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:46.065984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:46.066069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:46.099269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:46.099379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:46.099421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:46.099454] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:46.102823] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-10-10T00:32:46.103124] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-10-10T00:32:46.103263] [INFO ] [sig       ] LAZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:46.351437] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LAZ.txt
[2025-10-10T00:32:46.351703] [INFO ] [sig       ] [1066/1690] Completed LAZ in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:46.351802] [INFO ] [sig       ] [1067/1690] Forecasting LB...
[2025-10-10T00:32:46.351872] [INFO ] [sig       ] Generating forecast for: LB
[2025-10-10T00:32:46.351984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'.
[2025-10-10T00:32:46.361217] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LB'.
[2025-10-10T00:32:46.361573] [INFO ] [FORECASTER] Starting predict_future for LB
[2025-10-10T00:32:46.387633] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:46.388458] [DEBUG] [LOCAL     ] No optimal features file found for LB: ./output/feature-sets/LB.txt
[2025-10-10T00:32:46.388539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:46.388633] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:46.388740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:46.388851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:46.407473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:46.408205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:46.408314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:46.408396] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:46.436057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:46.436217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:46.436306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:46.436377] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:46.440807] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-10-10T00:32:46.441106] [INFO ] [FORECASTER] Completed predict_future for LB
[2025-10-10T00:32:46.441245] [INFO ] [sig       ] LB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:46.599990] [INFO ] [LOCAL     ] Saved forecast: LB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LB.txt
[2025-10-10T00:32:46.600267] [INFO ] [sig       ] [1067/1690] Completed LB in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:46.600398] [INFO ] [sig       ] [1068/1690] Forecasting LBRT...
[2025-10-10T00:32:46.600470] [INFO ] [sig       ] Generating forecast for: LBRT
[2025-10-10T00:32:46.600540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-10-10T00:32:46.609749] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LBRT'.
[2025-10-10T00:32:46.610089] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-10-10T00:32:46.638817] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:46.639868] [DEBUG] [LOCAL     ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt
[2025-10-10T00:32:46.639956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:46.640055] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:46.640142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:46.640286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:46.659117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:46.659784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:46.659891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:46.659974] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:46.686962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:46.687077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:46.687119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:46.687154] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:46.690527] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-10-10T00:32:46.690876] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-10-10T00:32:46.691023] [INFO ] [sig       ] LBRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:46.845901] [INFO ] [LOCAL     ] Saved forecast: LBRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LBRT.txt
[2025-10-10T00:32:46.846236] [INFO ] [sig       ] [1068/1690] Completed LBRT in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:46.846341] [INFO ] [sig       ] [1069/1690] Forecasting LC...
[2025-10-10T00:32:46.846425] [INFO ] [sig       ] Generating forecast for: LC
[2025-10-10T00:32:46.846497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-10-10T00:32:46.856476] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LC'.
[2025-10-10T00:32:46.857040] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-10-10T00:32:46.882837] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:46.883730] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-10-10T00:32:46.883814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:46.883886] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:46.883951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:46.884051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:46.901809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:46.902703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:46.902816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:46.902883] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:46.946030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:46.946296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:46.946365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:46.946405] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:46.951444] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-10-10T00:32:46.951877] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-10-10T00:32:46.952051] [INFO ] [sig       ] LC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:47.103900] [INFO ] [LOCAL     ] Saved forecast: LC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LC.txt
[2025-10-10T00:32:47.104234] [INFO ] [sig       ] [1069/1690] Completed LC in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.6m
[2025-10-10T00:32:47.104319] [INFO ] [sig       ] [1070/1690] Forecasting LCII...
[2025-10-10T00:32:47.104386] [INFO ] [sig       ] Generating forecast for: LCII
[2025-10-10T00:32:47.104455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-10-10T00:32:47.114122] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LCII'.
[2025-10-10T00:32:47.114447] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-10-10T00:32:47.140300] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:47.141070] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-10-10T00:32:47.141146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:47.141217] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:47.141285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:47.141384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:47.159281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:47.159916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:47.160065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:47.160134] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:47.194542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:47.194669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:47.194736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:47.194772] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:47.198735] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-10-10T00:32:47.199029] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-10-10T00:32:47.199169] [INFO ] [sig       ] LCII: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:47.341800] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LCII.txt
[2025-10-10T00:32:47.342130] [INFO ] [sig       ] [1070/1690] Completed LCII in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:47.342211] [INFO ] [sig       ] [1071/1690] Forecasting LDI...
[2025-10-10T00:32:47.342277] [INFO ] [sig       ] Generating forecast for: LDI
[2025-10-10T00:32:47.342324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-10-10T00:32:47.352519] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LDI'.
[2025-10-10T00:32:47.352949] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-10-10T00:32:47.378342] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:47.379199] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-10-10T00:32:47.379277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:47.379363] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:47.379445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:47.379570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:47.396484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:47.397104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:47.397211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:47.397295] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:47.435406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:47.435503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:47.435544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:47.435576] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:47.438690] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-10-10T00:32:47.438968] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-10-10T00:32:47.439153] [INFO ] [sig       ] LDI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:47.579462] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LDI.txt
[2025-10-10T00:32:47.579740] [INFO ] [sig       ] [1071/1690] Completed LDI in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:47.579836] [INFO ] [sig       ] [1072/1690] Forecasting LDOS...
[2025-10-10T00:32:47.579908] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-10-10T00:32:47.579980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-10-10T00:32:47.589934] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LDOS'.
[2025-10-10T00:32:47.590304] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-10-10T00:32:47.617221] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:47.618175] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-10-10T00:32:47.618257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:47.618330] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:47.618400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:47.618501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:47.636298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:47.636944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:47.637051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:47.637122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:47.672548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:47.672721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:47.672800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:47.672838] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:47.676180] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-10-10T00:32:47.676505] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-10-10T00:32:47.676677] [INFO ] [sig       ] LDOS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:47.837236] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LDOS.txt
[2025-10-10T00:32:47.837606] [INFO ] [sig       ] [1072/1690] Completed LDOS in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:47.837708] [INFO ] [sig       ] [1073/1690] Forecasting LDP...
[2025-10-10T00:32:47.837776] [INFO ] [sig       ] Generating forecast for: LDP
[2025-10-10T00:32:47.837846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-10-10T00:32:47.848353] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LDP'.
[2025-10-10T00:32:47.848773] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-10-10T00:32:47.874587] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:47.875334] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-10-10T00:32:47.875413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:47.875484] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:47.875567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:47.875724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:47.892781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:47.893401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:47.893524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:47.893609] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:47.929222] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:47.929313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:47.929353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:47.929385] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:47.932474] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-10-10T00:32:47.932788] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-10-10T00:32:47.932940] [INFO ] [sig       ] LDP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:48.074845] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LDP.txt
[2025-10-10T00:32:48.075081] [INFO ] [sig       ] [1073/1690] Completed LDP in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:48.075177] [INFO ] [sig       ] [1074/1690] Forecasting LEA...
[2025-10-10T00:32:48.075231] [INFO ] [sig       ] Generating forecast for: LEA
[2025-10-10T00:32:48.075295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-10-10T00:32:48.084996] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LEA'.
[2025-10-10T00:32:48.085373] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-10-10T00:32:48.112154] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:48.113039] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-10-10T00:32:48.113120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:48.113201] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:48.113289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:48.113417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:48.131409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:48.132064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:48.132176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:48.132248] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:48.166106] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:48.166227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:48.166271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:48.166310] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:48.169541] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2025-10-10T00:32:48.169860] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-10-10T00:32:48.170022] [INFO ] [sig       ] LEA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:48.320860] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LEA.txt
[2025-10-10T00:32:48.321220] [INFO ] [sig       ] [1074/1690] Completed LEA in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:48.321322] [INFO ] [sig       ] [1075/1690] Forecasting LEG...
[2025-10-10T00:32:48.321408] [INFO ] [sig       ] Generating forecast for: LEG
[2025-10-10T00:32:48.321482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-10-10T00:32:48.330959] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LEG'.
[2025-10-10T00:32:48.331336] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-10-10T00:32:48.356389] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:48.357225] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-10-10T00:32:48.357303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:48.357379] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:48.357447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:48.357546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:48.374676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:48.375355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:48.375468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:48.375538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:48.410319] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:48.410458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:48.410501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:48.410534] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:48.413806] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-10-10T00:32:48.414093] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-10-10T00:32:48.414227] [INFO ] [sig       ] LEG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:48.555094] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LEG.txt
[2025-10-10T00:32:48.555341] [INFO ] [sig       ] [1075/1690] Completed LEG in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:48.555437] [INFO ] [sig       ] [1076/1690] Forecasting LEN...
[2025-10-10T00:32:48.555506] [INFO ] [sig       ] Generating forecast for: LEN
[2025-10-10T00:32:48.555612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-10-10T00:32:48.565339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LEN'.
[2025-10-10T00:32:48.565750] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-10-10T00:32:48.593259] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:48.594183] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-10-10T00:32:48.594265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:48.594343] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:48.594413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:48.594513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:48.613150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:48.614012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:48.614128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:48.614198] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:48.645982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:48.646146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:48.646192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:48.646225] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:48.649709] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-10-10T00:32:48.650009] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-10-10T00:32:48.650157] [INFO ] [sig       ] LEN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:48.799032] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LEN.txt
[2025-10-10T00:32:48.799352] [INFO ] [sig       ] [1076/1690] Completed LEN in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:48.799432] [INFO ] [sig       ] [1077/1690] Forecasting LEO...
[2025-10-10T00:32:48.799501] [INFO ] [sig       ] Generating forecast for: LEO
[2025-10-10T00:32:48.799573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-10-10T00:32:48.808002] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LEO'.
[2025-10-10T00:32:48.808333] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-10-10T00:32:48.833442] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:48.834253] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-10-10T00:32:48.834333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:48.834418] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:48.834498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:48.834623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:48.851983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:48.852596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:48.852725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:48.852808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:48.887719] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:48.887973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:48.888041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:48.888079] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:48.891904] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-10-10T00:32:48.892219] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-10-10T00:32:48.892375] [INFO ] [sig       ] LEO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:49.050158] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LEO.txt
[2025-10-10T00:32:49.050636] [INFO ] [sig       ] [1077/1690] Completed LEO in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:49.050756] [INFO ] [sig       ] [1078/1690] Forecasting LEVI...
[2025-10-10T00:32:49.050833] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-10-10T00:32:49.050919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-10-10T00:32:49.062076] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LEVI'.
[2025-10-10T00:32:49.062455] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-10-10T00:32:49.090892] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:49.091758] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-10-10T00:32:49.091839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:49.091928] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:49.092009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:49.092135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:49.110111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:49.110868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:49.110977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:49.111058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:49.146926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:49.147087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:49.147134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:49.147169] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:49.150781] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-10-10T00:32:49.151082] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-10-10T00:32:49.151225] [INFO ] [sig       ] LEVI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:49.302357] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LEVI.txt
[2025-10-10T00:32:49.302682] [INFO ] [sig       ] [1078/1690] Completed LEVI in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:49.302784] [INFO ] [sig       ] [1079/1690] Forecasting LFT...
[2025-10-10T00:32:49.302857] [INFO ] [sig       ] Generating forecast for: LFT
[2025-10-10T00:32:49.302931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'.
[2025-10-10T00:32:49.312416] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LFT'.
[2025-10-10T00:32:49.312875] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-10-10T00:32:49.339437] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:49.340333] [DEBUG] [LOCAL     ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt
[2025-10-10T00:32:49.340429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:49.340523] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:49.340615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:49.340781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:49.362117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:49.363372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:49.363486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:49.363566] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:49.404508] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:49.404745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:49.404850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:49.404907] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:49.408513] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-10-10T00:32:49.408913] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-10-10T00:32:49.409070] [INFO ] [sig       ] LFT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:49.558560] [INFO ] [LOCAL     ] Saved forecast: LFT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LFT.txt
[2025-10-10T00:32:49.558994] [INFO ] [sig       ] [1079/1690] Completed LFT in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:49.559083] [INFO ] [sig       ] [1080/1690] Forecasting LH...
[2025-10-10T00:32:49.559160] [INFO ] [sig       ] Generating forecast for: LH
[2025-10-10T00:32:49.559238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-10-10T00:32:49.570112] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LH'.
[2025-10-10T00:32:49.570518] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-10-10T00:32:49.598274] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:49.599190] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-10-10T00:32:49.599270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:49.599361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:49.599443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:49.599569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:49.620009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:49.620841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:49.620951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:49.621036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:49.655506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:49.655713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:49.655780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:49.655816] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:49.659362] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2025-10-10T00:32:49.659680] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-10-10T00:32:49.659882] [INFO ] [sig       ] LH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:49.813533] [INFO ] [LOCAL     ] Saved forecast: LH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LH.txt
[2025-10-10T00:32:49.813846] [INFO ] [sig       ] [1080/1690] Completed LH in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:49.813939] [INFO ] [sig       ] [1081/1690] Forecasting LHX...
[2025-10-10T00:32:49.814010] [INFO ] [sig       ] Generating forecast for: LHX
[2025-10-10T00:32:49.814081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-10-10T00:32:49.822637] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LHX'.
[2025-10-10T00:32:49.823022] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-10-10T00:32:49.849408] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:49.850317] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-10-10T00:32:49.850405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:49.850495] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:49.850579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:49.850749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:49.868876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:49.869732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:49.869845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:49.869931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:49.901299] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:49.901488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:49.901533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:49.901567] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:49.905203] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-10-10T00:32:49.905509] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-10-10T00:32:49.905676] [INFO ] [sig       ] LHX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:50.064425] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LHX.txt
[2025-10-10T00:32:50.064739] [INFO ] [sig       ] [1081/1690] Completed LHX in 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:50.064850] [INFO ] [sig       ] [1082/1690] Forecasting LII...
[2025-10-10T00:32:50.064991] [INFO ] [sig       ] Generating forecast for: LII
[2025-10-10T00:32:50.065064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-10-10T00:32:50.073810] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LII'.
[2025-10-10T00:32:50.074142] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-10-10T00:32:50.099528] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:50.100396] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-10-10T00:32:50.100475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:50.100571] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:50.100669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:50.100791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:50.118199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:50.119076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:50.119193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:50.119280] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:50.150712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:50.150888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:50.150970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:50.151029] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:50.154901] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-10-10T00:32:50.155210] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-10-10T00:32:50.155353] [INFO ] [sig       ] LII: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:50.310563] [INFO ] [LOCAL     ] Saved forecast: LII	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LII.txt
[2025-10-10T00:32:50.310883] [INFO ] [sig       ] [1082/1690] Completed LII in 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 2.5m
[2025-10-10T00:32:50.310982] [INFO ] [sig       ] [1083/1690] Forecasting LION...
[2025-10-10T00:32:50.311065] [INFO ] [sig       ] Generating forecast for: LION
[2025-10-10T00:32:50.311147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'.
[2025-10-10T00:32:50.320145] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LION'.
[2025-10-10T00:32:50.320527] [INFO ] [FORECASTER] Starting predict_future for LION
[2025-10-10T00:32:50.346628] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:50.347417] [DEBUG] [LOCAL     ] No optimal features file found for LION: ./output/feature-sets/LION.txt
[2025-10-10T00:32:50.347497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:50.347570] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:50.347637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:50.347764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:50.369590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:50.370866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:50.370998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:50.371070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:50.406053] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:50.406198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:50.406244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:50.406283] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:50.409969] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-10-10T00:32:50.410266] [INFO ] [FORECASTER] Completed predict_future for LION
[2025-10-10T00:32:50.410430] [INFO ] [sig       ] LION: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:50.564766] [INFO ] [LOCAL     ] Saved forecast: LION	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LION.txt
[2025-10-10T00:32:50.565044] [INFO ] [sig       ] [1083/1690] Completed LION in 0.3s | 4.06 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:50.565142] [INFO ] [sig       ] [1084/1690] Forecasting LITB...
[2025-10-10T00:32:50.565212] [INFO ] [sig       ] Generating forecast for: LITB
[2025-10-10T00:32:50.565286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-10-10T00:32:50.575563] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LITB'.
[2025-10-10T00:32:50.575973] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-10-10T00:32:50.604313] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:50.605178] [DEBUG] [LOCAL     ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt
[2025-10-10T00:32:50.605256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:50.605330] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:50.605400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:50.605509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:50.627732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:50.628970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:50.629092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:50.629163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:50.666547] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:50.666797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:50.666863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:50.666899] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:50.670689] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-10-10T00:32:50.670996] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-10-10T00:32:50.671145] [INFO ] [sig       ] LITB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:50.816504] [INFO ] [LOCAL     ] Saved forecast: LITB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LITB.txt
[2025-10-10T00:32:50.816875] [INFO ] [sig       ] [1084/1690] Completed LITB in 0.3s | 4.06 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:50.816963] [INFO ] [sig       ] [1085/1690] Forecasting LLY...
[2025-10-10T00:32:50.817031] [INFO ] [sig       ] Generating forecast for: LLY
[2025-10-10T00:32:50.817104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-10-10T00:32:50.826586] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LLY'.
[2025-10-10T00:32:50.826976] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-10-10T00:32:50.858143] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:50.859061] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-10-10T00:32:50.859144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:50.859219] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:50.859291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:50.859413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:50.880498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:50.881732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:50.881866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:50.881956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:50.917506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:50.917708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:50.917775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:50.917812] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:50.921365] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-10-10T00:32:50.921695] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-10-10T00:32:50.921856] [INFO ] [sig       ] LLY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:51.088952] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LLY.txt
[2025-10-10T00:32:51.089325] [INFO ] [sig       ] [1085/1690] Completed LLY in 0.3s | 4.06 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:51.089423] [INFO ] [sig       ] [1086/1690] Forecasting LMND...
[2025-10-10T00:32:51.089507] [INFO ] [sig       ] Generating forecast for: LMND
[2025-10-10T00:32:51.089580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-10-10T00:32:51.099118] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LMND'.
[2025-10-10T00:32:51.099600] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-10-10T00:32:51.127871] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:51.128835] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-10-10T00:32:51.128916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:51.128989] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:51.129067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:51.129194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:51.149169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:51.150128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:51.150247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:51.150320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:51.189720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:51.189942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:51.189994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:51.190048] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:51.193817] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-10-10T00:32:51.194154] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-10-10T00:32:51.194309] [INFO ] [sig       ] LMND: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:51.353996] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LMND.txt
[2025-10-10T00:32:51.354344] [INFO ] [sig       ] [1086/1690] Completed LMND in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:51.354425] [INFO ] [sig       ] [1087/1690] Forecasting LMT...
[2025-10-10T00:32:51.354494] [INFO ] [sig       ] Generating forecast for: LMT
[2025-10-10T00:32:51.354565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-10-10T00:32:51.364374] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LMT'.
[2025-10-10T00:32:51.364841] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-10-10T00:32:51.390958] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:51.391762] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-10-10T00:32:51.391840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:51.391911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:51.391980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:51.392100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:51.409399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:51.410064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:51.410172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:51.410252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:51.456075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:51.456295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:51.456346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:51.456380] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:51.460293] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-10-10T00:32:51.460639] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-10-10T00:32:51.460839] [INFO ] [sig       ] LMT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:51.607240] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LMT.txt
[2025-10-10T00:32:51.607561] [INFO ] [sig       ] [1087/1690] Completed LMT in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:51.607661] [INFO ] [sig       ] [1088/1690] Forecasting LNC...
[2025-10-10T00:32:51.607734] [INFO ] [sig       ] Generating forecast for: LNC
[2025-10-10T00:32:51.607804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-10-10T00:32:51.617628] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LNC'.
[2025-10-10T00:32:51.618117] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-10-10T00:32:51.643754] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:51.644566] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-10-10T00:32:51.644667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:51.644733] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:51.644823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:51.644979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:51.662775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:51.663683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:51.663795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:51.663884] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:51.706081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:51.706287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:51.706338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:51.706379] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:51.710441] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-10-10T00:32:51.710800] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-10-10T00:32:51.710960] [INFO ] [sig       ] LNC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:51.856660] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LNC.txt
[2025-10-10T00:32:51.856956] [INFO ] [sig       ] [1088/1690] Completed LNC in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:51.857038] [INFO ] [sig       ] [1089/1690] Forecasting LND...
[2025-10-10T00:32:51.857088] [INFO ] [sig       ] Generating forecast for: LND
[2025-10-10T00:32:51.857152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-10-10T00:32:51.866562] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LND'.
[2025-10-10T00:32:51.867022] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-10-10T00:32:51.892704] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:51.893547] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-10-10T00:32:51.893626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:51.893732] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:51.893813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:51.893938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:51.910997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:51.911819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:51.911932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:51.912015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:51.951000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:51.951299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:51.951382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:51.951463] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:51.956037] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-10-10T00:32:51.956395] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-10-10T00:32:51.956591] [INFO ] [sig       ] LND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:52.104804] [INFO ] [LOCAL     ] Saved forecast: LND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LND.txt
[2025-10-10T00:32:52.105172] [INFO ] [sig       ] [1089/1690] Completed LND in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:52.105244] [INFO ] [sig       ] [1090/1690] Forecasting LNG...
[2025-10-10T00:32:52.105308] [INFO ] [sig       ] Generating forecast for: LNG
[2025-10-10T00:32:52.105380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-10-10T00:32:52.114781] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LNG'.
[2025-10-10T00:32:52.115098] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-10-10T00:32:52.141233] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:52.142039] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-10-10T00:32:52.142119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:52.142191] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:52.142262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:52.142362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:52.160505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:52.161220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:52.161328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:52.161400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:52.200212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:52.200376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:52.200421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:52.200455] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:52.203890] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-10-10T00:32:52.204205] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-10-10T00:32:52.204382] [INFO ] [sig       ] LNG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:52.349817] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LNG.txt
[2025-10-10T00:32:52.350079] [INFO ] [sig       ] [1090/1690] Completed LNG in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:52.350196] [INFO ] [sig       ] [1091/1690] Forecasting LNN...
[2025-10-10T00:32:52.350288] [INFO ] [sig       ] Generating forecast for: LNN
[2025-10-10T00:32:52.350374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-10-10T00:32:52.359544] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LNN'.
[2025-10-10T00:32:52.359874] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-10-10T00:32:52.386115] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:52.386982] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-10-10T00:32:52.387064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:52.387140] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:52.387208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:52.387309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:52.404828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:52.405418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:52.405520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:52.405592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:52.431619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:52.431757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:52.431805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:52.431840] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:52.435044] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-10-10T00:32:52.435327] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-10-10T00:32:52.435462] [INFO ] [sig       ] LNN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:52.589343] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LNN.txt
[2025-10-10T00:32:52.589699] [INFO ] [sig       ] [1091/1690] Completed LNN in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:52.589786] [INFO ] [sig       ] [1092/1690] Forecasting LOAR...
[2025-10-10T00:32:52.589859] [INFO ] [sig       ] Generating forecast for: LOAR
[2025-10-10T00:32:52.589929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'.
[2025-10-10T00:32:52.599164] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LOAR'.
[2025-10-10T00:32:52.599470] [INFO ] [FORECASTER] Starting predict_future for LOAR
[2025-10-10T00:32:52.627383] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:52.628616] [DEBUG] [LOCAL     ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt
[2025-10-10T00:32:52.628744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:52.628829] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:52.628910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:52.629042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:52.647295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:52.648028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:52.648148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:52.648220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:52.685904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:52.686059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:52.686105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:52.686142] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:52.689969] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-10-10T00:32:52.690271] [INFO ] [FORECASTER] Completed predict_future for LOAR
[2025-10-10T00:32:52.690410] [INFO ] [sig       ] LOAR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:52.846149] [INFO ] [LOCAL     ] Saved forecast: LOAR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LOAR.txt
[2025-10-10T00:32:52.846449] [INFO ] [sig       ] [1092/1690] Completed LOAR in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:52.846521] [INFO ] [sig       ] [1093/1690] Forecasting LOB...
[2025-10-10T00:32:52.846584] [INFO ] [sig       ] Generating forecast for: LOB
[2025-10-10T00:32:52.846679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-10-10T00:32:52.855696] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LOB'.
[2025-10-10T00:32:52.856038] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-10-10T00:32:52.882679] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:52.883505] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-10-10T00:32:52.883596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:52.883701] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:52.883781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:52.883895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:52.902216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:52.902890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:52.902996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:52.903074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:52.943171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:52.943334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:52.943381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:52.943438] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:52.947379] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-10-10T00:32:52.947725] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-10-10T00:32:52.947894] [INFO ] [sig       ] LOB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:53.100906] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LOB.txt
[2025-10-10T00:32:53.101293] [INFO ] [sig       ] [1093/1690] Completed LOB in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.5m
[2025-10-10T00:32:53.101376] [INFO ] [sig       ] [1094/1690] Forecasting LOCL...
[2025-10-10T00:32:53.101447] [INFO ] [sig       ] Generating forecast for: LOCL
[2025-10-10T00:32:53.101516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'.
[2025-10-10T00:32:53.111763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LOCL'.
[2025-10-10T00:32:53.112151] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-10-10T00:32:53.139007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:53.139980] [DEBUG] [LOCAL     ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt
[2025-10-10T00:32:53.140059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:53.140132] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:53.140200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:53.140388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:53.158553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:53.159404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:53.159569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:53.159674] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:53.195525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:53.195724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:53.195790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:53.195826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:53.199428] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-10-10T00:32:53.199804] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-10-10T00:32:53.199974] [INFO ] [sig       ] LOCL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:53.345136] [INFO ] [LOCAL     ] Saved forecast: LOCL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LOCL.txt
[2025-10-10T00:32:53.345459] [INFO ] [sig       ] [1094/1690] Completed LOCL in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:53.345540] [INFO ] [sig       ] [1095/1690] Forecasting LOMA...
[2025-10-10T00:32:53.345609] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-10-10T00:32:53.345704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-10-10T00:32:53.354852] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LOMA'.
[2025-10-10T00:32:53.355164] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-10-10T00:32:53.381007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:53.381796] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-10-10T00:32:53.381873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:53.381944] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:53.382011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:53.382157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:53.399491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:53.400115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:53.400224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:53.400295] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:53.438309] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:53.438440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:53.438493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:53.438534] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:53.442236] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-10-10T00:32:53.442594] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-10-10T00:32:53.442782] [INFO ] [sig       ] LOMA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:53.590938] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LOMA.txt
[2025-10-10T00:32:53.591231] [INFO ] [sig       ] [1095/1690] Completed LOMA in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:53.591317] [INFO ] [sig       ] [1096/1690] Forecasting LOW...
[2025-10-10T00:32:53.591388] [INFO ] [sig       ] Generating forecast for: LOW
[2025-10-10T00:32:53.591464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'.
[2025-10-10T00:32:53.601683] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LOW'.
[2025-10-10T00:32:53.602065] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-10-10T00:32:53.628297] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:53.629115] [DEBUG] [LOCAL     ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt
[2025-10-10T00:32:53.629195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:53.629268] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:53.629337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:53.629460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:53.646963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:53.647535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:53.647663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:53.647733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:53.684270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:53.684457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:53.684533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:53.684574] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:53.688153] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-10-10T00:32:53.688478] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-10-10T00:32:53.688637] [INFO ] [sig       ] LOW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:53.843500] [INFO ] [LOCAL     ] Saved forecast: LOW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LOW.txt
[2025-10-10T00:32:53.843871] [INFO ] [sig       ] [1096/1690] Completed LOW in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:53.843955] [INFO ] [sig       ] [1097/1690] Forecasting LPG...
[2025-10-10T00:32:53.844026] [INFO ] [sig       ] Generating forecast for: LPG
[2025-10-10T00:32:53.844098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-10-10T00:32:53.853416] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LPG'.
[2025-10-10T00:32:53.853757] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-10-10T00:32:53.879770] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:53.880570] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-10-10T00:32:53.880675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:53.880752] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:53.880822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:53.880920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:53.898676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:53.899289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:53.899409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:53.899481] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:53.937127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:53.937272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:53.937317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:53.937356] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:53.940998] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-10-10T00:32:53.941289] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-10-10T00:32:53.941431] [INFO ] [sig       ] LPG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:54.086917] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LPG.txt
[2025-10-10T00:32:54.087301] [INFO ] [sig       ] [1097/1690] Completed LPG in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:54.087386] [INFO ] [sig       ] [1098/1690] Forecasting LPL...
[2025-10-10T00:32:54.087463] [INFO ] [sig       ] Generating forecast for: LPL
[2025-10-10T00:32:54.087534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-10-10T00:32:54.097568] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LPL'.
[2025-10-10T00:32:54.098011] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-10-10T00:32:54.123273] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:54.124058] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-10-10T00:32:54.124136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:54.124208] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:54.124277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:54.124376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:54.141506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:54.142109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:54.142216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:54.142286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:54.183529] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:54.183815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:54.183892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:54.183952] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:54.188260] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-10-10T00:32:54.188629] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-10-10T00:32:54.188844] [INFO ] [sig       ] LPL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:54.352244] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LPL.txt
[2025-10-10T00:32:54.352538] [INFO ] [sig       ] [1098/1690] Completed LPL in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:54.352677] [INFO ] [sig       ] [1099/1690] Forecasting LPX...
[2025-10-10T00:32:54.352758] [INFO ] [sig       ] Generating forecast for: LPX
[2025-10-10T00:32:54.352832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-10-10T00:32:54.362882] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LPX'.
[2025-10-10T00:32:54.363210] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-10-10T00:32:54.390070] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:54.390895] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-10-10T00:32:54.390973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:54.391059] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:54.391141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:54.391254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:54.408338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:54.409157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:54.409270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:54.409354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:54.443694] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:54.443839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:54.443893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:54.443929] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:54.447229] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-10-10T00:32:54.447521] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-10-10T00:32:54.447694] [INFO ] [sig       ] LPX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:54.595327] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LPX.txt
[2025-10-10T00:32:54.595739] [INFO ] [sig       ] [1099/1690] Completed LPX in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:54.595819] [INFO ] [sig       ] [1100/1690] Forecasting LRN...
[2025-10-10T00:32:54.595964] [INFO ] [sig       ] Generating forecast for: LRN
[2025-10-10T00:32:54.596035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'.
[2025-10-10T00:32:54.606849] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LRN'.
[2025-10-10T00:32:54.607316] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-10-10T00:32:54.634619] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:54.635719] [DEBUG] [LOCAL     ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt
[2025-10-10T00:32:54.635823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:54.635885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:54.635960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:54.636080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:54.655133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:54.656017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:54.656143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:54.656221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:54.691070] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:54.691272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:54.691323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:54.691378] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:54.695039] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-10-10T00:32:54.695474] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-10-10T00:32:54.695705] [INFO ] [sig       ] LRN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:54.850330] [INFO ] [LOCAL     ] Saved forecast: LRN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LRN.txt
[2025-10-10T00:32:54.850682] [INFO ] [sig       ] [1100/1690] Completed LRN in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:54.850754] [INFO ] [sig       ] [1101/1690] Forecasting LSPD...
[2025-10-10T00:32:54.850818] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-10-10T00:32:54.850891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-10-10T00:32:54.860154] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LSPD'.
[2025-10-10T00:32:54.860493] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-10-10T00:32:54.888816] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:54.889745] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-10-10T00:32:54.889825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:54.889899] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:54.890020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:54.890125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:54.911614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:54.912697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:54.912830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:54.912924] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:54.954304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:54.954520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:54.954578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:54.954614] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:54.958328] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-10-10T00:32:54.958684] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-10-10T00:32:54.958928] [INFO ] [sig       ] LSPD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:55.112605] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LSPD.txt
[2025-10-10T00:32:55.112887] [INFO ] [sig       ] [1101/1690] Completed LSPD in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:55.113005] [INFO ] [sig       ] [1102/1690] Forecasting LTC...
[2025-10-10T00:32:55.113121] [INFO ] [sig       ] Generating forecast for: LTC
[2025-10-10T00:32:55.113196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-10-10T00:32:55.122098] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LTC'.
[2025-10-10T00:32:55.122419] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-10-10T00:32:55.148313] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:55.149252] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-10-10T00:32:55.149337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:55.149423] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:55.149496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:55.149595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:55.168832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:55.169599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:55.169736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:55.169806] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:55.207539] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:55.207771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:55.207836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:55.207874] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:55.211563] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-10-10T00:32:55.211915] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-10-10T00:32:55.212071] [INFO ] [sig       ] LTC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:55.359029] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LTC.txt
[2025-10-10T00:32:55.359325] [INFO ] [sig       ] [1102/1690] Completed LTC in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:55.359405] [INFO ] [sig       ] [1103/1690] Forecasting LTH...
[2025-10-10T00:32:55.359475] [INFO ] [sig       ] Generating forecast for: LTH
[2025-10-10T00:32:55.359546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-10-10T00:32:55.368308] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LTH'.
[2025-10-10T00:32:55.368674] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-10-10T00:32:55.394518] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:55.395384] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-10-10T00:32:55.395477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:55.395567] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:55.395670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:55.395773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:55.413874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:55.414465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:55.414574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:55.414679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:55.451373] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:55.451539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:55.451600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:55.451636] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:55.455225] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-10-10T00:32:55.455526] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-10-10T00:32:55.455701] [INFO ] [sig       ] LTH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:55.615318] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LTH.txt
[2025-10-10T00:32:55.615685] [INFO ] [sig       ] [1103/1690] Completed LTH in 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:55.615788] [INFO ] [sig       ] [1104/1690] Forecasting LTM...
[2025-10-10T00:32:55.615858] [INFO ] [sig       ] Generating forecast for: LTM
[2025-10-10T00:32:55.615944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'.
[2025-10-10T00:32:55.625753] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LTM'.
[2025-10-10T00:32:55.626086] [INFO ] [FORECASTER] Starting predict_future for LTM
[2025-10-10T00:32:55.652210] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:55.653011] [DEBUG] [LOCAL     ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt
[2025-10-10T00:32:55.653089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:55.653162] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:55.653230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:55.653327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:55.670890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:55.671525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:55.671629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:55.671731] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:55.705811] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:55.706017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:55.706065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:55.706098] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:55.709666] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-10-10T00:32:55.709973] [INFO ] [FORECASTER] Completed predict_future for LTM
[2025-10-10T00:32:55.710113] [INFO ] [sig       ] LTM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:55.863721] [INFO ] [LOCAL     ] Saved forecast: LTM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LTM.txt
[2025-10-10T00:32:55.864002] [INFO ] [sig       ] [1104/1690] Completed LTM in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:55.864097] [INFO ] [sig       ] [1105/1690] Forecasting LU...
[2025-10-10T00:32:55.864148] [INFO ] [sig       ] Generating forecast for: LU
[2025-10-10T00:32:55.864215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'.
[2025-10-10T00:32:55.873104] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LU'.
[2025-10-10T00:32:55.873480] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-10-10T00:32:55.899377] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:55.900168] [DEBUG] [LOCAL     ] No optimal features file found for LU: ./output/feature-sets/LU.txt
[2025-10-10T00:32:55.900245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:55.900317] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:55.900385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:55.900484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:55.917714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:55.918393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:55.918522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:55.918605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:55.953981] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:55.954193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:55.954243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:55.954278] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:55.957976] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-10-10T00:32:55.958295] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-10-10T00:32:55.958440] [INFO ] [sig       ] LU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:56.103780] [INFO ] [LOCAL     ] Saved forecast: LU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LU.txt
[2025-10-10T00:32:56.104122] [INFO ] [sig       ] [1105/1690] Completed LU in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:56.104211] [INFO ] [sig       ] [1106/1690] Forecasting LUCK...
[2025-10-10T00:32:56.104283] [INFO ] [sig       ] Generating forecast for: LUCK
[2025-10-10T00:32:56.104354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'.
[2025-10-10T00:32:56.113366] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LUCK'.
[2025-10-10T00:32:56.113700] [INFO ] [FORECASTER] Starting predict_future for LUCK
[2025-10-10T00:32:56.139523] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:56.140489] [DEBUG] [LOCAL     ] No optimal features file found for LUCK: ./output/feature-sets/LUCK.txt
[2025-10-10T00:32:56.140586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:56.140692] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:56.140760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:56.140857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:56.159136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:56.159857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:56.159966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:56.160036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:56.192094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:56.192220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:56.192263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:56.192296] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:56.195716] [DEBUG] [FORECASTER] LUCK: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-10-10T00:32:56.196018] [INFO ] [FORECASTER] Completed predict_future for LUCK
[2025-10-10T00:32:56.196158] [INFO ] [sig       ] LUCK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:56.352280] [INFO ] [LOCAL     ] Saved forecast: LUCK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LUCK.txt
[2025-10-10T00:32:56.352552] [INFO ] [sig       ] [1106/1690] Completed LUCK in 0.2s | 4.05 sym/s | Total: 4.5m | ETA: 2.4m
[2025-10-10T00:32:56.352631] [INFO ] [sig       ] [1107/1690] Forecasting LUMN...
[2025-10-10T00:32:56.352724] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-10-10T00:32:56.352772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-10-10T00:32:56.362235] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LUMN'.
[2025-10-10T00:32:56.362556] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-10-10T00:32:56.387932] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:56.388694] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-10-10T00:32:56.388772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:56.388844] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:56.388911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:56.389009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:56.406970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:56.407591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:56.407723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:56.407796] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:56.443434] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:56.443613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:56.443694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:56.443772] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:56.447320] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-10-10T00:32:56.447661] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-10-10T00:32:56.447827] [INFO ] [sig       ] LUMN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:56.594993] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LUMN.txt
[2025-10-10T00:32:56.595350] [INFO ] [sig       ] [1107/1690] Completed LUMN in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:56.595432] [INFO ] [sig       ] [1108/1690] Forecasting LUV...
[2025-10-10T00:32:56.595500] [INFO ] [sig       ] Generating forecast for: LUV
[2025-10-10T00:32:56.595572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'.
[2025-10-10T00:32:56.605156] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LUV'.
[2025-10-10T00:32:56.605513] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-10-10T00:32:56.633204] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:56.634127] [DEBUG] [LOCAL     ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt
[2025-10-10T00:32:56.634210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:56.634298] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:56.634381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:56.634525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:56.654236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:56.654929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:56.655037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:56.655122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:56.692335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:56.692526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:56.692574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:56.692608] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:56.696194] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2025-10-10T00:32:56.696489] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-10-10T00:32:56.696622] [INFO ] [sig       ] LUV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:56.861918] [INFO ] [LOCAL     ] Saved forecast: LUV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LUV.txt
[2025-10-10T00:32:56.862301] [INFO ] [sig       ] [1108/1690] Completed LUV in 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:56.862392] [INFO ] [sig       ] [1109/1690] Forecasting LVS...
[2025-10-10T00:32:56.862535] [INFO ] [sig       ] Generating forecast for: LVS
[2025-10-10T00:32:56.862609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-10-10T00:32:56.872308] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LVS'.
[2025-10-10T00:32:56.872726] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-10-10T00:32:56.899233] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:56.900102] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-10-10T00:32:56.900183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:56.900256] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:56.900325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:56.900427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:56.918969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:56.919754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:56.919862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:56.919933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:56.959994] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:56.960168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:56.960220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:56.960258] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:56.963832] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-10-10T00:32:56.964136] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-10-10T00:32:56.964282] [INFO ] [sig       ] LVS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:57.110776] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LVS.txt
[2025-10-10T00:32:57.111116] [INFO ] [sig       ] [1109/1690] Completed LVS in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:57.111194] [INFO ] [sig       ] [1110/1690] Forecasting LVWR...
[2025-10-10T00:32:57.111307] [INFO ] [sig       ] Generating forecast for: LVWR
[2025-10-10T00:32:57.111365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'.
[2025-10-10T00:32:57.121046] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LVWR'.
[2025-10-10T00:32:57.121354] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-10-10T00:32:57.147067] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:57.147850] [DEBUG] [LOCAL     ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt
[2025-10-10T00:32:57.147951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:57.148025] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:57.148093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:57.148190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:57.166209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:57.166919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:57.167029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:57.167100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:57.206892] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:57.207018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:57.207061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:57.207094] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:57.211107] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-10-10T00:32:57.211397] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-10-10T00:32:57.211540] [INFO ] [sig       ] LVWR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:57.358591] [INFO ] [LOCAL     ] Saved forecast: LVWR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LVWR.txt
[2025-10-10T00:32:57.358939] [INFO ] [sig       ] [1110/1690] Completed LVWR in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:57.359010] [INFO ] [sig       ] [1111/1690] Forecasting LW...
[2025-10-10T00:32:57.359077] [INFO ] [sig       ] Generating forecast for: LW
[2025-10-10T00:32:57.359151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-10-10T00:32:57.369151] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LW'.
[2025-10-10T00:32:57.369562] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-10-10T00:32:57.394980] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:57.395764] [DEBUG] [LOCAL     ] No optimal features file found for LW: ./output/feature-sets/LW.txt
[2025-10-10T00:32:57.395842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:57.395927] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:57.396008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:57.396132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:57.413327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:57.413951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:57.414055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:57.414135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:57.455839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:57.455931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:57.455971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:57.456003] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:57.459089] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-10-10T00:32:57.459356] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-10-10T00:32:57.459504] [INFO ] [sig       ] LW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:57.600337] [INFO ] [LOCAL     ] Saved forecast: LW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LW.txt
[2025-10-10T00:32:57.600582] [INFO ] [sig       ] [1111/1690] Completed LW in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:57.600738] [INFO ] [sig       ] [1112/1690] Forecasting LXFR...
[2025-10-10T00:32:57.600825] [INFO ] [sig       ] Generating forecast for: LXFR
[2025-10-10T00:32:57.600900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-10-10T00:32:57.610939] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LXFR'.
[2025-10-10T00:32:57.611334] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-10-10T00:32:57.637036] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:57.637826] [DEBUG] [LOCAL     ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt
[2025-10-10T00:32:57.637923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:57.637997] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:57.638064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:57.638161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:57.655359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:57.656063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:57.656173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:57.656241] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:57.697690] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:57.697982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:57.698044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:57.698080] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:57.702007] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-10-10T00:32:57.702349] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-10-10T00:32:57.702502] [INFO ] [sig       ] LXFR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:57.852586] [INFO ] [LOCAL     ] Saved forecast: LXFR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LXFR.txt
[2025-10-10T00:32:57.852995] [INFO ] [sig       ] [1112/1690] Completed LXFR in 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:57.853102] [INFO ] [sig       ] [1113/1690] Forecasting LXP...
[2025-10-10T00:32:57.853175] [INFO ] [sig       ] Generating forecast for: LXP
[2025-10-10T00:32:57.853246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-10-10T00:32:57.863714] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LXP'.
[2025-10-10T00:32:57.864117] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-10-10T00:32:57.890858] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:57.891716] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-10-10T00:32:57.891795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:57.891868] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:57.891938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:57.892039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:57.909762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:57.910439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:57.910552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:57.910621] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:57.942318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:57.942476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:57.942526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:57.942567] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:57.946251] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-10-10T00:32:57.946583] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-10-10T00:32:57.946770] [INFO ] [sig       ] LXP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:58.093257] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LXP.txt
[2025-10-10T00:32:58.093579] [INFO ] [sig       ] [1113/1690] Completed LXP in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:58.093710] [INFO ] [sig       ] [1114/1690] Forecasting LXU...
[2025-10-10T00:32:58.093781] [INFO ] [sig       ] Generating forecast for: LXU
[2025-10-10T00:32:58.093853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-10-10T00:32:58.103128] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LXU'.
[2025-10-10T00:32:58.103461] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-10-10T00:32:58.129503] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:58.130344] [DEBUG] [LOCAL     ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt
[2025-10-10T00:32:58.130424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:58.130498] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:58.130564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:58.130692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:58.148153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:58.148904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:58.149019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:58.149090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:58.182233] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:58.182429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:58.182475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:58.182529] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:58.185991] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-10-10T00:32:58.186285] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-10-10T00:32:58.186522] [INFO ] [sig       ] LXU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:58.334258] [INFO ] [LOCAL     ] Saved forecast: LXU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LXU.txt
[2025-10-10T00:32:58.334601] [INFO ] [sig       ] [1114/1690] Completed LXU in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:58.334704] [INFO ] [sig       ] [1115/1690] Forecasting LYB...
[2025-10-10T00:32:58.334775] [INFO ] [sig       ] Generating forecast for: LYB
[2025-10-10T00:32:58.334846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-10-10T00:32:58.344267] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LYB'.
[2025-10-10T00:32:58.344614] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-10-10T00:32:58.370629] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:58.371402] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-10-10T00:32:58.371483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:58.371556] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:58.371624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:58.371752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:58.389555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:58.390197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:58.390312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:58.390383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:58.429346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:58.429577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:58.429635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:58.429721] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:58.433538] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-10-10T00:32:58.433878] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-10-10T00:32:58.434043] [INFO ] [sig       ] LYB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:58.587638] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LYB.txt
[2025-10-10T00:32:58.588091] [INFO ] [sig       ] [1115/1690] Completed LYB in 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:58.588178] [INFO ] [sig       ] [1116/1690] Forecasting LYG...
[2025-10-10T00:32:58.588280] [INFO ] [sig       ] Generating forecast for: LYG
[2025-10-10T00:32:58.588350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-10-10T00:32:58.597969] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LYG'.
[2025-10-10T00:32:58.598337] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-10-10T00:32:58.624147] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:58.625102] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-10-10T00:32:58.625182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:58.625253] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:58.625391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:58.625506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:58.642995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:58.643795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:58.643908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:58.643990] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:58.678388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:58.678595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:58.678664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:58.678732] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:58.682304] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-10-10T00:32:58.682607] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-10-10T00:32:58.682786] [INFO ] [sig       ] LYG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:58.830981] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LYG.txt
[2025-10-10T00:32:58.831343] [INFO ] [sig       ] [1116/1690] Completed LYG in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:58.831441] [INFO ] [sig       ] [1117/1690] Forecasting LYV...
[2025-10-10T00:32:58.831516] [INFO ] [sig       ] Generating forecast for: LYV
[2025-10-10T00:32:58.831570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-10-10T00:32:58.841080] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LYV'.
[2025-10-10T00:32:58.841418] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-10-10T00:32:58.867638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:58.868440] [DEBUG] [LOCAL     ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt
[2025-10-10T00:32:58.868533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:58.868621] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:58.868728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:58.868829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:58.886633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:58.887285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:58.887392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:58.887461] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:58.915986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:58.916090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:58.916132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:58.916164] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:58.919366] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=65.22%)
[2025-10-10T00:32:58.919767] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-10-10T00:32:58.919918] [INFO ] [sig       ] LYV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:59.062889] [INFO ] [LOCAL     ] Saved forecast: LYV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LYV.txt
[2025-10-10T00:32:59.063163] [INFO ] [sig       ] [1117/1690] Completed LYV in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:59.063245] [INFO ] [sig       ] [1118/1690] Forecasting LZB...
[2025-10-10T00:32:59.063315] [INFO ] [sig       ] Generating forecast for: LZB
[2025-10-10T00:32:59.063386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-10-10T00:32:59.072190] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LZB'.
[2025-10-10T00:32:59.072490] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-10-10T00:32:59.097599] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:59.098391] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-10-10T00:32:59.098471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:59.098555] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:59.098638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:59.098767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:59.115816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:59.116383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:59.116492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:59.116563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:59.150614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:59.150743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:59.150789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:59.150822] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:59.153913] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-10-10T00:32:59.154186] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-10-10T00:32:59.154314] [INFO ] [sig       ] LZB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:32:59.298428] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/LZB.txt
[2025-10-10T00:32:59.298789] [INFO ] [sig       ] [1118/1690] Completed LZB in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.4m
[2025-10-10T00:32:59.298869] [INFO ] [sig       ] [1119/1690] Forecasting LZM...
[2025-10-10T00:32:59.298939] [INFO ] [sig       ] Generating forecast for: LZM
[2025-10-10T00:32:59.299012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-10-10T00:32:59.308070] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'LZM'.
[2025-10-10T00:32:59.308363] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-10-10T00:32:59.333779] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:59.334621] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-10-10T00:32:59.334727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:59.334799] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:59.334867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:59.334964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:59.352117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:59.352729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:59.352836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:59.352903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:59.389113] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:59.389267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:59.389310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:59.389342] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:59.392732] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-10-10T00:32:59.393031] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-10-10T00:32:59.393175] [INFO ] [sig       ] LZM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:59.536050] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/LZM.txt
[2025-10-10T00:32:59.536377] [INFO ] [sig       ] [1119/1690] Completed LZM in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:32:59.536460] [INFO ] [sig       ] [1120/1690] Forecasting M...
[2025-10-10T00:32:59.536518] [INFO ] [sig       ] Generating forecast for: M
[2025-10-10T00:32:59.536591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-10-10T00:32:59.546684] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'M'.
[2025-10-10T00:32:59.547049] [INFO ] [FORECASTER] Starting predict_future for M
[2025-10-10T00:32:59.572354] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:59.573122] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-10-10T00:32:59.573199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:59.573270] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:59.573337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:59.573435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:59.590493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:59.591121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:59.591226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:59.591312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:59.629221] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:59.629326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:59.629367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:59.629400] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:59.632526] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-10-10T00:32:59.632831] [INFO ] [FORECASTER] Completed predict_future for M
[2025-10-10T00:32:59.632987] [INFO ] [sig       ] M: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:32:59.775399] [INFO ] [LOCAL     ] Saved forecast: M	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/M.txt
[2025-10-10T00:32:59.775752] [INFO ] [sig       ] [1120/1690] Completed M in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:32:59.775833] [INFO ] [sig       ] [1121/1690] Forecasting MA...
[2025-10-10T00:32:59.775914] [INFO ] [sig       ] Generating forecast for: MA
[2025-10-10T00:32:59.775999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-10-10T00:32:59.786439] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MA'.
[2025-10-10T00:32:59.786850] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-10-10T00:32:59.812475] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:32:59.813231] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-10-10T00:32:59.813311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:32:59.813383] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:32:59.813451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:32:59.813554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:32:59.831171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:32:59.831797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:32:59.831904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:32:59.831973] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:32:59.867054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:32:59.867184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:32:59.867227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:32:59.867260] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:32:59.870586] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-10-10T00:32:59.870922] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-10-10T00:32:59.871069] [INFO ] [sig       ] MA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:00.013490] [INFO ] [LOCAL     ] Saved forecast: MA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MA.txt
[2025-10-10T00:33:00.013857] [INFO ] [sig       ] [1121/1690] Completed MA in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:00.013929] [INFO ] [sig       ] [1122/1690] Forecasting MAA...
[2025-10-10T00:33:00.013994] [INFO ] [sig       ] Generating forecast for: MAA
[2025-10-10T00:33:00.014065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-10-10T00:33:00.023571] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAA'.
[2025-10-10T00:33:00.023980] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-10-10T00:33:00.054066] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:00.054900] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-10-10T00:33:00.054980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:00.055051] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:00.055120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:00.055218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:00.072421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:00.073156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:00.073264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:00.073339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:00.109180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:00.109281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:00.109321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:00.109353] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:00.112434] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-10-10T00:33:00.112787] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-10-10T00:33:00.113027] [INFO ] [sig       ] MAA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:00.257376] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MAA.txt
[2025-10-10T00:33:00.257741] [INFO ] [sig       ] [1122/1690] Completed MAA in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:00.257823] [INFO ] [sig       ] [1123/1690] Forecasting MAC...
[2025-10-10T00:33:00.257892] [INFO ] [sig       ] Generating forecast for: MAC
[2025-10-10T00:33:00.258008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-10-10T00:33:00.268528] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAC'.
[2025-10-10T00:33:00.268871] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-10-10T00:33:00.295129] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:00.296059] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-10-10T00:33:00.296141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:00.296227] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:00.296308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:00.296432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:00.313922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:00.314917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:00.315054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:00.315141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:00.354291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:00.354510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:00.354563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:00.354599] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:00.358285] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-10-10T00:33:00.358597] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-10-10T00:33:00.358795] [INFO ] [sig       ] MAC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:00.503739] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MAC.txt
[2025-10-10T00:33:00.504095] [INFO ] [sig       ] [1123/1690] Completed MAC in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:00.504181] [INFO ] [sig       ] [1124/1690] Forecasting MAGN...
[2025-10-10T00:33:00.504253] [INFO ] [sig       ] Generating forecast for: MAGN
[2025-10-10T00:33:00.504324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'.
[2025-10-10T00:33:00.514417] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAGN'.
[2025-10-10T00:33:00.514822] [INFO ] [FORECASTER] Starting predict_future for MAGN
[2025-10-10T00:33:00.541167] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:00.542008] [DEBUG] [LOCAL     ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt
[2025-10-10T00:33:00.542089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:00.542164] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:00.542235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:00.542334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:00.559596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:00.560202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:00.560311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:00.560386] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:00.594278] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:00.594413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:00.594455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:00.594488] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:00.597810] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-10-10T00:33:00.598131] [INFO ] [FORECASTER] Completed predict_future for MAGN
[2025-10-10T00:33:00.598273] [INFO ] [sig       ] MAGN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:00.742744] [INFO ] [LOCAL     ] Saved forecast: MAGN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MAGN.txt
[2025-10-10T00:33:00.743049] [INFO ] [sig       ] [1124/1690] Completed MAGN in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:00.743136] [INFO ] [sig       ] [1125/1690] Forecasting MAIN...
[2025-10-10T00:33:00.743210] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-10-10T00:33:00.743282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-10-10T00:33:00.752274] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAIN'.
[2025-10-10T00:33:00.752582] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-10-10T00:33:00.778990] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:00.779822] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-10-10T00:33:00.779918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:00.779994] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:00.780063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:00.780162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:00.798505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:00.799206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:00.799314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:00.799388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:00.833839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:00.834023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:00.834084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:00.834121] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:00.837346] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-10-10T00:33:00.837636] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-10-10T00:33:00.837816] [INFO ] [sig       ] MAIN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:00.985128] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MAIN.txt
[2025-10-10T00:33:00.985461] [INFO ] [sig       ] [1125/1690] Completed MAIN in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:00.985553] [INFO ] [sig       ] [1126/1690] Forecasting MAN...
[2025-10-10T00:33:00.985624] [INFO ] [sig       ] Generating forecast for: MAN
[2025-10-10T00:33:00.985723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-10-10T00:33:00.994568] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAN'.
[2025-10-10T00:33:00.994938] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-10-10T00:33:01.021465] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:01.022333] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-10-10T00:33:01.022414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:01.022489] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:01.022560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:01.022682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:01.040712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:01.041321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:01.041432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:01.041503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:01.081788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:01.081936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:01.081980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:01.082013] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:01.085284] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-10-10T00:33:01.085572] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-10-10T00:33:01.085737] [INFO ] [sig       ] MAN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:01.233894] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MAN.txt
[2025-10-10T00:33:01.234186] [INFO ] [sig       ] [1126/1690] Completed MAN in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:01.234265] [INFO ] [sig       ] [1127/1690] Forecasting MANU...
[2025-10-10T00:33:01.234335] [INFO ] [sig       ] Generating forecast for: MANU
[2025-10-10T00:33:01.234413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-10-10T00:33:01.243279] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MANU'.
[2025-10-10T00:33:01.243572] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-10-10T00:33:01.268902] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:01.269666] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-10-10T00:33:01.269747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:01.269820] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:01.269888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:01.269986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:01.287232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:01.287867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:01.291697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:01.291795] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:01.325009] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:01.325134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:01.325176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:01.325209] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:01.328534] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-10-10T00:33:01.328855] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-10-10T00:33:01.329016] [INFO ] [sig       ] MANU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:01.472534] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MANU.txt
[2025-10-10T00:33:01.472878] [INFO ] [sig       ] [1127/1690] Completed MANU in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:01.472960] [INFO ] [sig       ] [1128/1690] Forecasting MAS...
[2025-10-10T00:33:01.473030] [INFO ] [sig       ] Generating forecast for: MAS
[2025-10-10T00:33:01.473098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-10-10T00:33:01.484396] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAS'.
[2025-10-10T00:33:01.484804] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-10-10T00:33:01.511021] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:01.511807] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-10-10T00:33:01.511887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:01.511959] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:01.512061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:01.512178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:01.529203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:01.529932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:01.530040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:01.530122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:01.566318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:01.566434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:01.566476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:01.566509] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:01.570168] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-10-10T00:33:01.570465] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-10-10T00:33:01.570606] [INFO ] [sig       ] MAS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:01.713385] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MAS.txt
[2025-10-10T00:33:01.713681] [INFO ] [sig       ] [1128/1690] Completed MAS in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:01.713765] [INFO ] [sig       ] [1129/1690] Forecasting MATV...
[2025-10-10T00:33:01.713834] [INFO ] [sig       ] Generating forecast for: MATV
[2025-10-10T00:33:01.713883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-10-10T00:33:01.723260] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MATV'.
[2025-10-10T00:33:01.723639] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-10-10T00:33:01.749700] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:01.750466] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-10-10T00:33:01.750546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:01.750623] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:01.750716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:01.750828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:01.768409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:01.769245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:01.769362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:01.769435] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:01.802159] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:01.802346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:01.802393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:01.802427] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:01.806032] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-10-10T00:33:01.806334] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-10-10T00:33:01.806475] [INFO ] [sig       ] MATV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:01.955407] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MATV.txt
[2025-10-10T00:33:01.955782] [INFO ] [sig       ] [1129/1690] Completed MATV in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:01.955864] [INFO ] [sig       ] [1130/1690] Forecasting MATX...
[2025-10-10T00:33:01.955931] [INFO ] [sig       ] Generating forecast for: MATX
[2025-10-10T00:33:01.955979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-10-10T00:33:01.965207] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MATX'.
[2025-10-10T00:33:01.965519] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-10-10T00:33:01.991252] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:01.992078] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-10-10T00:33:01.992156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:01.992230] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:01.992300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:01.992400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:02.010102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:02.010749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:02.010872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:02.010942] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:02.042425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:02.042523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:02.042570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:02.042610] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:02.045760] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-10-10T00:33:02.046030] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-10-10T00:33:02.046158] [INFO ] [sig       ] MATX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:02.195023] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MATX.txt
[2025-10-10T00:33:02.195373] [INFO ] [sig       ] [1130/1690] Completed MATX in 0.2s | 4.05 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:02.195455] [INFO ] [sig       ] [1131/1690] Forecasting MAX...
[2025-10-10T00:33:02.195526] [INFO ] [sig       ] Generating forecast for: MAX
[2025-10-10T00:33:02.195573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-10-10T00:33:02.204784] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MAX'.
[2025-10-10T00:33:02.205223] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-10-10T00:33:02.230744] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:02.231547] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-10-10T00:33:02.231627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:02.231722] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:02.231792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:02.231888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:02.248936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:02.249575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:02.249707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:02.249778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:02.278159] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:02.278406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:02.278471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:02.278515] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:02.282132] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-10-10T00:33:02.282434] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-10-10T00:33:02.282571] [INFO ] [sig       ] MAX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:02.432347] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MAX.txt
[2025-10-10T00:33:02.432676] [INFO ] [sig       ] [1131/1690] Completed MAX in 0.2s | 4.06 sym/s | Total: 4.6m | ETA: 2.3m
[2025-10-10T00:33:02.432758] [INFO ] [sig       ] [1132/1690] Forecasting MBC...
[2025-10-10T00:33:02.432829] [INFO ] [sig       ] Generating forecast for: MBC
[2025-10-10T00:33:02.432876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-10-10T00:33:02.445340] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MBC'.
[2025-10-10T00:33:02.446043] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-10-10T00:33:02.475309] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:02.476352] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-10-10T00:33:02.476474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:02.476548] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:02.476618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:02.476745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:02.494552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:02.495669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:02.495795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:02.495866] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:02.539456] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:02.540226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:02.540319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:02.540388] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:02.546228] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-10-10T00:33:02.546833] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-10-10T00:33:02.547055] [INFO ] [sig       ] MBC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:02.708695] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MBC.txt
[2025-10-10T00:33:02.709074] [INFO ] [sig       ] [1132/1690] Completed MBC in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:02.709157] [INFO ] [sig       ] [1133/1690] Forecasting MBI...
[2025-10-10T00:33:02.709225] [INFO ] [sig       ] Generating forecast for: MBI
[2025-10-10T00:33:02.709295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-10-10T00:33:02.719940] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MBI'.
[2025-10-10T00:33:02.720331] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-10-10T00:33:02.747124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:02.748007] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-10-10T00:33:02.748088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:02.748161] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:02.748229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:02.748329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:02.765923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:02.766717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:02.766832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:02.766903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:02.794017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:02.794207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:02.794262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:02.794298] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:02.797742] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-10-10T00:33:02.798093] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-10-10T00:33:02.798239] [INFO ] [sig       ] MBI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:02.944767] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MBI.txt
[2025-10-10T00:33:02.945114] [INFO ] [sig       ] [1133/1690] Completed MBI in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:02.945197] [INFO ] [sig       ] [1134/1690] Forecasting MC...
[2025-10-10T00:33:02.945266] [INFO ] [sig       ] Generating forecast for: MC
[2025-10-10T00:33:02.945343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-10-10T00:33:02.954416] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MC'.
[2025-10-10T00:33:02.954862] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-10-10T00:33:02.980209] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:02.981080] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-10-10T00:33:02.981158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:02.981230] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:02.981297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:02.981396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:02.998926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:02.999555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:02.999687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:02.999761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:03.026332] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:03.026474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:03.026519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:03.026554] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:03.029951] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-10-10T00:33:03.030246] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-10-10T00:33:03.030381] [INFO ] [sig       ] MC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:03.178143] [INFO ] [LOCAL     ] Saved forecast: MC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MC.txt
[2025-10-10T00:33:03.178479] [INFO ] [sig       ] [1134/1690] Completed MC in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:03.178550] [INFO ] [sig       ] [1135/1690] Forecasting MCB...
[2025-10-10T00:33:03.178623] [INFO ] [sig       ] Generating forecast for: MCB
[2025-10-10T00:33:03.178731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-10-10T00:33:03.187557] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCB'.
[2025-10-10T00:33:03.187958] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-10-10T00:33:03.213497] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:03.214306] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-10-10T00:33:03.214385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:03.214457] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:03.214525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:03.214624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:03.232273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:03.232949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:03.233059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:03.233128] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:03.260027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:03.260162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:03.260205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:03.260239] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:03.263476] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-10-10T00:33:03.263807] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-10-10T00:33:03.264003] [INFO ] [sig       ] MCB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:03.413556] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MCB.txt
[2025-10-10T00:33:03.413918] [INFO ] [sig       ] [1135/1690] Completed MCB in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:03.414000] [INFO ] [sig       ] [1136/1690] Forecasting MCI...
[2025-10-10T00:33:03.414071] [INFO ] [sig       ] Generating forecast for: MCI
[2025-10-10T00:33:03.414141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-10-10T00:33:03.422986] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCI'.
[2025-10-10T00:33:03.423325] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-10-10T00:33:03.448945] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:03.449737] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-10-10T00:33:03.449815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:03.449885] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:03.449952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:03.450050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:03.467629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:03.468296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:03.468405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:03.468474] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:03.495135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:03.495308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:03.495356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:03.495390] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:03.498973] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-10-10T00:33:03.499281] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-10-10T00:33:03.499418] [INFO ] [sig       ] MCI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:03.647024] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MCI.txt
[2025-10-10T00:33:03.647358] [INFO ] [sig       ] [1136/1690] Completed MCI in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:03.647432] [INFO ] [sig       ] [1137/1690] Forecasting MCK...
[2025-10-10T00:33:03.647499] [INFO ] [sig       ] Generating forecast for: MCK
[2025-10-10T00:33:03.647572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-10-10T00:33:03.656229] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCK'.
[2025-10-10T00:33:03.656559] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-10-10T00:33:03.682162] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:03.682966] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-10-10T00:33:03.683043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:03.683114] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:03.683181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:03.683289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:03.700984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:03.701890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:03.702006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:03.702096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:03.729624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:03.729774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:03.729822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:03.729855] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:03.733018] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-10-10T00:33:03.733300] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-10-10T00:33:03.733430] [INFO ] [sig       ] MCK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:03.880255] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MCK.txt
[2025-10-10T00:33:03.880578] [INFO ] [sig       ] [1137/1690] Completed MCK in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:03.880679] [INFO ] [sig       ] [1138/1690] Forecasting MCN...
[2025-10-10T00:33:03.880750] [INFO ] [sig       ] Generating forecast for: MCN
[2025-10-10T00:33:03.880820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-10-10T00:33:03.890085] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCN'.
[2025-10-10T00:33:03.890486] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-10-10T00:33:03.917047] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:03.917888] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-10-10T00:33:03.918009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:03.918099] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:03.918185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:03.918316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:03.935818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:03.936433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:03.936553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:03.936634] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:03.967593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:03.967785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:03.967843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:03.967882] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:03.971944] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-10-10T00:33:03.972311] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-10-10T00:33:03.972464] [INFO ] [sig       ] MCN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:04.123913] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MCN.txt
[2025-10-10T00:33:04.124284] [INFO ] [sig       ] [1138/1690] Completed MCN in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:04.124365] [INFO ] [sig       ] [1139/1690] Forecasting MCO...
[2025-10-10T00:33:04.124434] [INFO ] [sig       ] Generating forecast for: MCO
[2025-10-10T00:33:04.124505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-10-10T00:33:04.134286] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCO'.
[2025-10-10T00:33:04.134706] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-10-10T00:33:04.160108] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:04.160939] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-10-10T00:33:04.161016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:04.161101] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:04.161170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:04.161269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:04.178281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:04.178899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:04.179005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:04.179074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:04.208698] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:04.208928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:04.208980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:04.209014] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:04.212417] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-10-10T00:33:04.212749] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-10-10T00:33:04.212903] [INFO ] [sig       ] MCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:04.356118] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MCO.txt
[2025-10-10T00:33:04.356538] [INFO ] [sig       ] [1139/1690] Completed MCO in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:04.356663] [INFO ] [sig       ] [1140/1690] Forecasting MCR...
[2025-10-10T00:33:04.356781] [INFO ] [sig       ] Generating forecast for: MCR
[2025-10-10T00:33:04.356850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-10-10T00:33:04.366372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCR'.
[2025-10-10T00:33:04.366804] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-10-10T00:33:04.392753] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:04.393608] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-10-10T00:33:04.393709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:04.393757] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:04.393791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:04.393902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:04.411403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:04.412081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:04.412204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:04.412295] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:04.458731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:04.458905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:04.458957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:04.458992] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:04.462271] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-10-10T00:33:04.462555] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-10-10T00:33:04.462734] [INFO ] [sig       ] MCR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:04.604743] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MCR.txt
[2025-10-10T00:33:04.605052] [INFO ] [sig       ] [1140/1690] Completed MCR in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:04.605167] [INFO ] [sig       ] [1141/1690] Forecasting MCS...
[2025-10-10T00:33:04.605237] [INFO ] [sig       ] Generating forecast for: MCS
[2025-10-10T00:33:04.605306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-10-10T00:33:04.615247] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCS'.
[2025-10-10T00:33:04.615622] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-10-10T00:33:04.641332] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:04.642147] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-10-10T00:33:04.642226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:04.642299] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:04.642373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:04.642471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:04.662074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:04.663083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:04.663216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:04.663297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:04.713721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:04.713942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:04.713993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:04.714027] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:04.718068] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-10-10T00:33:04.718462] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-10-10T00:33:04.718618] [INFO ] [sig       ] MCS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:04.885576] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MCS.txt
[2025-10-10T00:33:04.885938] [INFO ] [sig       ] [1141/1690] Completed MCS in 0.3s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:04.886019] [INFO ] [sig       ] [1142/1690] Forecasting MCY...
[2025-10-10T00:33:04.886092] [INFO ] [sig       ] Generating forecast for: MCY
[2025-10-10T00:33:04.886164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-10-10T00:33:04.895668] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MCY'.
[2025-10-10T00:33:04.896051] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-10-10T00:33:04.921335] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:04.922106] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-10-10T00:33:04.922183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:04.922255] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:04.922323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:04.922420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:04.939425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:04.940048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:04.940153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:04.940222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:04.973957] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:04.974080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:04.974122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:04.974155] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:04.977361] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-10-10T00:33:04.977762] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-10-10T00:33:04.977957] [INFO ] [sig       ] MCY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:05.119157] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MCY.txt
[2025-10-10T00:33:05.119496] [INFO ] [sig       ] [1142/1690] Completed MCY in 0.2s | 4.06 sym/s | Total: 4.7m | ETA: 2.3m
[2025-10-10T00:33:05.119576] [INFO ] [sig       ] [1143/1690] Forecasting MD...
[2025-10-10T00:33:05.119670] [INFO ] [sig       ] Generating forecast for: MD
[2025-10-10T00:33:05.119744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-10-10T00:33:05.129381] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MD'.
[2025-10-10T00:33:05.129786] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-10-10T00:33:05.155544] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:05.156312] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-10-10T00:33:05.156390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:05.156462] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:05.156530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:05.156628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:05.174464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:05.175413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:05.175530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:05.175599] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:05.213768] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:05.213991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:05.214042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:05.214078] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:05.217768] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-10-10T00:33:05.218172] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-10-10T00:33:05.218371] [INFO ] [sig       ] MD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:05.380789] [INFO ] [LOCAL     ] Saved forecast: MD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MD.txt
[2025-10-10T00:33:05.381159] [INFO ] [sig       ] [1143/1690] Completed MD in 0.3s | 4.06 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:05.381245] [INFO ] [sig       ] [1144/1690] Forecasting MDST...
[2025-10-10T00:33:05.381315] [INFO ] [sig       ] Generating forecast for: MDST
[2025-10-10T00:33:05.381402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'.
[2025-10-10T00:33:05.390325] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MDST'.
[2025-10-10T00:33:05.390677] [INFO ] [FORECASTER] Starting predict_future for MDST
[2025-10-10T00:33:05.418024] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:05.418961] [DEBUG] [LOCAL     ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt
[2025-10-10T00:33:05.419041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:05.419115] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:05.419185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:05.419287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:05.437596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:05.438375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:05.438490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:05.438560] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:05.480388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:05.480601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:05.480678] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:05.480746] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:05.484383] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-10-10T00:33:05.484764] [INFO ] [FORECASTER] Completed predict_future for MDST
[2025-10-10T00:33:05.484933] [INFO ] [sig       ] MDST: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:05.646597] [INFO ] [LOCAL     ] Saved forecast: MDST	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MDST.txt
[2025-10-10T00:33:05.646996] [INFO ] [sig       ] [1144/1690] Completed MDST in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:05.647078] [INFO ] [sig       ] [1145/1690] Forecasting MDT...
[2025-10-10T00:33:05.647147] [INFO ] [sig       ] Generating forecast for: MDT
[2025-10-10T00:33:05.647219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-10-10T00:33:05.657437] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MDT'.
[2025-10-10T00:33:05.657933] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-10-10T00:33:05.687295] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:05.688229] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-10-10T00:33:05.688315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:05.688389] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:05.688459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:05.688590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:05.707740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:05.708584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:05.708723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:05.708795] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:05.745252] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:05.745477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:05.745529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:05.745564] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:05.749858] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-10-10T00:33:05.750252] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-10-10T00:33:05.750416] [INFO ] [sig       ] MDT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:05.904967] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MDT.txt
[2025-10-10T00:33:05.905297] [INFO ] [sig       ] [1145/1690] Completed MDT in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:05.905377] [INFO ] [sig       ] [1146/1690] Forecasting MDU...
[2025-10-10T00:33:05.905447] [INFO ] [sig       ] Generating forecast for: MDU
[2025-10-10T00:33:05.905521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-10-10T00:33:05.915345] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MDU'.
[2025-10-10T00:33:05.915800] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-10-10T00:33:05.941450] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:05.942393] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-10-10T00:33:05.942478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:05.942638] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:05.942738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:05.942867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:05.960436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:05.961280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:05.961392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:05.961475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:05.999389] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:05.999567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:05.999611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:05.999672] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:06.003233] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-10-10T00:33:06.003527] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-10-10T00:33:06.003702] [INFO ] [sig       ] MDU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:06.150725] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MDU.txt
[2025-10-10T00:33:06.151073] [INFO ] [sig       ] [1146/1690] Completed MDU in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:06.151175] [INFO ] [sig       ] [1147/1690] Forecasting MDV...
[2025-10-10T00:33:06.151246] [INFO ] [sig       ] Generating forecast for: MDV
[2025-10-10T00:33:06.151329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-10-10T00:33:06.161165] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MDV'.
[2025-10-10T00:33:06.161554] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-10-10T00:33:06.187264] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:06.188144] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-10-10T00:33:06.188225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:06.188298] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:06.188367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:06.188464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:06.206214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:06.206935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:06.207052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:06.207123] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:06.250900] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:06.251013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:06.251057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:06.251089] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:06.254512] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-10-10T00:33:06.254894] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-10-10T00:33:06.255068] [INFO ] [sig       ] MDV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:06.406686] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MDV.txt
[2025-10-10T00:33:06.406977] [INFO ] [sig       ] [1147/1690] Completed MDV in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:06.407060] [INFO ] [sig       ] [1148/1690] Forecasting MEC...
[2025-10-10T00:33:06.407132] [INFO ] [sig       ] Generating forecast for: MEC
[2025-10-10T00:33:06.407205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-10-10T00:33:06.417849] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MEC'.
[2025-10-10T00:33:06.418341] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-10-10T00:33:06.443852] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:06.444635] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-10-10T00:33:06.444739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:06.444813] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:06.444937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:06.445040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:06.462106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:06.462802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:06.462920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:06.463003] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:06.502466] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:06.502718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:06.502793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:06.502831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:06.506467] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-10-10T00:33:06.506826] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-10-10T00:33:06.506992] [INFO ] [sig       ] MEC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:06.649064] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MEC.txt
[2025-10-10T00:33:06.649386] [INFO ] [sig       ] [1148/1690] Completed MEC in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:06.649464] [INFO ] [sig       ] [1149/1690] Forecasting MED...
[2025-10-10T00:33:06.649539] [INFO ] [sig       ] Generating forecast for: MED
[2025-10-10T00:33:06.649608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-10-10T00:33:06.659911] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MED'.
[2025-10-10T00:33:06.660296] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-10-10T00:33:06.685966] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:06.686714] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-10-10T00:33:06.686797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:06.686868] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:06.686935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:06.687053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:06.705065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:06.705687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:06.705803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:06.705874] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:06.739242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:06.739347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:06.739388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:06.739422] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:06.742568] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-10-10T00:33:06.742885] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-10-10T00:33:06.743042] [INFO ] [sig       ] MED: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:06.895171] [INFO ] [LOCAL     ] Saved forecast: MED	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MED.txt
[2025-10-10T00:33:06.895455] [INFO ] [sig       ] [1149/1690] Completed MED in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:06.895552] [INFO ] [sig       ] [1150/1690] Forecasting MEG...
[2025-10-10T00:33:06.895603] [INFO ] [sig       ] Generating forecast for: MEG
[2025-10-10T00:33:06.895669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-10-10T00:33:06.905580] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MEG'.
[2025-10-10T00:33:06.905995] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-10-10T00:33:06.932505] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:06.933292] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-10-10T00:33:06.933374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:06.933453] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:06.933524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:06.933626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:06.951796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:06.952466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:06.952584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:06.952738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:06.998099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:06.998356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:06.998415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:06.998450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:07.002319] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-10-10T00:33:07.002699] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-10-10T00:33:07.002882] [INFO ] [sig       ] MEG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:07.154845] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MEG.txt
[2025-10-10T00:33:07.155141] [INFO ] [sig       ] [1150/1690] Completed MEG in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:07.155222] [INFO ] [sig       ] [1151/1690] Forecasting MEGI...
[2025-10-10T00:33:07.155291] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-10-10T00:33:07.155389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-10-10T00:33:07.164438] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MEGI'.
[2025-10-10T00:33:07.164767] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-10-10T00:33:07.190127] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:07.190911] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-10-10T00:33:07.190990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:07.191062] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:07.191130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:07.191230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:07.208505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:07.209114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:07.209219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:07.209289] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:07.245838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:07.245966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:07.246008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:07.246042] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:07.249274] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-10-10T00:33:07.249554] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-10-10T00:33:07.249735] [INFO ] [sig       ] MEGI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:07.390437] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MEGI.txt
[2025-10-10T00:33:07.390758] [INFO ] [sig       ] [1151/1690] Completed MEGI in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:07.390837] [INFO ] [sig       ] [1152/1690] Forecasting MEI...
[2025-10-10T00:33:07.390907] [INFO ] [sig       ] Generating forecast for: MEI
[2025-10-10T00:33:07.390977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-10-10T00:33:07.400494] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MEI'.
[2025-10-10T00:33:07.400921] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-10-10T00:33:07.426406] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:07.427163] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-10-10T00:33:07.427240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:07.427326] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:07.427415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:07.427537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:07.445190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:07.445846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:07.445972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:07.446062] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:07.495936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:07.496058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:07.496100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:07.496134] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:07.499431] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-10-10T00:33:07.499773] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-10-10T00:33:07.499930] [INFO ] [sig       ] MEI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:07.641587] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MEI.txt
[2025-10-10T00:33:07.641959] [INFO ] [sig       ] [1152/1690] Completed MEI in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:07.642061] [INFO ] [sig       ] [1153/1690] Forecasting MET...
[2025-10-10T00:33:07.642153] [INFO ] [sig       ] Generating forecast for: MET
[2025-10-10T00:33:07.642249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-10-10T00:33:07.653271] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MET'.
[2025-10-10T00:33:07.653768] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-10-10T00:33:07.686256] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:07.687359] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-10-10T00:33:07.687448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:07.687547] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:07.687617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:07.687742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:07.707236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:07.708070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:07.708206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:07.708278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:07.742958] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:07.743141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:07.743189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:07.743223] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:07.746977] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-10-10T00:33:07.747324] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-10-10T00:33:07.747483] [INFO ] [sig       ] MET: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:07.901819] [INFO ] [LOCAL     ] Saved forecast: MET	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MET.txt
[2025-10-10T00:33:07.902155] [INFO ] [sig       ] [1153/1690] Completed MET in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:07.902237] [INFO ] [sig       ] [1154/1690] Forecasting MFA...
[2025-10-10T00:33:07.902310] [INFO ] [sig       ] Generating forecast for: MFA
[2025-10-10T00:33:07.902382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-10-10T00:33:07.911954] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MFA'.
[2025-10-10T00:33:07.912383] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-10-10T00:33:07.941879] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:07.942738] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-10-10T00:33:07.942834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:07.942938] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:07.943040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:07.943198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:07.967826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:07.968846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:07.968969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:07.969055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:08.007834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:08.008042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:08.008104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:08.008180] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:08.013621] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-10-10T00:33:08.013957] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-10-10T00:33:08.014106] [INFO ] [sig       ] MFA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:08.181553] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFA.txt
[2025-10-10T00:33:08.181894] [INFO ] [sig       ] [1154/1690] Completed MFA in 0.3s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:08.181976] [INFO ] [sig       ] [1155/1690] Forecasting MFAN...
[2025-10-10T00:33:08.182046] [INFO ] [sig       ] Generating forecast for: MFAN
[2025-10-10T00:33:08.182116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'.
[2025-10-10T00:33:08.191126] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MFAN'.
[2025-10-10T00:33:08.191509] [INFO ] [FORECASTER] Starting predict_future for MFAN
[2025-10-10T00:33:08.217067] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:08.217954] [DEBUG] [LOCAL     ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt
[2025-10-10T00:33:08.218033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:08.218105] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:08.218174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:08.218274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:08.235462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:08.236138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:08.236247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:08.236316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:08.268708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:08.268837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:08.268881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:08.268913] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:08.272243] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: UP (p=69.73%)
[2025-10-10T00:33:08.272532] [INFO ] [FORECASTER] Completed predict_future for MFAN
[2025-10-10T00:33:08.272705] [INFO ] [sig       ] MFAN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:08.414325] [INFO ] [LOCAL     ] Saved forecast: MFAN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFAN.txt
[2025-10-10T00:33:08.414620] [INFO ] [sig       ] [1155/1690] Completed MFAN in 0.2s | 4.05 sym/s | Total: 4.7m | ETA: 2.2m
[2025-10-10T00:33:08.414727] [INFO ] [sig       ] [1156/1690] Forecasting MFAO...
[2025-10-10T00:33:08.414797] [INFO ] [sig       ] Generating forecast for: MFAO
[2025-10-10T00:33:08.414868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'.
[2025-10-10T00:33:08.423377] [DEBUG] [REMOTE    ] Successfully parsed 1801 rows of historical data for symbol 'MFAO'.
[2025-10-10T00:33:08.423698] [INFO ] [FORECASTER] Starting predict_future for MFAO
[2025-10-10T00:33:08.449160] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:08.449918] [DEBUG] [LOCAL     ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt
[2025-10-10T00:33:08.449995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:08.450066] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:08.450135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:08.450233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:08.467191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:08.467817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:08.467941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:08.468014] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:08.499784] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:08.499920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:08.499962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:08.499995] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:08.503193] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-10-10T00:33:08.503479] [INFO ] [FORECASTER] Completed predict_future for MFAO
[2025-10-10T00:33:08.503621] [INFO ] [sig       ] MFAO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:08.644457] [INFO ] [LOCAL     ] Saved forecast: MFAO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFAO.txt
[2025-10-10T00:33:08.644810] [INFO ] [sig       ] [1156/1690] Completed MFAO in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:08.644913] [INFO ] [sig       ] [1157/1690] Forecasting MFC...
[2025-10-10T00:33:08.644983] [INFO ] [sig       ] Generating forecast for: MFC
[2025-10-10T00:33:08.645060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-10-10T00:33:08.654599] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MFC'.
[2025-10-10T00:33:08.655017] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-10-10T00:33:08.682458] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:08.683378] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-10-10T00:33:08.683463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:08.683539] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:08.683609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:08.683733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:08.702372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:08.703149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:08.703294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:08.703387] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:08.746756] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:08.746937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:08.746984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:08.747020] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:08.751177] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-10-10T00:33:08.751484] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-10-10T00:33:08.751665] [INFO ] [sig       ] MFC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:08.906578] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MFC.txt
[2025-10-10T00:33:08.906945] [INFO ] [sig       ] [1157/1690] Completed MFC in 0.3s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:08.907023] [INFO ] [sig       ] [1158/1690] Forecasting MFM...
[2025-10-10T00:33:08.907087] [INFO ] [sig       ] Generating forecast for: MFM
[2025-10-10T00:33:08.907159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-10-10T00:33:08.916959] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MFM'.
[2025-10-10T00:33:08.917342] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-10-10T00:33:08.943388] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:08.944245] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-10-10T00:33:08.944323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:08.944396] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:08.944464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:08.944562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:08.961706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:08.962298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:08.962407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:08.962476] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:08.998335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:08.998481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:08.998526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:08.998558] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:09.001946] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-10-10T00:33:09.002235] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-10-10T00:33:09.002376] [INFO ] [sig       ] MFM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:09.144364] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFM.txt
[2025-10-10T00:33:09.144693] [INFO ] [sig       ] [1158/1690] Completed MFM in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:09.144799] [INFO ] [sig       ] [1159/1690] Forecasting MFSG...
[2025-10-10T00:33:09.144878] [INFO ] [sig       ] Generating forecast for: MFSG
[2025-10-10T00:33:09.144951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'.
[2025-10-10T00:33:09.154574] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MFSG'.
[2025-10-10T00:33:09.154984] [INFO ] [FORECASTER] Starting predict_future for MFSG
[2025-10-10T00:33:09.181326] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:09.182091] [DEBUG] [LOCAL     ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt
[2025-10-10T00:33:09.182169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:09.182241] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:09.182312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:09.182410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:09.199999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:09.200578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:09.200707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:09.200778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:09.232700] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:09.232831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:09.232872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:09.232904] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:09.236208] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-10-10T00:33:09.236493] [INFO ] [FORECASTER] Completed predict_future for MFSG
[2025-10-10T00:33:09.236637] [INFO ] [sig       ] MFSG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:09.381945] [INFO ] [LOCAL     ] Saved forecast: MFSG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFSG.txt
[2025-10-10T00:33:09.382228] [INFO ] [sig       ] [1159/1690] Completed MFSG in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:09.382326] [INFO ] [sig       ] [1160/1690] Forecasting MFSI...
[2025-10-10T00:33:09.382397] [INFO ] [sig       ] Generating forecast for: MFSI
[2025-10-10T00:33:09.382469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'.
[2025-10-10T00:33:09.391767] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MFSI'.
[2025-10-10T00:33:09.392154] [INFO ] [FORECASTER] Starting predict_future for MFSI
[2025-10-10T00:33:09.417600] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:09.418379] [DEBUG] [LOCAL     ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt
[2025-10-10T00:33:09.418457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:09.418543] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:09.418614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:09.418734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:09.436236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:09.436853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:09.436958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:09.437027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:09.472094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:09.472288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:09.472335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:09.472370] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:09.475921] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-10-10T00:33:09.476258] [INFO ] [FORECASTER] Completed predict_future for MFSI
[2025-10-10T00:33:09.476413] [INFO ] [sig       ] MFSI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:09.619704] [INFO ] [LOCAL     ] Saved forecast: MFSI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MFSI.txt
[2025-10-10T00:33:09.620029] [INFO ] [sig       ] [1160/1690] Completed MFSI in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:09.620128] [INFO ] [sig       ] [1161/1690] Forecasting MFSV...
[2025-10-10T00:33:09.620171] [INFO ] [sig       ] Generating forecast for: MFSV
[2025-10-10T00:33:09.620208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'.
[2025-10-10T00:33:09.628990] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'MFSV'.
[2025-10-10T00:33:09.629351] [INFO ] [FORECASTER] Starting predict_future for MFSV
[2025-10-10T00:33:09.654956] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:09.655757] [DEBUG] [LOCAL     ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt
[2025-10-10T00:33:09.655839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:09.655911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:09.655981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:09.656098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:09.673500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:09.674164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:09.674272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:09.674342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:09.708505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:09.708701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:09.708769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:09.708809] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:09.712220] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-10-10T00:33:09.712509] [INFO ] [FORECASTER] Completed predict_future for MFSV
[2025-10-10T00:33:09.712673] [INFO ] [sig       ] MFSV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:09.855459] [INFO ] [LOCAL     ] Saved forecast: MFSV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MFSV.txt
[2025-10-10T00:33:09.855831] [INFO ] [sig       ] [1161/1690] Completed MFSV in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:09.855912] [INFO ] [sig       ] [1162/1690] Forecasting MG...
[2025-10-10T00:33:09.855982] [INFO ] [sig       ] Generating forecast for: MG
[2025-10-10T00:33:09.856053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-10-10T00:33:09.865005] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MG'.
[2025-10-10T00:33:09.865367] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-10-10T00:33:09.890931] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:09.891680] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-10-10T00:33:09.891758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:09.891830] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:09.891900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:09.891998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:09.909488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:09.910105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:09.910211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:09.910280] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:09.945985] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:09.946134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:09.946177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:09.946211] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:09.949572] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-10-10T00:33:09.949889] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-10-10T00:33:09.950042] [INFO ] [sig       ] MG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:10.096576] [INFO ] [LOCAL     ] Saved forecast: MG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MG.txt
[2025-10-10T00:33:10.096984] [INFO ] [sig       ] [1162/1690] Completed MG in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:10.097068] [INFO ] [sig       ] [1163/1690] Forecasting MGA...
[2025-10-10T00:33:10.097137] [INFO ] [sig       ] Generating forecast for: MGA
[2025-10-10T00:33:10.097208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-10-10T00:33:10.106491] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGA'.
[2025-10-10T00:33:10.106785] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-10-10T00:33:10.139592] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:10.140893] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-10-10T00:33:10.141010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:10.141120] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:10.141222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:10.141379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:10.164552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:10.165439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:10.165554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:10.165638] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:10.208062] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:10.208291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:10.208365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:10.208420] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:10.212334] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-10-10T00:33:10.212813] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-10-10T00:33:10.213037] [INFO ] [sig       ] MGA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:10.379494] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MGA.txt
[2025-10-10T00:33:10.379873] [INFO ] [sig       ] [1163/1690] Completed MGA in 0.3s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:10.379970] [INFO ] [sig       ] [1164/1690] Forecasting MGF...
[2025-10-10T00:33:10.380048] [INFO ] [sig       ] Generating forecast for: MGF
[2025-10-10T00:33:10.380120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-10-10T00:33:10.389665] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MGF'.
[2025-10-10T00:33:10.390228] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-10-10T00:33:10.417074] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:10.418140] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-10-10T00:33:10.418229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:10.418318] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:10.418389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:10.418514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:10.437395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:10.438422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:10.438540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:10.438612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:10.474403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:10.474524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:10.474568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:10.474602] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:10.477940] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-10-10T00:33:10.478233] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-10-10T00:33:10.478383] [INFO ] [sig       ] MGF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:10.626554] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MGF.txt
[2025-10-10T00:33:10.626933] [INFO ] [sig       ] [1164/1690] Completed MGF in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:10.627007] [INFO ] [sig       ] [1165/1690] Forecasting MGM...
[2025-10-10T00:33:10.627048] [INFO ] [sig       ] Generating forecast for: MGM
[2025-10-10T00:33:10.627086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-10-10T00:33:10.636412] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGM'.
[2025-10-10T00:33:10.636793] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-10-10T00:33:10.662718] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:10.663566] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-10-10T00:33:10.663669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:10.663734] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:10.663798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:10.663955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:10.682435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:10.683098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:10.683206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:10.683255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:10.720771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:10.721001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:10.721072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:10.721111] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:10.724991] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-10-10T00:33:10.725434] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-10-10T00:33:10.725615] [INFO ] [sig       ] MGM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:10.875890] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MGM.txt
[2025-10-10T00:33:10.876255] [INFO ] [sig       ] [1165/1690] Completed MGM in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:10.876339] [INFO ] [sig       ] [1166/1690] Forecasting MGR...
[2025-10-10T00:33:10.876423] [INFO ] [sig       ] Generating forecast for: MGR
[2025-10-10T00:33:10.876509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-10-10T00:33:10.885530] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGR'.
[2025-10-10T00:33:10.885875] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-10-10T00:33:10.912064] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:10.913000] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-10-10T00:33:10.913080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:10.913153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:10.913224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:10.913324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:10.931903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:10.932716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:10.932828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:10.932900] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:10.971844] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:10.971995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:10.972040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:10.972075] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:10.975533] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-10-10T00:33:10.975888] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-10-10T00:33:10.976059] [INFO ] [sig       ] MGR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:11.124694] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MGR.txt
[2025-10-10T00:33:11.125091] [INFO ] [sig       ] [1166/1690] Completed MGR in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.2m
[2025-10-10T00:33:11.125175] [INFO ] [sig       ] [1167/1690] Forecasting MGRB...
[2025-10-10T00:33:11.125247] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-10-10T00:33:11.125318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-10-10T00:33:11.134926] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGRB'.
[2025-10-10T00:33:11.135348] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-10-10T00:33:11.161427] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:11.162283] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-10-10T00:33:11.162363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:11.162443] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:11.162534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:11.162666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:11.180093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:11.180797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:11.180929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:11.181009] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:11.213736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:11.213892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:11.213936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:11.213969] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:11.217388] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2025-10-10T00:33:11.217718] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-10-10T00:33:11.217927] [INFO ] [sig       ] MGRB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:11.361589] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MGRB.txt
[2025-10-10T00:33:11.361959] [INFO ] [sig       ] [1167/1690] Completed MGRB in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:11.362036] [INFO ] [sig       ] [1168/1690] Forecasting MGRD...
[2025-10-10T00:33:11.362084] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-10-10T00:33:11.362153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-10-10T00:33:11.370777] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGRD'.
[2025-10-10T00:33:11.371127] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-10-10T00:33:11.396568] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:11.397414] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-10-10T00:33:11.397494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:11.397566] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:11.397664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:11.397791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:11.414999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:11.415704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:11.415812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:11.415895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:11.449125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:11.449268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:11.449311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:11.449344] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:11.452683] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-10-10T00:33:11.452991] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-10-10T00:33:11.453129] [INFO ] [sig       ] MGRD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:11.595856] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MGRD.txt
[2025-10-10T00:33:11.596159] [INFO ] [sig       ] [1168/1690] Completed MGRD in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:11.596257] [INFO ] [sig       ] [1169/1690] Forecasting MGRE...
[2025-10-10T00:33:11.596305] [INFO ] [sig       ] Generating forecast for: MGRE
[2025-10-10T00:33:11.596370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'.
[2025-10-10T00:33:11.605320] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGRE'.
[2025-10-10T00:33:11.605741] [INFO ] [FORECASTER] Starting predict_future for MGRE
[2025-10-10T00:33:11.632285] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:11.633111] [DEBUG] [LOCAL     ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt
[2025-10-10T00:33:11.633190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:11.633262] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:11.633330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:11.633435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:11.651993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:11.652616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:11.652760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:11.652829] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:11.686593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:11.686757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:11.686813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:11.686847] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:11.690027] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-10-10T00:33:11.690310] [INFO ] [FORECASTER] Completed predict_future for MGRE
[2025-10-10T00:33:11.690444] [INFO ] [sig       ] MGRE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:11.835527] [INFO ] [LOCAL     ] Saved forecast: MGRE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MGRE.txt
[2025-10-10T00:33:11.835785] [INFO ] [sig       ] [1169/1690] Completed MGRE in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:11.835884] [INFO ] [sig       ] [1170/1690] Forecasting MGY...
[2025-10-10T00:33:11.835949] [INFO ] [sig       ] Generating forecast for: MGY
[2025-10-10T00:33:11.836020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-10-10T00:33:11.844585] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MGY'.
[2025-10-10T00:33:11.844896] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-10-10T00:33:11.870063] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:11.870827] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-10-10T00:33:11.870905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:11.870977] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:11.871044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:11.871139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:11.888351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:11.888959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:11.889063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:11.889132] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:11.922116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:11.922215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:11.922256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:11.922289] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:11.925400] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-10-10T00:33:11.925698] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-10-10T00:33:11.925846] [INFO ] [sig       ] MGY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:12.068830] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MGY.txt
[2025-10-10T00:33:12.069102] [INFO ] [sig       ] [1170/1690] Completed MGY in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:12.069208] [INFO ] [sig       ] [1171/1690] Forecasting MHD...
[2025-10-10T00:33:12.069277] [INFO ] [sig       ] Generating forecast for: MHD
[2025-10-10T00:33:12.069345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-10-10T00:33:12.078262] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MHD'.
[2025-10-10T00:33:12.078588] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-10-10T00:33:12.104924] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:12.105682] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-10-10T00:33:12.105761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:12.105833] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:12.105899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:12.105997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:12.123393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:12.124008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:12.124112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:12.124178] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:12.162567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:12.162705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:12.162767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:12.162802] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:12.166069] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2025-10-10T00:33:12.166355] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-10-10T00:33:12.166494] [INFO ] [sig       ] MHD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:12.311311] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MHD.txt
[2025-10-10T00:33:12.311575] [INFO ] [sig       ] [1171/1690] Completed MHD in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:12.311691] [INFO ] [sig       ] [1172/1690] Forecasting MHF...
[2025-10-10T00:33:12.311758] [INFO ] [sig       ] Generating forecast for: MHF
[2025-10-10T00:33:12.311825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-10-10T00:33:12.323304] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MHF'.
[2025-10-10T00:33:12.323964] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-10-10T00:33:12.349788] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:12.350513] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-10-10T00:33:12.350593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:12.350697] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:12.350766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:12.350875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:12.367833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:12.368500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:12.368616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:12.368710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:12.404963] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:12.405165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:12.405232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:12.405268] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:12.408909] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-10-10T00:33:12.409223] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-10-10T00:33:12.409379] [INFO ] [sig       ] MHF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:12.550850] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MHF.txt
[2025-10-10T00:33:12.551221] [INFO ] [sig       ] [1172/1690] Completed MHF in 0.2s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:12.551303] [INFO ] [sig       ] [1173/1690] Forecasting MHK...
[2025-10-10T00:33:12.551373] [INFO ] [sig       ] Generating forecast for: MHK
[2025-10-10T00:33:12.551446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-10-10T00:33:12.561233] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MHK'.
[2025-10-10T00:33:12.561539] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-10-10T00:33:12.586782] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:12.587580] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-10-10T00:33:12.587682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:12.587770] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:12.587851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:12.587978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:12.605248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:12.605905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:12.606018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:12.606103] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:12.641782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:12.641883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:12.641923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:12.641955] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:12.645010] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2025-10-10T00:33:12.645280] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-10-10T00:33:12.645428] [INFO ] [sig       ] MHK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:12.790517] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MHK.txt
[2025-10-10T00:33:12.790948] [INFO ] [sig       ] [1173/1690] Completed MHK in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:12.791030] [INFO ] [sig       ] [1174/1690] Forecasting MHN...
[2025-10-10T00:33:12.791113] [INFO ] [sig       ] Generating forecast for: MHN
[2025-10-10T00:33:12.791200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-10-10T00:33:12.800340] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MHN'.
[2025-10-10T00:33:12.800748] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-10-10T00:33:12.826935] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:12.827738] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-10-10T00:33:12.827819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:12.827925] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:12.828025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:12.828144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:12.846083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:12.846749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:12.846864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:12.846951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:12.881139] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:12.881260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:12.881310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:12.881346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:12.884532] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-10-10T00:33:12.884885] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-10-10T00:33:12.885045] [INFO ] [sig       ] MHN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:13.032291] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MHN.txt
[2025-10-10T00:33:13.032602] [INFO ] [sig       ] [1174/1690] Completed MHN in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:13.032720] [INFO ] [sig       ] [1175/1690] Forecasting MHO...
[2025-10-10T00:33:13.032790] [INFO ] [sig       ] Generating forecast for: MHO
[2025-10-10T00:33:13.032863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-10-10T00:33:13.042524] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MHO'.
[2025-10-10T00:33:13.042959] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-10-10T00:33:13.068434] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:13.069347] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-10-10T00:33:13.069435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:13.069531] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:13.069619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:13.069784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:13.087206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:13.087885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:13.088037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:13.088128] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:13.124574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:13.124827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:13.124888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:13.124926] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:13.129087] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-10-10T00:33:13.129416] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-10-10T00:33:13.129570] [INFO ] [sig       ] MHO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:13.277378] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MHO.txt
[2025-10-10T00:33:13.277693] [INFO ] [sig       ] [1175/1690] Completed MHO in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:13.277796] [INFO ] [sig       ] [1176/1690] Forecasting MIN...
[2025-10-10T00:33:13.277874] [INFO ] [sig       ] Generating forecast for: MIN
[2025-10-10T00:33:13.278069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-10-10T00:33:13.288183] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MIN'.
[2025-10-10T00:33:13.288600] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-10-10T00:33:13.314023] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:13.314858] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-10-10T00:33:13.314938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:13.315022] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:13.315103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:13.315225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:13.332763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:13.333380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:13.333492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:13.333577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:13.368472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:13.368627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:13.368708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:13.368759] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:13.372097] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-10-10T00:33:13.372402] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-10-10T00:33:13.372548] [INFO ] [sig       ] MIN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:13.514883] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MIN.txt
[2025-10-10T00:33:13.515256] [INFO ] [sig       ] [1176/1690] Completed MIN in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:13.515340] [INFO ] [sig       ] [1177/1690] Forecasting MIR...
[2025-10-10T00:33:13.515421] [INFO ] [sig       ] Generating forecast for: MIR
[2025-10-10T00:33:13.515503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'.
[2025-10-10T00:33:13.525054] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MIR'.
[2025-10-10T00:33:13.525368] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-10-10T00:33:13.551477] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:13.552269] [DEBUG] [LOCAL     ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt
[2025-10-10T00:33:13.552351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:13.552425] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:13.552527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:13.552664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:13.570884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:13.571618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:13.571764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:13.571850] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:13.607104] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:13.607227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:13.607269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:13.607302] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:13.610607] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-10-10T00:33:13.610934] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-10-10T00:33:13.611094] [INFO ] [sig       ] MIR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:13.754464] [INFO ] [LOCAL     ] Saved forecast: MIR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MIR.txt
[2025-10-10T00:33:13.754844] [INFO ] [sig       ] [1177/1690] Completed MIR in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:13.754926] [INFO ] [sig       ] [1178/1690] Forecasting MITP...
[2025-10-10T00:33:13.754993] [INFO ] [sig       ] Generating forecast for: MITP
[2025-10-10T00:33:13.755076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'.
[2025-10-10T00:33:13.763551] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'MITP'.
[2025-10-10T00:33:13.763892] [INFO ] [FORECASTER] Starting predict_future for MITP
[2025-10-10T00:33:13.789897] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:13.790714] [DEBUG] [LOCAL     ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt
[2025-10-10T00:33:13.790801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:13.790887] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:13.790975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:13.791100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:13.809041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:13.809718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:13.809826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:13.809907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:13.845163] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:13.845332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:13.845377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:13.845410] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:13.849051] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-10-10T00:33:13.849352] [INFO ] [FORECASTER] Completed predict_future for MITP
[2025-10-10T00:33:13.849530] [INFO ] [sig       ] MITP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:14.010492] [INFO ] [LOCAL     ] Saved forecast: MITP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MITP.txt
[2025-10-10T00:33:14.010908] [INFO ] [sig       ] [1178/1690] Completed MITP in 0.3s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:14.010994] [INFO ] [sig       ] [1179/1690] Forecasting MITT...
[2025-10-10T00:33:14.011064] [INFO ] [sig       ] Generating forecast for: MITT
[2025-10-10T00:33:14.011208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-10-10T00:33:14.021671] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MITT'.
[2025-10-10T00:33:14.022205] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-10-10T00:33:14.053638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:14.054745] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-10-10T00:33:14.054836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:14.054914] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:14.055003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:14.055135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:14.075271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:14.076344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:14.076475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:14.076547] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:14.116713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:14.116972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:14.117052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:14.117091] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:14.122381] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-10-10T00:33:14.122847] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-10-10T00:33:14.123066] [INFO ] [sig       ] MITT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:14.281946] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MITT.txt
[2025-10-10T00:33:14.282280] [INFO ] [sig       ] [1179/1690] Completed MITT in 0.3s | 4.05 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:14.282362] [INFO ] [sig       ] [1180/1690] Forecasting MIY...
[2025-10-10T00:33:14.282432] [INFO ] [sig       ] Generating forecast for: MIY
[2025-10-10T00:33:14.282501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-10-10T00:33:14.291577] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MIY'.
[2025-10-10T00:33:14.291981] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-10-10T00:33:14.318318] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:14.319146] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-10-10T00:33:14.319225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:14.319299] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:14.319369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:14.319469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:14.336997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:14.337665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:14.337776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:14.337845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:14.372729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:14.372868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:14.372918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:14.372952] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:14.376332] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2025-10-10T00:33:14.376721] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-10-10T00:33:14.376884] [INFO ] [sig       ] MIY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:14.521258] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MIY.txt
[2025-10-10T00:33:14.521589] [INFO ] [sig       ] [1180/1690] Completed MIY in 0.2s | 4.06 sym/s | Total: 4.8m | ETA: 2.1m
[2025-10-10T00:33:14.521697] [INFO ] [sig       ] [1181/1690] Forecasting MKC...
[2025-10-10T00:33:14.521768] [INFO ] [sig       ] Generating forecast for: MKC
[2025-10-10T00:33:14.521839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-10-10T00:33:14.531444] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MKC'.
[2025-10-10T00:33:14.531826] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-10-10T00:33:14.556968] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:14.557743] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-10-10T00:33:14.557820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:14.557891] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:14.557981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:14.558093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:14.575164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:14.575779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:14.575883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:14.575948] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:14.602420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:14.602513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:14.602555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:14.602589] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:14.605764] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-10-10T00:33:14.606045] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-10-10T00:33:14.606178] [INFO ] [sig       ] MKC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:14.749872] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MKC.txt
[2025-10-10T00:33:14.750130] [INFO ] [sig       ] [1181/1690] Completed MKC in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:14.750231] [INFO ] [sig       ] [1182/1690] Forecasting MKL...
[2025-10-10T00:33:14.750300] [INFO ] [sig       ] Generating forecast for: MKL
[2025-10-10T00:33:14.750399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-10-10T00:33:14.759501] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MKL'.
[2025-10-10T00:33:14.759825] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-10-10T00:33:14.785077] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:14.785861] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-10-10T00:33:14.785938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:14.786009] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:14.786088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:14.786228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:14.803243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:14.803888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:14.803992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:14.804072] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:14.835562] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:14.835680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:14.835743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:14.835780] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:14.838993] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-10-10T00:33:14.839263] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-10-10T00:33:14.839393] [INFO ] [sig       ] MKL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:14.982740] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MKL.txt
[2025-10-10T00:33:14.983029] [INFO ] [sig       ] [1182/1690] Completed MKL in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:14.983123] [INFO ] [sig       ] [1183/1690] Forecasting MLI...
[2025-10-10T00:33:14.983194] [INFO ] [sig       ] Generating forecast for: MLI
[2025-10-10T00:33:14.983293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-10-10T00:33:14.993085] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MLI'.
[2025-10-10T00:33:14.993533] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-10-10T00:33:15.020002] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:15.020796] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-10-10T00:33:15.020872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:15.020948] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:15.021012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:15.021108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:15.038267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:15.038880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:15.038985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:15.039055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:15.065047] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:15.065132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:15.065171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:15.065204] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:15.068346] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-10-10T00:33:15.068614] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-10-10T00:33:15.068779] [INFO ] [sig       ] MLI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:15.210533] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MLI.txt
[2025-10-10T00:33:15.210808] [INFO ] [sig       ] [1183/1690] Completed MLI in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:15.210920] [INFO ] [sig       ] [1184/1690] Forecasting MLM...
[2025-10-10T00:33:15.210990] [INFO ] [sig       ] Generating forecast for: MLM
[2025-10-10T00:33:15.211058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-10-10T00:33:15.219734] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MLM'.
[2025-10-10T00:33:15.220041] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-10-10T00:33:15.245251] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:15.246020] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-10-10T00:33:15.246110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:15.246183] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:15.246252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:15.246330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:15.263678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:15.264251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:15.264358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:15.264427] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:15.301031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:15.301245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:15.301304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:15.301357] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:15.305243] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-10-10T00:33:15.305558] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-10-10T00:33:15.305881] [INFO ] [sig       ] MLM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:15.453833] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MLM.txt
[2025-10-10T00:33:15.454192] [INFO ] [sig       ] [1184/1690] Completed MLM in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:15.454274] [INFO ] [sig       ] [1185/1690] Forecasting MLNK...
[2025-10-10T00:33:15.454345] [INFO ] [sig       ] Generating forecast for: MLNK
[2025-10-10T00:33:15.454419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'.
[2025-10-10T00:33:15.464135] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MLNK'.
[2025-10-10T00:33:15.464481] [INFO ] [FORECASTER] Starting predict_future for MLNK
[2025-10-10T00:33:15.490383] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:15.491180] [DEBUG] [LOCAL     ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt
[2025-10-10T00:33:15.491264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:15.491339] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:15.491425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:15.491549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:15.509512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:15.510160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:15.510275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:15.510363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:15.553290] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:15.553384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:15.553426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:15.553463] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:15.556733] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-10-10T00:33:15.557020] [INFO ] [FORECASTER] Completed predict_future for MLNK
[2025-10-10T00:33:15.557176] [INFO ] [sig       ] MLNK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:15.699310] [INFO ] [LOCAL     ] Saved forecast: MLNK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MLNK.txt
[2025-10-10T00:33:15.699578] [INFO ] [sig       ] [1185/1690] Completed MLNK in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:15.699698] [INFO ] [sig       ] [1186/1690] Forecasting MLP...
[2025-10-10T00:33:15.699754] [INFO ] [sig       ] Generating forecast for: MLP
[2025-10-10T00:33:15.699837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-10-10T00:33:15.709086] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MLP'.
[2025-10-10T00:33:15.709452] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-10-10T00:33:15.735061] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:15.735859] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-10-10T00:33:15.735936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:15.736014] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:15.736082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:15.736180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:15.753163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:15.753781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:15.753893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:15.753961] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:15.785239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:15.785336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:15.785377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:15.785427] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:15.788613] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-10-10T00:33:15.788929] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-10-10T00:33:15.789072] [INFO ] [sig       ] MLP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:15.931181] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MLP.txt
[2025-10-10T00:33:15.931559] [INFO ] [sig       ] [1186/1690] Completed MLP in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:15.931662] [INFO ] [sig       ] [1187/1690] Forecasting MLR...
[2025-10-10T00:33:15.931733] [INFO ] [sig       ] Generating forecast for: MLR
[2025-10-10T00:33:15.931803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'.
[2025-10-10T00:33:15.941205] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MLR'.
[2025-10-10T00:33:15.941546] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-10-10T00:33:15.966933] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:15.967635] [DEBUG] [LOCAL     ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt
[2025-10-10T00:33:15.967737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:15.967783] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:15.967850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:15.967968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:15.985441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:15.986051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:15.986156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:15.986224] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:16.024174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:16.024308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:16.024351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:16.024386] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:16.027677] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-10-10T00:33:16.028076] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-10-10T00:33:16.028234] [INFO ] [sig       ] MLR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:16.172944] [INFO ] [LOCAL     ] Saved forecast: MLR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MLR.txt
[2025-10-10T00:33:16.173260] [INFO ] [sig       ] [1187/1690] Completed MLR in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:16.173341] [INFO ] [sig       ] [1188/1690] Forecasting MMC...
[2025-10-10T00:33:16.173413] [INFO ] [sig       ] Generating forecast for: MMC
[2025-10-10T00:33:16.173464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-10-10T00:33:16.183359] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMC'.
[2025-10-10T00:33:16.183720] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-10-10T00:33:16.209588] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:16.210394] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-10-10T00:33:16.210478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:16.210554] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:16.210625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:16.210794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:16.228164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:16.228794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:16.228904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:16.228954] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:16.270341] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:16.270464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:16.270508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:16.270542] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:16.273803] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-10-10T00:33:16.274081] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-10-10T00:33:16.274225] [INFO ] [sig       ] MMC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:16.417980] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MMC.txt
[2025-10-10T00:33:16.418265] [INFO ] [sig       ] [1188/1690] Completed MMC in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:16.418343] [INFO ] [sig       ] [1189/1690] Forecasting MMD...
[2025-10-10T00:33:16.418415] [INFO ] [sig       ] Generating forecast for: MMD
[2025-10-10T00:33:16.418489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-10-10T00:33:16.427534] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMD'.
[2025-10-10T00:33:16.427840] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-10-10T00:33:16.452992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:16.453754] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-10-10T00:33:16.453833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:16.453906] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:16.454050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:16.454155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:16.471267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:16.471905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:16.472020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:16.472119] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:16.519712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:16.519936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:16.519985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:16.520021] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:16.523834] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-10-10T00:33:16.524177] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-10-10T00:33:16.524330] [INFO ] [sig       ] MMD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:16.668450] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MMD.txt
[2025-10-10T00:33:16.668792] [INFO ] [sig       ] [1189/1690] Completed MMD in 0.3s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:16.668878] [INFO ] [sig       ] [1190/1690] Forecasting MMI...
[2025-10-10T00:33:16.668952] [INFO ] [sig       ] Generating forecast for: MMI
[2025-10-10T00:33:16.669048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-10-10T00:33:16.682183] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMI'.
[2025-10-10T00:33:16.682836] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-10-10T00:33:16.709028] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:16.709806] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-10-10T00:33:16.709886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:16.709966] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:16.710038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:16.710140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:16.727516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:16.728178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:16.728294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:16.728366] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:16.763953] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:16.764052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:16.764093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:16.764125] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:16.767181] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-10-10T00:33:16.767454] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-10-10T00:33:16.767597] [INFO ] [sig       ] MMI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:16.910009] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MMI.txt
[2025-10-10T00:33:16.910305] [INFO ] [sig       ] [1190/1690] Completed MMI in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:16.910404] [INFO ] [sig       ] [1191/1690] Forecasting MMM...
[2025-10-10T00:33:16.910477] [INFO ] [sig       ] Generating forecast for: MMM
[2025-10-10T00:33:16.910551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'.
[2025-10-10T00:33:16.920952] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMM'.
[2025-10-10T00:33:16.921362] [INFO ] [FORECASTER] Starting predict_future for MMM
[2025-10-10T00:33:16.949096] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:16.949912] [DEBUG] [LOCAL     ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt
[2025-10-10T00:33:16.949993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:16.950080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:16.950166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:16.950297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:16.967635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:16.968322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:16.968438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:16.968521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:17.008738] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:17.008907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:17.008965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:17.009006] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:17.012933] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-10-10T00:33:17.013238] [INFO ] [FORECASTER] Completed predict_future for MMM
[2025-10-10T00:33:17.013394] [INFO ] [sig       ] MMM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:17.159011] [INFO ] [LOCAL     ] Saved forecast: MMM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MMM.txt
[2025-10-10T00:33:17.159358] [INFO ] [sig       ] [1191/1690] Completed MMM in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.1m
[2025-10-10T00:33:17.159449] [INFO ] [sig       ] [1192/1690] Forecasting MMS...
[2025-10-10T00:33:17.159559] [INFO ] [sig       ] Generating forecast for: MMS
[2025-10-10T00:33:17.159637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-10-10T00:33:17.169301] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMS'.
[2025-10-10T00:33:17.169620] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-10-10T00:33:17.195308] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:17.196130] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-10-10T00:33:17.196207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:17.196281] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:17.196364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:17.196525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:17.213748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:17.214362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:17.214470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:17.214519] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:17.253350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:17.253493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:17.253538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:17.253572] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:17.257074] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-10-10T00:33:17.257375] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-10-10T00:33:17.257523] [INFO ] [sig       ] MMS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:17.399165] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MMS.txt
[2025-10-10T00:33:17.399515] [INFO ] [sig       ] [1192/1690] Completed MMS in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:17.399595] [INFO ] [sig       ] [1193/1690] Forecasting MMT...
[2025-10-10T00:33:17.399698] [INFO ] [sig       ] Generating forecast for: MMT
[2025-10-10T00:33:17.399784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-10-10T00:33:17.409069] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMT'.
[2025-10-10T00:33:17.409421] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-10-10T00:33:17.434617] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:17.435379] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-10-10T00:33:17.435458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:17.435529] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:17.435622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:17.435768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:17.453070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:17.453700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:17.453807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:17.453891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:17.487304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:17.487401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:17.487441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:17.487490] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:17.490628] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-10-10T00:33:17.490931] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-10-10T00:33:17.491067] [INFO ] [sig       ] MMT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:17.632493] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MMT.txt
[2025-10-10T00:33:17.632846] [INFO ] [sig       ] [1193/1690] Completed MMT in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:17.632926] [INFO ] [sig       ] [1194/1690] Forecasting MMU...
[2025-10-10T00:33:17.633011] [INFO ] [sig       ] Generating forecast for: MMU
[2025-10-10T00:33:17.633094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-10-10T00:33:17.642274] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MMU'.
[2025-10-10T00:33:17.642609] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-10-10T00:33:17.668066] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:17.668871] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-10-10T00:33:17.668952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:17.669054] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:17.669149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:17.669277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:17.686397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:17.687054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:17.687169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:17.687251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:17.721223] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:17.721331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:17.721372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:17.721404] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:17.724499] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-10-10T00:33:17.724818] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-10-10T00:33:17.724967] [INFO ] [sig       ] MMU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:17.867344] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MMU.txt
[2025-10-10T00:33:17.867723] [INFO ] [sig       ] [1194/1690] Completed MMU in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:17.867804] [INFO ] [sig       ] [1195/1690] Forecasting MNR...
[2025-10-10T00:33:17.867874] [INFO ] [sig       ] Generating forecast for: MNR
[2025-10-10T00:33:17.868021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-10-10T00:33:17.877292] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MNR'.
[2025-10-10T00:33:17.877605] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-10-10T00:33:17.903057] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:17.903838] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-10-10T00:33:17.903915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:17.903987] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:17.904058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:17.904157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:17.921439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:17.922060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:17.922170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:17.922254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:17.957685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:17.957843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:17.957888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:17.957970] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:17.961350] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-10-10T00:33:17.961637] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-10-10T00:33:17.961818] [INFO ] [sig       ] MNR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:18.106088] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MNR.txt
[2025-10-10T00:33:18.106460] [INFO ] [sig       ] [1195/1690] Completed MNR in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:18.106542] [INFO ] [sig       ] [1196/1690] Forecasting MNSO...
[2025-10-10T00:33:18.106626] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-10-10T00:33:18.106736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-10-10T00:33:18.116679] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MNSO'.
[2025-10-10T00:33:18.117083] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-10-10T00:33:18.142350] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:18.143107] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-10-10T00:33:18.143185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:18.143268] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:18.143348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:18.143469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:18.160899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:18.161496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:18.161601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:18.161708] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:18.195247] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:18.195344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:18.195384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:18.195415] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:18.198556] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-10-10T00:33:18.198861] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-10-10T00:33:18.199016] [INFO ] [sig       ] MNSO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:18.342603] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MNSO.txt
[2025-10-10T00:33:18.342928] [INFO ] [sig       ] [1196/1690] Completed MNSO in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:18.343008] [INFO ] [sig       ] [1197/1690] Forecasting MOD...
[2025-10-10T00:33:18.343078] [INFO ] [sig       ] Generating forecast for: MOD
[2025-10-10T00:33:18.343148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-10-10T00:33:18.352441] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MOD'.
[2025-10-10T00:33:18.352786] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-10-10T00:33:18.377725] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:18.378491] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-10-10T00:33:18.378570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:18.378660] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:18.378731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:18.378862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:18.395843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:18.396440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:18.396548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:18.396628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:18.428322] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:18.428416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:18.428457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:18.428488] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:18.431514] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-10-10T00:33:18.431823] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-10-10T00:33:18.431969] [INFO ] [sig       ] MOD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:18.573142] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MOD.txt
[2025-10-10T00:33:18.573435] [INFO ] [sig       ] [1197/1690] Completed MOD in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:18.573532] [INFO ] [sig       ] [1198/1690] Forecasting MODG...
[2025-10-10T00:33:18.573612] [INFO ] [sig       ] Generating forecast for: MODG
[2025-10-10T00:33:18.573715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-10-10T00:33:18.582261] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MODG'.
[2025-10-10T00:33:18.582574] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-10-10T00:33:18.607870] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:18.608619] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-10-10T00:33:18.608720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:18.608803] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:18.608883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:18.608993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:18.626002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:18.626588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:18.626726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:18.626798] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:18.655879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:18.655965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:18.656006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:18.656038] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:18.659058] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-10-10T00:33:18.659328] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-10-10T00:33:18.659461] [INFO ] [sig       ] MODG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:18.801248] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MODG.txt
[2025-10-10T00:33:18.801537] [INFO ] [sig       ] [1198/1690] Completed MODG in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:18.801619] [INFO ] [sig       ] [1199/1690] Forecasting MOH...
[2025-10-10T00:33:18.801727] [INFO ] [sig       ] Generating forecast for: MOH
[2025-10-10T00:33:18.801802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-10-10T00:33:18.810345] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MOH'.
[2025-10-10T00:33:18.810634] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-10-10T00:33:18.835690] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:18.836386] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-10-10T00:33:18.836463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:18.836534] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:18.836601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:18.836723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:18.853930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:18.854494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:18.854603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:18.854693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:18.888144] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:18.888328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:18.888374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:18.888409] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:18.892189] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-10-10T00:33:18.892499] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-10-10T00:33:18.892671] [INFO ] [sig       ] MOH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:19.106039] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MOH.txt
[2025-10-10T00:33:19.106271] [INFO ] [sig       ] [1199/1690] Completed MOH in 0.3s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:19.106368] [INFO ] [sig       ] [1200/1690] Forecasting MOS...
[2025-10-10T00:33:19.106411] [INFO ] [sig       ] Generating forecast for: MOS
[2025-10-10T00:33:19.106479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-10-10T00:33:19.115619] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MOS'.
[2025-10-10T00:33:19.115934] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-10-10T00:33:19.141057] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:19.141835] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-10-10T00:33:19.141913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:19.141984] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:19.142052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:19.142152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:19.159357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:19.159967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:19.160070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:19.160140] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:19.193848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:19.193944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:19.193985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:19.194036] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:19.197063] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-10-10T00:33:19.197333] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-10-10T00:33:19.197467] [INFO ] [sig       ] MOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:19.345268] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/MOS.txt
[2025-10-10T00:33:19.345505] [INFO ] [sig       ] [1200/1690] Completed MOS in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:19.345601] [INFO ] [sig       ] [1201/1690] Forecasting MOV...
[2025-10-10T00:33:19.345677] [INFO ] [sig       ] Generating forecast for: MOV
[2025-10-10T00:33:19.345753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-10-10T00:33:19.354406] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MOV'.
[2025-10-10T00:33:19.354724] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-10-10T00:33:19.380229] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:19.380983] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-10-10T00:33:19.381061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:19.381132] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:19.381203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:19.381306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:19.398989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:19.399581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:19.399713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:19.399785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:19.432965] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:19.433167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:19.433215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:19.433250] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:19.436841] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-10-10T00:33:19.437158] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-10-10T00:33:19.437307] [INFO ] [sig       ] MOV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:19.582004] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MOV.txt
[2025-10-10T00:33:19.582317] [INFO ] [sig       ] [1201/1690] Completed MOV in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:19.582397] [INFO ] [sig       ] [1202/1690] Forecasting MP...
[2025-10-10T00:33:19.582467] [INFO ] [sig       ] Generating forecast for: MP
[2025-10-10T00:33:19.582538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-10-10T00:33:19.591313] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MP'.
[2025-10-10T00:33:19.591609] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-10-10T00:33:19.616610] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:19.617373] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-10-10T00:33:19.617450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:19.617522] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:19.617591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:19.617713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:19.634576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:19.635177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:19.635285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:19.635355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:19.671634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:19.671754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:19.671799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:19.671832] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:19.675018] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-10-10T00:33:19.675293] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-10-10T00:33:19.675438] [INFO ] [sig       ] MP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:19.817566] [INFO ] [LOCAL     ] Saved forecast: MP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MP.txt
[2025-10-10T00:33:19.817891] [INFO ] [sig       ] [1202/1690] Completed MP in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:19.818001] [INFO ] [sig       ] [1203/1690] Forecasting MPA...
[2025-10-10T00:33:19.818050] [INFO ] [sig       ] Generating forecast for: MPA
[2025-10-10T00:33:19.818114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-10-10T00:33:19.827606] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'MPA'.
[2025-10-10T00:33:19.828033] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-10-10T00:33:19.853264] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:19.854027] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-10-10T00:33:19.854104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:19.854175] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:19.854242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:19.854341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:19.871283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:19.871889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:19.871995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:19.872045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:19.905125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:19.905220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:19.905259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:19.905291] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:19.908295] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-10-10T00:33:19.908563] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-10-10T00:33:19.908738] [INFO ] [sig       ] MPA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:20.051458] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/MPA.txt
[2025-10-10T00:33:20.051778] [INFO ] [sig       ] [1203/1690] Completed MPA in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:20.051847] [INFO ] [sig       ] [1204/1690] Forecasting RYAM...
[2025-10-10T00:33:20.051911] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-10-10T00:33:20.051983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-10-10T00:33:20.061335] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RYAM'.
[2025-10-10T00:33:20.061734] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-10-10T00:33:20.087007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:20.087808] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-10-10T00:33:20.087885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:20.087994] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:20.088082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:20.088198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:20.105383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:20.106025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:20.106135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:20.106216] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:20.140298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:20.140394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:20.140435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:20.140468] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:20.143586] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-10-10T00:33:20.143887] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-10-10T00:33:20.144039] [INFO ] [sig       ] RYAM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:20.285259] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/RYAM.txt
[2025-10-10T00:33:20.285540] [INFO ] [sig       ] [1204/1690] Completed RYAM in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:20.285667] [INFO ] [sig       ] [1205/1690] Forecasting RYAN...
[2025-10-10T00:33:20.285750] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-10-10T00:33:20.285836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-10-10T00:33:20.294942] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RYAN'.
[2025-10-10T00:33:20.295270] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-10-10T00:33:20.320401] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:20.321168] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-10-10T00:33:20.321246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:20.321328] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:20.321415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:20.321530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:20.338543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:20.339169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:20.339275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:20.339358] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:20.376040] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:20.376153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:20.376195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:20.376227] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:20.379456] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-10-10T00:33:20.379783] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-10-10T00:33:20.379933] [INFO ] [sig       ] RYAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:20.522239] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/RYAN.txt
[2025-10-10T00:33:20.522503] [INFO ] [sig       ] [1205/1690] Completed RYAN in 0.2s | 4.06 sym/s | Total: 4.9m | ETA: 2.0m
[2025-10-10T00:33:20.522624] [INFO ] [sig       ] [1206/1690] Forecasting RYI...
[2025-10-10T00:33:20.522717] [INFO ] [sig       ] Generating forecast for: RYI
[2025-10-10T00:33:20.522787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-10-10T00:33:20.531417] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RYI'.
[2025-10-10T00:33:20.531728] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-10-10T00:33:20.556741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:20.557450] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-10-10T00:33:20.557528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:20.557598] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:20.557688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:20.557788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:20.574836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:20.575409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:20.575513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:20.575581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:20.606289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:20.606389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:20.606430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:20.606463] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:20.609610] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2025-10-10T00:33:20.609917] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-10-10T00:33:20.610125] [INFO ] [sig       ] RYI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:20.752171] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/RYI.txt
[2025-10-10T00:33:20.752400] [INFO ] [sig       ] [1206/1690] Completed RYI in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:20.752501] [INFO ] [sig       ] [1207/1690] Forecasting RYN...
[2025-10-10T00:33:20.752578] [INFO ] [sig       ] Generating forecast for: RYN
[2025-10-10T00:33:20.752721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-10-10T00:33:20.761519] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RYN'.
[2025-10-10T00:33:20.761841] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-10-10T00:33:20.787575] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:20.788398] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-10-10T00:33:20.788477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:20.788549] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:20.788631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:20.788756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:20.806530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:20.807168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:20.807275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:20.807360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:20.840486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:20.840578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:20.840620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:20.840688] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:20.843858] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-10-10T00:33:20.844131] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-10-10T00:33:20.844274] [INFO ] [sig       ] RYN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:20.991554] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/RYN.txt
[2025-10-10T00:33:20.991818] [INFO ] [sig       ] [1207/1690] Completed RYN in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:20.991938] [INFO ] [sig       ] [1208/1690] Forecasting RZB...
[2025-10-10T00:33:20.992014] [INFO ] [sig       ] Generating forecast for: RZB
[2025-10-10T00:33:20.992085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-10-10T00:33:21.000676] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RZB'.
[2025-10-10T00:33:21.001012] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-10-10T00:33:21.026311] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:21.027085] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-10-10T00:33:21.027163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:21.027235] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:21.027302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:21.027401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:21.044314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:21.044920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:21.045022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:21.045091] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:21.077086] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:21.077181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:21.077222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:21.077254] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:21.080300] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-10-10T00:33:21.080574] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-10-10T00:33:21.080747] [INFO ] [sig       ] RZB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:21.223442] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/RZB.txt
[2025-10-10T00:33:21.223736] [INFO ] [sig       ] [1208/1690] Completed RZB in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:21.223817] [INFO ] [sig       ] [1209/1690] Forecasting RZC...
[2025-10-10T00:33:21.223887] [INFO ] [sig       ] Generating forecast for: RZC
[2025-10-10T00:33:21.223958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-10-10T00:33:21.232929] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'RZC'.
[2025-10-10T00:33:21.233216] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-10-10T00:33:21.258369] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:21.259124] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-10-10T00:33:21.259202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:21.259274] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:21.259343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:21.259449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:21.276526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:21.277140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:21.277245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:21.277315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:21.313384] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:21.313596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:21.313668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:21.313736] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:21.317465] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-10-10T00:33:21.317815] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-10-10T00:33:21.318006] [INFO ] [sig       ] RZC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:21.462468] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/RZC.txt
[2025-10-10T00:33:21.462806] [INFO ] [sig       ] [1209/1690] Completed RZC in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:21.462885] [INFO ] [sig       ] [1210/1690] Forecasting S...
[2025-10-10T00:33:21.462956] [INFO ] [sig       ] Generating forecast for: S
[2025-10-10T00:33:21.463027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-10-10T00:33:21.472609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'S'.
[2025-10-10T00:33:21.472930] [INFO ] [FORECASTER] Starting predict_future for S
[2025-10-10T00:33:21.498693] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:21.499539] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-10-10T00:33:21.499622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:21.499724] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:21.499795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:21.499896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:21.517740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:21.518409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:21.518517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:21.518589] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:21.558117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:21.558260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:21.558302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:21.558336] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:21.561625] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-10-10T00:33:21.561952] [INFO ] [FORECASTER] Completed predict_future for S
[2025-10-10T00:33:21.562103] [INFO ] [sig       ] S: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:21.705579] [INFO ] [LOCAL     ] Saved forecast: S	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/S.txt
[2025-10-10T00:33:21.705853] [INFO ] [sig       ] [1210/1690] Completed S in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:21.705959] [INFO ] [sig       ] [1211/1690] Forecasting SA...
[2025-10-10T00:33:21.706009] [INFO ] [sig       ] Generating forecast for: SA
[2025-10-10T00:33:21.706076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-10-10T00:33:21.714908] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SA'.
[2025-10-10T00:33:21.715201] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-10-10T00:33:21.741111] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:21.741914] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-10-10T00:33:21.742009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:21.742083] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:21.742153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:21.742255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:21.760297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:21.760937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:21.761044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:21.761116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:21.804326] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:21.804541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:21.804589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:21.804623] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:21.808568] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-10-10T00:33:21.808939] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-10-10T00:33:21.809111] [INFO ] [sig       ] SA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:21.954818] [INFO ] [LOCAL     ] Saved forecast: SA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SA.txt
[2025-10-10T00:33:21.955107] [INFO ] [sig       ] [1211/1690] Completed SA in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:21.955198] [INFO ] [sig       ] [1212/1690] Forecasting SABA...
[2025-10-10T00:33:21.955266] [INFO ] [sig       ] Generating forecast for: SABA
[2025-10-10T00:33:21.955316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'.
[2025-10-10T00:33:21.964405] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SABA'.
[2025-10-10T00:33:21.964724] [INFO ] [FORECASTER] Starting predict_future for SABA
[2025-10-10T00:33:21.990026] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:21.990802] [DEBUG] [LOCAL     ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt
[2025-10-10T00:33:21.990881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:21.990952] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:21.991020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:21.991138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:22.008497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:22.009127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:22.009232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:22.009302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:22.044814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:22.044919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:22.044960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:22.044992] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:22.048201] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-10-10T00:33:22.048479] [INFO ] [FORECASTER] Completed predict_future for SABA
[2025-10-10T00:33:22.048617] [INFO ] [sig       ] SABA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:22.197163] [INFO ] [LOCAL     ] Saved forecast: SABA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SABA.txt
[2025-10-10T00:33:22.197487] [INFO ] [sig       ] [1212/1690] Completed SABA in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:22.197567] [INFO ] [sig       ] [1213/1690] Forecasting SAFE...
[2025-10-10T00:33:22.197668] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-10-10T00:33:22.197762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-10-10T00:33:22.207106] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAFE'.
[2025-10-10T00:33:22.207438] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-10-10T00:33:22.233350] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:22.234185] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-10-10T00:33:22.234265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:22.234351] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:22.234433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:22.234557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:22.252689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:22.253321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:22.253433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:22.253527] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:22.289708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:22.289825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:22.289866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:22.289898] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:22.293140] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-10-10T00:33:22.293455] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-10-10T00:33:22.293601] [INFO ] [sig       ] SAFE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:22.439006] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SAFE.txt
[2025-10-10T00:33:22.439303] [INFO ] [sig       ] [1213/1690] Completed SAFE in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:22.439374] [INFO ] [sig       ] [1214/1690] Forecasting SAH...
[2025-10-10T00:33:22.439454] [INFO ] [sig       ] Generating forecast for: SAH
[2025-10-10T00:33:22.439540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-10-10T00:33:22.448108] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAH'.
[2025-10-10T00:33:22.448444] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-10-10T00:33:22.473554] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:22.474311] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-10-10T00:33:22.474388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:22.474460] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:22.474527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:22.474626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:22.491836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:22.492399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:22.492503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:22.492574] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:22.525451] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:22.525579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:22.525622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:22.525690] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:22.529027] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-10-10T00:33:22.529330] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-10-10T00:33:22.529476] [INFO ] [sig       ] SAH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:22.673185] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SAH.txt
[2025-10-10T00:33:22.673485] [INFO ] [sig       ] [1214/1690] Completed SAH in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:22.673564] [INFO ] [sig       ] [1215/1690] Forecasting SAM...
[2025-10-10T00:33:22.673632] [INFO ] [sig       ] Generating forecast for: SAM
[2025-10-10T00:33:22.673724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-10-10T00:33:22.683471] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAM'.
[2025-10-10T00:33:22.683915] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-10-10T00:33:22.709702] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:22.710464] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-10-10T00:33:22.710545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:22.710691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:22.710767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:22.710915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:22.729967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:22.730763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:22.730876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:22.730961] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:22.765800] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:22.765948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:22.766027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:22.766113] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:22.769500] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-10-10T00:33:22.769837] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-10-10T00:33:22.770000] [INFO ] [sig       ] SAM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:22.923718] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SAM.txt
[2025-10-10T00:33:22.924069] [INFO ] [sig       ] [1215/1690] Completed SAM in 0.3s | 4.06 sym/s | Total: 5.0m | ETA: 2.0m
[2025-10-10T00:33:22.924152] [INFO ] [sig       ] [1216/1690] Forecasting SAN...
[2025-10-10T00:33:22.924297] [INFO ] [sig       ] Generating forecast for: SAN
[2025-10-10T00:33:22.924367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-10-10T00:33:22.933994] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAN'.
[2025-10-10T00:33:22.934527] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-10-10T00:33:22.965376] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:22.966493] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-10-10T00:33:22.966583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:22.966697] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:22.966751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:22.966859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:22.985172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:22.986146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:22.986280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:22.986370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:23.026567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:23.026816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:23.026878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:23.026916] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:23.031356] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-10-10T00:33:23.031822] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-10-10T00:33:23.032008] [INFO ] [sig       ] SAN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:23.183877] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SAN.txt
[2025-10-10T00:33:23.184225] [INFO ] [sig       ] [1216/1690] Completed SAN in 0.3s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:23.184306] [INFO ] [sig       ] [1217/1690] Forecasting SAND...
[2025-10-10T00:33:23.184376] [INFO ] [sig       ] Generating forecast for: SAND
[2025-10-10T00:33:23.184474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'.
[2025-10-10T00:33:23.194149] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAND'.
[2025-10-10T00:33:23.194536] [INFO ] [FORECASTER] Starting predict_future for SAND
[2025-10-10T00:33:23.221820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:23.222633] [DEBUG] [LOCAL     ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt
[2025-10-10T00:33:23.222737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:23.222810] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:23.222879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:23.222981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:23.241954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:23.242576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:23.242707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:23.242779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:23.280388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:23.280501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:23.280546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:23.280581] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:23.283958] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-10-10T00:33:23.284245] [INFO ] [FORECASTER] Completed predict_future for SAND
[2025-10-10T00:33:23.284391] [INFO ] [sig       ] SAND: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:23.436324] [INFO ] [LOCAL     ] Saved forecast: SAND	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SAND.txt
[2025-10-10T00:33:23.436686] [INFO ] [sig       ] [1217/1690] Completed SAND in 0.3s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:23.436772] [INFO ] [sig       ] [1218/1690] Forecasting SAP...
[2025-10-10T00:33:23.436843] [INFO ] [sig       ] Generating forecast for: SAP
[2025-10-10T00:33:23.436915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-10-10T00:33:23.445565] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAP'.
[2025-10-10T00:33:23.445873] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-10-10T00:33:23.470941] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:23.471630] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-10-10T00:33:23.471742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:23.471814] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:23.471882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:23.471979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:23.489050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:23.489660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:23.489769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:23.489837] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:23.528764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:23.528852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:23.528891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:23.528923] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:23.531936] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-10-10T00:33:23.532205] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-10-10T00:33:23.532344] [INFO ] [sig       ] SAP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:23.673056] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SAP.txt
[2025-10-10T00:33:23.673357] [INFO ] [sig       ] [1218/1690] Completed SAP in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:23.673441] [INFO ] [sig       ] [1219/1690] Forecasting SAR...
[2025-10-10T00:33:23.673511] [INFO ] [sig       ] Generating forecast for: SAR
[2025-10-10T00:33:23.673582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-10-10T00:33:23.683116] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SAR'.
[2025-10-10T00:33:23.683502] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-10-10T00:33:23.708875] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:23.709633] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-10-10T00:33:23.709735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:23.709817] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:23.709901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:23.710024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:23.727124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:23.727765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:23.727875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:23.727981] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:23.763759] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:23.763853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:23.763893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:23.763925] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:23.766992] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-10-10T00:33:23.767266] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-10-10T00:33:23.767405] [INFO ] [sig       ] SAR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:23.908058] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SAR.txt
[2025-10-10T00:33:23.908335] [INFO ] [sig       ] [1219/1690] Completed SAR in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:23.908434] [INFO ] [sig       ] [1220/1690] Forecasting SARO...
[2025-10-10T00:33:23.908507] [INFO ] [sig       ] Generating forecast for: SARO
[2025-10-10T00:33:23.908589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'.
[2025-10-10T00:33:23.917764] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SARO'.
[2025-10-10T00:33:23.918144] [INFO ] [FORECASTER] Starting predict_future for SARO
[2025-10-10T00:33:23.943364] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:23.944098] [DEBUG] [LOCAL     ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt
[2025-10-10T00:33:23.944174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:23.944246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:23.944316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:23.944412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:23.961446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:23.962056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:23.962165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:23.962234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:23.999598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:23.999711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:23.999769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:23.999803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:24.002786] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-10-10T00:33:24.003053] [INFO ] [FORECASTER] Completed predict_future for SARO
[2025-10-10T00:33:24.003192] [INFO ] [sig       ] SARO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:24.144042] [INFO ] [LOCAL     ] Saved forecast: SARO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SARO.txt
[2025-10-10T00:33:24.144296] [INFO ] [sig       ] [1220/1690] Completed SARO in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:24.144401] [INFO ] [sig       ] [1221/1690] Forecasting SB...
[2025-10-10T00:33:24.144468] [INFO ] [sig       ] Generating forecast for: SB
[2025-10-10T00:33:24.144534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-10-10T00:33:24.153333] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SB'.
[2025-10-10T00:33:24.153607] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-10-10T00:33:24.181478] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:24.182229] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-10-10T00:33:24.182307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:24.182379] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:24.182447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:24.182546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:24.199614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:24.200197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:24.200301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:24.200370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:24.233523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:24.233609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:24.233675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:24.233736] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:24.236735] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2025-10-10T00:33:24.237019] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-10-10T00:33:24.237163] [INFO ] [sig       ] SB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:24.379665] [INFO ] [LOCAL     ] Saved forecast: SB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SB.txt
[2025-10-10T00:33:24.379962] [INFO ] [sig       ] [1221/1690] Completed SB in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:24.380048] [INFO ] [sig       ] [1222/1690] Forecasting SBH...
[2025-10-10T00:33:24.380138] [INFO ] [sig       ] Generating forecast for: SBH
[2025-10-10T00:33:24.380223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-10-10T00:33:24.390525] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBH'.
[2025-10-10T00:33:24.390996] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-10-10T00:33:24.416878] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:24.417686] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-10-10T00:33:24.417766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:24.417838] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:24.417933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:24.418034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:24.435247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:24.435923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:24.436050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:24.436141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:24.478936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:24.479081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:24.479134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:24.479176] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:24.482518] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=78.44%)
[2025-10-10T00:33:24.482871] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-10-10T00:33:24.483022] [INFO ] [sig       ] SBH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:24.623828] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SBH.txt
[2025-10-10T00:33:24.624167] [INFO ] [sig       ] [1222/1690] Completed SBH in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:24.624237] [INFO ] [sig       ] [1223/1690] Forecasting SBI...
[2025-10-10T00:33:24.624281] [INFO ] [sig       ] Generating forecast for: SBI
[2025-10-10T00:33:24.624355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-10-10T00:33:24.633213] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBI'.
[2025-10-10T00:33:24.633570] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-10-10T00:33:24.658635] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:24.659362] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-10-10T00:33:24.659440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:24.659512] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:24.659580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:24.659703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:24.676808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:24.677379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:24.677483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:24.677545] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:24.711398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:24.711484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:24.711523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:24.711555] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:24.714560] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-10-10T00:33:24.714862] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-10-10T00:33:24.715014] [INFO ] [sig       ] SBI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:24.855528] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SBI.txt
[2025-10-10T00:33:24.855800] [INFO ] [sig       ] [1223/1690] Completed SBI in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:24.855902] [INFO ] [sig       ] [1224/1690] Forecasting SBR...
[2025-10-10T00:33:24.855977] [INFO ] [sig       ] Generating forecast for: SBR
[2025-10-10T00:33:24.856063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-10-10T00:33:24.864731] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBR'.
[2025-10-10T00:33:24.865037] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-10-10T00:33:24.890107] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:24.890870] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-10-10T00:33:24.890947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:24.891031] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:24.891113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:24.891241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:24.908221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:24.908851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:24.908959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:24.909042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:24.944245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:24.944340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:24.944379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:24.944412] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:24.947435] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-10-10T00:33:24.947741] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-10-10T00:33:24.947894] [INFO ] [sig       ] SBR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:25.091968] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SBR.txt
[2025-10-10T00:33:25.092249] [INFO ] [sig       ] [1224/1690] Completed SBR in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:25.092355] [INFO ] [sig       ] [1225/1690] Forecasting SBS...
[2025-10-10T00:33:25.092426] [INFO ] [sig       ] Generating forecast for: SBS
[2025-10-10T00:33:25.092499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-10-10T00:33:25.101930] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBS'.
[2025-10-10T00:33:25.102348] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-10-10T00:33:25.127628] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:25.128426] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-10-10T00:33:25.128522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:25.128602] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:25.128698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:25.128814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:25.145764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:25.146380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:25.146497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:25.146570] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:25.182773] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:25.182911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:25.182955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:25.182988] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:25.186272] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-10-10T00:33:25.186569] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-10-10T00:33:25.186747] [INFO ] [sig       ] SBS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:25.328423] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SBS.txt
[2025-10-10T00:33:25.328779] [INFO ] [sig       ] [1225/1690] Completed SBS in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:25.328858] [INFO ] [sig       ] [1226/1690] Forecasting SBSI...
[2025-10-10T00:33:25.328927] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-10-10T00:33:25.328999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-10-10T00:33:25.338436] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBSI'.
[2025-10-10T00:33:25.338819] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-10-10T00:33:25.364348] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:25.365130] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-10-10T00:33:25.365208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:25.365294] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:25.365376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:25.365501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:25.382492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:25.383102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:25.383209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:25.383294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:25.419943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:25.420033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:25.420072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:25.420104] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:25.423102] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-10-10T00:33:25.423374] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-10-10T00:33:25.423516] [INFO ] [sig       ] SBSI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:25.564777] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SBSI.txt
[2025-10-10T00:33:25.565076] [INFO ] [sig       ] [1226/1690] Completed SBSI in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:25.565164] [INFO ] [sig       ] [1227/1690] Forecasting SBSW...
[2025-10-10T00:33:25.565235] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-10-10T00:33:25.565314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-10-10T00:33:25.574197] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SBSW'.
[2025-10-10T00:33:25.574492] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-10-10T00:33:25.599801] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:25.600521] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-10-10T00:33:25.600598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:25.600692] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:25.600762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:25.600860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:25.617925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:25.618490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:25.618593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:25.618686] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:25.654228] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:25.654324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:25.654365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:25.654396] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:25.657451] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-10-10T00:33:25.657782] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-10-10T00:33:25.657963] [INFO ] [sig       ] SBSW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:25.800373] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SBSW.txt
[2025-10-10T00:33:25.800631] [INFO ] [sig       ] [1227/1690] Completed SBSW in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:25.800763] [INFO ] [sig       ] [1228/1690] Forecasting SCCO...
[2025-10-10T00:33:25.800834] [INFO ] [sig       ] Generating forecast for: SCCO
[2025-10-10T00:33:25.800905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'.
[2025-10-10T00:33:25.810433] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCCO'.
[2025-10-10T00:33:25.810859] [INFO ] [FORECASTER] Starting predict_future for SCCO
[2025-10-10T00:33:25.836405] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:25.837186] [DEBUG] [LOCAL     ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt
[2025-10-10T00:33:25.837263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:25.837347] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:25.837429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:25.837554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:25.854773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:25.855376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:25.855485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:25.855567] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:25.890438] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:25.890561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:25.890604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:25.890637] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:25.893900] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-10-10T00:33:25.894194] [INFO ] [FORECASTER] Completed predict_future for SCCO
[2025-10-10T00:33:25.894329] [INFO ] [sig       ] SCCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:26.038614] [INFO ] [LOCAL     ] Saved forecast: SCCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SCCO.txt
[2025-10-10T00:33:26.039000] [INFO ] [sig       ] [1228/1690] Completed SCCO in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:26.039075] [INFO ] [sig       ] [1229/1690] Forecasting SCD...
[2025-10-10T00:33:26.039140] [INFO ] [sig       ] Generating forecast for: SCD
[2025-10-10T00:33:26.039222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-10-10T00:33:26.048452] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCD'.
[2025-10-10T00:33:26.048862] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-10-10T00:33:26.074018] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:26.074809] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-10-10T00:33:26.074886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:26.074957] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:26.075035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:26.075147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:26.092230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:26.092887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:26.092997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:26.093063] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:26.127155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:26.127300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:26.127343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:26.127376] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:26.130739] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-10-10T00:33:26.131031] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-10-10T00:33:26.131173] [INFO ] [sig       ] SCD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:26.271398] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SCD.txt
[2025-10-10T00:33:26.271725] [INFO ] [sig       ] [1229/1690] Completed SCD in 0.2s | 4.06 sym/s | Total: 5.0m | ETA: 1.9m
[2025-10-10T00:33:26.271809] [INFO ] [sig       ] [1230/1690] Forecasting SCHW...
[2025-10-10T00:33:26.271891] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-10-10T00:33:26.271967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-10-10T00:33:26.282236] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCHW'.
[2025-10-10T00:33:26.282716] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-10-10T00:33:26.313543] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:26.314328] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-10-10T00:33:26.314407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:26.314479] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:26.314548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:26.314671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:26.335301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:26.335962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:26.336076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:26.336164] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:26.375934] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:26.376049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:26.376090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:26.376122] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:26.379567] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-10-10T00:33:26.379975] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-10-10T00:33:26.380187] [INFO ] [sig       ] SCHW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:26.556093] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SCHW.txt
[2025-10-10T00:33:26.556369] [INFO ] [sig       ] [1230/1690] Completed SCHW in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:26.556448] [INFO ] [sig       ] [1231/1690] Forecasting SCI...
[2025-10-10T00:33:26.556560] [INFO ] [sig       ] Generating forecast for: SCI
[2025-10-10T00:33:26.556634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-10-10T00:33:26.566052] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCI'.
[2025-10-10T00:33:26.566355] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-10-10T00:33:26.596037] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:26.597093] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-10-10T00:33:26.597189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:26.597268] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:26.597349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:26.597451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:26.618359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:26.619037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:26.619155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:26.619267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:26.661560] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:26.661791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:26.661884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:26.661957] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:26.666047] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-10-10T00:33:26.666419] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-10-10T00:33:26.666590] [INFO ] [sig       ] SCI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:26.840016] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SCI.txt
[2025-10-10T00:33:26.840413] [INFO ] [sig       ] [1231/1690] Completed SCI in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:26.840520] [INFO ] [sig       ] [1232/1690] Forecasting SCL...
[2025-10-10T00:33:26.840617] [INFO ] [sig       ] Generating forecast for: SCL
[2025-10-10T00:33:26.840748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-10-10T00:33:26.851257] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCL'.
[2025-10-10T00:33:26.851731] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-10-10T00:33:26.882275] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:26.883077] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-10-10T00:33:26.883170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:26.883256] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:26.883338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:26.883468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:26.902527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:26.903211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:26.903321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:26.903404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:26.942052] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:26.942217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:26.942267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:26.942300] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:26.946007] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-10-10T00:33:26.946333] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-10-10T00:33:26.946479] [INFO ] [sig       ] SCL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:27.119386] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SCL.txt
[2025-10-10T00:33:27.119767] [INFO ] [sig       ] [1232/1690] Completed SCL in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:27.119867] [INFO ] [sig       ] [1233/1690] Forecasting SCM...
[2025-10-10T00:33:27.119977] [INFO ] [sig       ] Generating forecast for: SCM
[2025-10-10T00:33:27.120073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-10-10T00:33:27.128863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCM'.
[2025-10-10T00:33:27.129208] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-10-10T00:33:27.154908] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:27.155637] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-10-10T00:33:27.155736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:27.155819] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:27.155898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:27.156017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:27.173262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:27.173917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:27.174025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:27.174105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:27.199728] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:27.199834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:27.199876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:27.199909] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:27.203127] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-10-10T00:33:27.203417] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-10-10T00:33:27.203550] [INFO ] [sig       ] SCM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:27.351147] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SCM.txt
[2025-10-10T00:33:27.351471] [INFO ] [sig       ] [1233/1690] Completed SCM in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:27.351552] [INFO ] [sig       ] [1234/1690] Forecasting SCS...
[2025-10-10T00:33:27.351633] [INFO ] [sig       ] Generating forecast for: SCS
[2025-10-10T00:33:27.351728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-10-10T00:33:27.360700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SCS'.
[2025-10-10T00:33:27.361058] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-10-10T00:33:27.386867] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:27.387632] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-10-10T00:33:27.387734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:27.387819] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:27.387918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:27.388032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:27.406011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:27.406717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:27.406826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:27.406907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:27.448766] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:27.448933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:27.448980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:27.449014] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:27.452538] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-10-10T00:33:27.452871] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-10-10T00:33:27.453029] [INFO ] [sig       ] SCS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:27.597268] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SCS.txt
[2025-10-10T00:33:27.597598] [INFO ] [sig       ] [1234/1690] Completed SCS in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:27.597702] [INFO ] [sig       ] [1235/1690] Forecasting SD...
[2025-10-10T00:33:27.597786] [INFO ] [sig       ] Generating forecast for: SD
[2025-10-10T00:33:27.597868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-10-10T00:33:27.608300] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SD'.
[2025-10-10T00:33:27.608922] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-10-10T00:33:27.638493] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:27.639461] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-10-10T00:33:27.639544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:27.639620] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:27.639727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:27.639839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:27.659440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:27.660606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:27.660758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:27.660831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:27.701540] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:27.701838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:27.701905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:27.701942] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:27.707268] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-10-10T00:33:27.707685] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-10-10T00:33:27.707972] [INFO ] [sig       ] SD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:27.873677] [INFO ] [LOCAL     ] Saved forecast: SD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SD.txt
[2025-10-10T00:33:27.874187] [INFO ] [sig       ] [1235/1690] Completed SD in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:27.874278] [INFO ] [sig       ] [1236/1690] Forecasting SDHC...
[2025-10-10T00:33:27.874368] [INFO ] [sig       ] Generating forecast for: SDHC
[2025-10-10T00:33:27.874462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'.
[2025-10-10T00:33:27.884625] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SDHC'.
[2025-10-10T00:33:27.885163] [INFO ] [FORECASTER] Starting predict_future for SDHC
[2025-10-10T00:33:27.912399] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:27.913475] [DEBUG] [LOCAL     ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt
[2025-10-10T00:33:27.913558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:27.913634] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:27.913757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:27.913950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:27.934074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:27.935317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:27.935452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:27.935538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:27.978128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:27.978421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:27.978474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:27.978508] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:27.982730] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=58.45%)
[2025-10-10T00:33:27.983105] [INFO ] [FORECASTER] Completed predict_future for SDHC
[2025-10-10T00:33:27.983280] [INFO ] [sig       ] SDHC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:28.138004] [INFO ] [LOCAL     ] Saved forecast: SDHC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SDHC.txt
[2025-10-10T00:33:28.139004] [INFO ] [sig       ] [1236/1690] Completed SDHC in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:28.139097] [INFO ] [sig       ] [1237/1690] Forecasting SDHY...
[2025-10-10T00:33:28.139188] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-10-10T00:33:28.139281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-10-10T00:33:28.151194] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SDHY'.
[2025-10-10T00:33:28.151906] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-10-10T00:33:28.177462] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:28.178276] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-10-10T00:33:28.178354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:28.178427] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:28.178510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:28.178698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:28.195699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:28.196301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:28.196409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:28.196493] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:28.231086] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:28.231276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:28.231323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:28.231356] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:28.234921] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-10-10T00:33:28.235226] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-10-10T00:33:28.235385] [INFO ] [sig       ] SDHY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:28.380551] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SDHY.txt
[2025-10-10T00:33:28.380952] [INFO ] [sig       ] [1237/1690] Completed SDHY in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:28.381036] [INFO ] [sig       ] [1238/1690] Forecasting SDRL...
[2025-10-10T00:33:28.381176] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-10-10T00:33:28.381251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-10-10T00:33:28.391361] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SDRL'.
[2025-10-10T00:33:28.391775] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-10-10T00:33:28.419855] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:28.420607] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-10-10T00:33:28.420707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:28.420780] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:28.420849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:28.420967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:28.442182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:28.443016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:28.443130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:28.443200] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:28.481459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:28.481616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:28.481732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:28.481786] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:28.485501] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-10-10T00:33:28.485849] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-10-10T00:33:28.485998] [INFO ] [sig       ] SDRL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:28.644358] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SDRL.txt
[2025-10-10T00:33:28.644692] [INFO ] [sig       ] [1238/1690] Completed SDRL in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:28.644772] [INFO ] [sig       ] [1239/1690] Forecasting SE...
[2025-10-10T00:33:28.644841] [INFO ] [sig       ] Generating forecast for: SE
[2025-10-10T00:33:28.644909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-10-10T00:33:28.655503] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SE'.
[2025-10-10T00:33:28.656074] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-10-10T00:33:28.683404] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:28.684258] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-10-10T00:33:28.684343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:28.684483] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:28.684558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:28.684716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:28.702894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:28.703619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:28.703765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:28.703853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:28.748231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:28.748412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:28.748460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:28.748495] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:28.752286] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-10-10T00:33:28.752610] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-10-10T00:33:28.752813] [INFO ] [sig       ] SE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:28.912530] [INFO ] [LOCAL     ] Saved forecast: SE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SE.txt
[2025-10-10T00:33:28.913061] [INFO ] [sig       ] [1239/1690] Completed SE in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.9m
[2025-10-10T00:33:28.913147] [INFO ] [sig       ] [1240/1690] Forecasting SEE...
[2025-10-10T00:33:28.913233] [INFO ] [sig       ] Generating forecast for: SEE
[2025-10-10T00:33:28.913325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-10-10T00:33:28.922928] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SEE'.
[2025-10-10T00:33:28.923421] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-10-10T00:33:28.950213] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:28.951148] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-10-10T00:33:28.951262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:28.951353] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:28.951440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:28.951593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:28.969732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:28.970623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:28.970771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:28.970860] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:29.012459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:29.012770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:29.012845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:29.012884] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:29.016997] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-10-10T00:33:29.017332] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-10-10T00:33:29.017503] [INFO ] [sig       ] SEE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:29.169559] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SEE.txt
[2025-10-10T00:33:29.170110] [INFO ] [sig       ] [1240/1690] Completed SEE in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:29.170197] [INFO ] [sig       ] [1241/1690] Forecasting SEG...
[2025-10-10T00:33:29.170285] [INFO ] [sig       ] Generating forecast for: SEG
[2025-10-10T00:33:29.170377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'.
[2025-10-10T00:33:29.180907] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SEG'.
[2025-10-10T00:33:29.181308] [INFO ] [FORECASTER] Starting predict_future for SEG
[2025-10-10T00:33:29.208823] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:29.209809] [DEBUG] [LOCAL     ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt
[2025-10-10T00:33:29.209890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:29.209980] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:29.210065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:29.210195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:29.234458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:29.235872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:29.236007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:29.236081] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:29.283863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:29.284583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:29.284789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:29.284839] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:29.289979] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-10-10T00:33:29.290369] [INFO ] [FORECASTER] Completed predict_future for SEG
[2025-10-10T00:33:29.290570] [INFO ] [sig       ] SEG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:29.448124] [INFO ] [LOCAL     ] Saved forecast: SEG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SEG.txt
[2025-10-10T00:33:29.448921] [INFO ] [sig       ] [1241/1690] Completed SEG in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:29.449016] [INFO ] [sig       ] [1242/1690] Forecasting SEI...
[2025-10-10T00:33:29.449092] [INFO ] [sig       ] Generating forecast for: SEI
[2025-10-10T00:33:29.449172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'.
[2025-10-10T00:33:29.462317] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SEI'.
[2025-10-10T00:33:29.462985] [INFO ] [FORECASTER] Starting predict_future for SEI
[2025-10-10T00:33:29.492007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:29.493024] [DEBUG] [LOCAL     ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt
[2025-10-10T00:33:29.493109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:29.493205] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:29.493294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:29.493430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:29.511312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:29.512369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:29.512519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:29.512612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:29.558832] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:29.559138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:29.559195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:29.559229] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:29.563816] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-10-10T00:33:29.564244] [INFO ] [FORECASTER] Completed predict_future for SEI
[2025-10-10T00:33:29.564465] [INFO ] [sig       ] SEI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:29.748273] [INFO ] [LOCAL     ] Saved forecast: SEI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SEI.txt
[2025-10-10T00:33:29.748814] [INFO ] [sig       ] [1242/1690] Completed SEI in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:29.748905] [INFO ] [sig       ] [1243/1690] Forecasting SEM...
[2025-10-10T00:33:29.748981] [INFO ] [sig       ] Generating forecast for: SEM
[2025-10-10T00:33:29.749059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-10-10T00:33:29.760506] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SEM'.
[2025-10-10T00:33:29.761007] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-10-10T00:33:29.787549] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:29.788508] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-10-10T00:33:29.788591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:29.788691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:29.788765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:29.788866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:29.806296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:29.807195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:29.807314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:29.807388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:29.851124] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:29.851336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:29.851385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:29.851419] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:29.855094] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-10-10T00:33:29.855420] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-10-10T00:33:29.855581] [INFO ] [sig       ] SEM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:30.000469] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SEM.txt
[2025-10-10T00:33:30.000842] [INFO ] [sig       ] [1243/1690] Completed SEM in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:30.000943] [INFO ] [sig       ] [1244/1690] Forecasting SEMR...
[2025-10-10T00:33:30.001014] [INFO ] [sig       ] Generating forecast for: SEMR
[2025-10-10T00:33:30.001086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'.
[2025-10-10T00:33:30.012589] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SEMR'.
[2025-10-10T00:33:30.013364] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-10-10T00:33:30.044915] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:30.046069] [DEBUG] [LOCAL     ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt
[2025-10-10T00:33:30.046151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:30.046232] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:30.046305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:30.046440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:30.064608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:30.065439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:30.065565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:30.065679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:30.112191] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:30.112525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:30.112590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:30.112636] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:30.118016] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-10-10T00:33:30.118427] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-10-10T00:33:30.118609] [INFO ] [sig       ] SEMR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:30.283276] [INFO ] [LOCAL     ] Saved forecast: SEMR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SEMR.txt
[2025-10-10T00:33:30.283883] [INFO ] [sig       ] [1244/1690] Completed SEMR in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:30.283993] [INFO ] [sig       ] [1245/1690] Forecasting SES...
[2025-10-10T00:33:30.284104] [INFO ] [sig       ] Generating forecast for: SES
[2025-10-10T00:33:30.284225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-10-10T00:33:30.295357] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SES'.
[2025-10-10T00:33:30.295780] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-10-10T00:33:30.321538] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:30.322303] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-10-10T00:33:30.322384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:30.322470] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:30.322552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:30.322691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:30.339963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:30.340555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:30.340694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:30.340779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:30.390089] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:30.390188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:30.390229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:30.390267] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:30.393348] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-10-10T00:33:30.393628] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-10-10T00:33:30.393830] [INFO ] [sig       ] SES: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:30.535232] [INFO ] [LOCAL     ] Saved forecast: SES	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SES.txt
[2025-10-10T00:33:30.535564] [INFO ] [sig       ] [1245/1690] Completed SES in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:30.535669] [INFO ] [sig       ] [1246/1690] Forecasting SF...
[2025-10-10T00:33:30.535743] [INFO ] [sig       ] Generating forecast for: SF
[2025-10-10T00:33:30.535816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-10-10T00:33:30.545032] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SF'.
[2025-10-10T00:33:30.545314] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-10-10T00:33:30.570996] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:30.571731] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-10-10T00:33:30.571810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:30.571896] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:30.571965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:30.572063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:30.589065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:30.589662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:30.589770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:30.589840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:30.624859] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:30.624948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:30.624988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:30.625019] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:30.628067] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-10-10T00:33:30.628342] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-10-10T00:33:30.628488] [INFO ] [sig       ] SF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:30.770356] [INFO ] [LOCAL     ] Saved forecast: SF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SF.txt
[2025-10-10T00:33:30.770711] [INFO ] [sig       ] [1246/1690] Completed SF in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:30.770791] [INFO ] [sig       ] [1247/1690] Forecasting SFB...
[2025-10-10T00:33:30.770861] [INFO ] [sig       ] Generating forecast for: SFB
[2025-10-10T00:33:30.770934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-10-10T00:33:30.780798] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SFB'.
[2025-10-10T00:33:30.781225] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-10-10T00:33:30.807872] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:30.808738] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-10-10T00:33:30.808819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:30.808894] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:30.808977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:30.809100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:30.826919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:30.827571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:30.827722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:30.827799] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:30.863896] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:30.864066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:30.864112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:30.864145] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:30.867788] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-10-10T00:33:30.868147] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-10-10T00:33:30.868313] [INFO ] [sig       ] SFB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:31.024410] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SFB.txt
[2025-10-10T00:33:31.024834] [INFO ] [sig       ] [1247/1690] Completed SFB in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:31.024916] [INFO ] [sig       ] [1248/1690] Forecasting SFBS...
[2025-10-10T00:33:31.025000] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-10-10T00:33:31.025087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-10-10T00:33:31.034695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SFBS'.
[2025-10-10T00:33:31.035046] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-10-10T00:33:31.060815] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:31.061518] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-10-10T00:33:31.061596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:31.061691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:31.061760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:31.061859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:31.079217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:31.079839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:31.079944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:31.080013] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:31.117369] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:31.117456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:31.117496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:31.117528] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:31.120771] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-10-10T00:33:31.121051] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-10-10T00:33:31.121202] [INFO ] [sig       ] SFBS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:31.263085] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SFBS.txt
[2025-10-10T00:33:31.263406] [INFO ] [sig       ] [1248/1690] Completed SFBS in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:31.263488] [INFO ] [sig       ] [1249/1690] Forecasting SFL...
[2025-10-10T00:33:31.263558] [INFO ] [sig       ] Generating forecast for: SFL
[2025-10-10T00:33:31.263631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-10-10T00:33:31.273477] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SFL'.
[2025-10-10T00:33:31.273943] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-10-10T00:33:31.302661] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:31.303589] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-10-10T00:33:31.303694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:31.303771] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:31.303842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:31.303945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:31.321461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:31.322098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:31.322207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:31.322277] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:31.359829] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:31.359948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:31.359991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:31.360023] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:31.363191] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-10-10T00:33:31.363472] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-10-10T00:33:31.363620] [INFO ] [sig       ] SFL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:31.515536] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SFL.txt
[2025-10-10T00:33:31.515939] [INFO ] [sig       ] [1249/1690] Completed SFL in 0.3s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:31.516021] [INFO ] [sig       ] [1250/1690] Forecasting SG...
[2025-10-10T00:33:31.516092] [INFO ] [sig       ] Generating forecast for: SG
[2025-10-10T00:33:31.516164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-10-10T00:33:31.526497] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SG'.
[2025-10-10T00:33:31.526830] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-10-10T00:33:31.552831] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:31.553528] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-10-10T00:33:31.553606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:31.553701] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:31.553770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:31.553868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:31.571065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:31.571708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:31.571821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:31.571891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:31.610198] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:31.610300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:31.610340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:31.610372] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:31.613452] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-10-10T00:33:31.613777] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-10-10T00:33:31.613935] [INFO ] [sig       ] SG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:31.762406] [INFO ] [LOCAL     ] Saved forecast: SG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SG.txt
[2025-10-10T00:33:31.762712] [INFO ] [sig       ] [1250/1690] Completed SG in 0.2s | 4.06 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:31.762810] [INFO ] [sig       ] [1251/1690] Forecasting SGHC...
[2025-10-10T00:33:31.762855] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-10-10T00:33:31.762921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-10-10T00:33:31.773134] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SGHC'.
[2025-10-10T00:33:31.773592] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-10-10T00:33:31.800623] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:31.801570] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-10-10T00:33:31.801697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:31.801784] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:31.801868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:31.802003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:31.823275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:31.824525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:31.824667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:31.824737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:31.869348] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:31.869622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:31.869721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:31.869825] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:31.874042] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-10-10T00:33:31.874376] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-10-10T00:33:31.874537] [INFO ] [sig       ] SGHC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:32.041153] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SGHC.txt
[2025-10-10T00:33:32.041533] [INFO ] [sig       ] [1251/1690] Completed SGHC in 0.3s | 4.05 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:32.041614] [INFO ] [sig       ] [1252/1690] Forecasting SGU...
[2025-10-10T00:33:32.041709] [INFO ] [sig       ] Generating forecast for: SGU
[2025-10-10T00:33:32.041782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-10-10T00:33:32.051709] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SGU'.
[2025-10-10T00:33:32.052152] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-10-10T00:33:32.078581] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:32.079390] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-10-10T00:33:32.079487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:32.079561] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:32.079632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:32.079759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:32.099025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:32.099852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:32.099972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:32.100044] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:32.142055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:32.142250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:32.142299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:32.142341] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:32.146520] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-10-10T00:33:32.146893] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-10-10T00:33:32.147077] [INFO ] [sig       ] SGU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:32.298758] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SGU.txt
[2025-10-10T00:33:32.299116] [INFO ] [sig       ] [1252/1690] Completed SGU in 0.3s | 4.05 sym/s | Total: 5.1m | ETA: 1.8m
[2025-10-10T00:33:32.299197] [INFO ] [sig       ] [1253/1690] Forecasting SHAK...
[2025-10-10T00:33:32.299269] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-10-10T00:33:32.299345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-10-10T00:33:32.310674] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHAK'.
[2025-10-10T00:33:32.311240] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-10-10T00:33:32.337065] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:32.337848] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-10-10T00:33:32.337942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:32.338032] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:32.338105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:32.338208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:32.355377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:32.356007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:32.356121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:32.356192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:32.396227] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:32.396335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:32.396377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:32.396409] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:32.399615] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-10-10T00:33:32.399948] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-10-10T00:33:32.400103] [INFO ] [sig       ] SHAK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:32.550623] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SHAK.txt
[2025-10-10T00:33:32.551034] [INFO ] [sig       ] [1253/1690] Completed SHAK in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:32.551139] [INFO ] [sig       ] [1254/1690] Forecasting SHCO...
[2025-10-10T00:33:32.551210] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-10-10T00:33:32.551287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-10-10T00:33:32.561512] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHCO'.
[2025-10-10T00:33:32.561941] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-10-10T00:33:32.588164] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:32.588970] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-10-10T00:33:32.589052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:32.589126] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:32.589207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:32.589360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:32.606862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:32.607469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:32.607605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:32.607699] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:32.646333] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:32.646444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:32.646485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:32.646517] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:32.649800] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-10-10T00:33:32.650083] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-10-10T00:33:32.650228] [INFO ] [sig       ] SHCO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:32.795351] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SHCO.txt
[2025-10-10T00:33:32.795803] [INFO ] [sig       ] [1254/1690] Completed SHCO in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:32.795890] [INFO ] [sig       ] [1255/1690] Forecasting SHEL...
[2025-10-10T00:33:32.795963] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-10-10T00:33:32.796075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-10-10T00:33:32.805841] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHEL'.
[2025-10-10T00:33:32.806373] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-10-10T00:33:32.832048] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:32.832832] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-10-10T00:33:32.832909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:32.832981] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:32.833050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:32.833149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:32.850438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:32.851049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:32.851155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:32.851224] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:32.887364] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:32.887471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:32.887512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:32.887544] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:32.890742] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-10-10T00:33:32.891024] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-10-10T00:33:32.891170] [INFO ] [sig       ] SHEL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:33.032797] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SHEL.txt
[2025-10-10T00:33:33.033035] [INFO ] [sig       ] [1255/1690] Completed SHEL in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:33.033158] [INFO ] [sig       ] [1256/1690] Forecasting SHG...
[2025-10-10T00:33:33.033250] [INFO ] [sig       ] Generating forecast for: SHG
[2025-10-10T00:33:33.033324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-10-10T00:33:33.043328] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHG'.
[2025-10-10T00:33:33.043764] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-10-10T00:33:33.070494] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:33.071295] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-10-10T00:33:33.071379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:33.071452] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:33.071522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:33.071624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:33.090142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:33.090794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:33.090903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:33.090973] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:33.128951] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:33.129089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:33.129133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:33.129167] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:33.132676] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-10-10T00:33:33.132991] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-10-10T00:33:33.133138] [INFO ] [sig       ] SHG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:33.299507] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SHG.txt
[2025-10-10T00:33:33.300099] [INFO ] [sig       ] [1256/1690] Completed SHG in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:33.300182] [INFO ] [sig       ] [1257/1690] Forecasting SHO...
[2025-10-10T00:33:33.300254] [INFO ] [sig       ] Generating forecast for: SHO
[2025-10-10T00:33:33.300328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-10-10T00:33:33.311632] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHO'.
[2025-10-10T00:33:33.312013] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-10-10T00:33:33.339275] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:33.340068] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-10-10T00:33:33.340147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:33.340220] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:33.340289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:33.340389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:33.358870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:33.359502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:33.359719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:33.359795] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:33.394305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:33.394425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:33.394469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:33.394503] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:33.397848] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-10-10T00:33:33.398190] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-10-10T00:33:33.398345] [INFO ] [sig       ] SHO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:33.547525] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SHO.txt
[2025-10-10T00:33:33.547947] [INFO ] [sig       ] [1257/1690] Completed SHO in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:33.548031] [INFO ] [sig       ] [1258/1690] Forecasting SHOC...
[2025-10-10T00:33:33.548100] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-10-10T00:33:33.548171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-10-10T00:33:33.557428] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'SHOC'.
[2025-10-10T00:33:33.557740] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-10-10T00:33:33.583635] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:33.584416] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-10-10T00:33:33.584496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:33.584569] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:33.584638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:33.584754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:33.602129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:33.602844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:33.602955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:33.603026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:33.642289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:33.642458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:33.642518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:33.642554] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:33.646003] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-10-10T00:33:33.646284] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-10-10T00:33:33.646426] [INFO ] [sig       ] SHOC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:33.795520] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SHOC.txt
[2025-10-10T00:33:33.795868] [INFO ] [sig       ] [1258/1690] Completed SHOC in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:33.795951] [INFO ] [sig       ] [1259/1690] Forecasting SHW...
[2025-10-10T00:33:33.796000] [INFO ] [sig       ] Generating forecast for: SHW
[2025-10-10T00:33:33.796067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-10-10T00:33:33.805140] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SHW'.
[2025-10-10T00:33:33.805451] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-10-10T00:33:33.831478] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:33.832259] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-10-10T00:33:33.832340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:33.832437] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:33.832526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:33.832683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:33.850119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:33.850813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:33.850928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:33.851011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:33.888996] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:33.889108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:33.889149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:33.889182] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:33.892361] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-10-10T00:33:33.892663] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-10-10T00:33:33.892855] [INFO ] [sig       ] SHW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:34.038755] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SHW.txt
[2025-10-10T00:33:34.039154] [INFO ] [sig       ] [1259/1690] Completed SHW in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:34.039238] [INFO ] [sig       ] [1260/1690] Forecasting SID...
[2025-10-10T00:33:34.039323] [INFO ] [sig       ] Generating forecast for: SID
[2025-10-10T00:33:34.039413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-10-10T00:33:34.049509] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SID'.
[2025-10-10T00:33:34.049905] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-10-10T00:33:34.079553] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:34.080376] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-10-10T00:33:34.080463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:34.080553] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:34.080639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:34.080813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:34.098103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:34.098743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:34.098920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:34.098992] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:34.136781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:34.136875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:34.136916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:34.136947] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:34.140096] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-10-10T00:33:34.140365] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-10-10T00:33:34.140512] [INFO ] [sig       ] SID: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:34.288227] [INFO ] [LOCAL     ] Saved forecast: SID	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SID.txt
[2025-10-10T00:33:34.288562] [INFO ] [sig       ] [1260/1690] Completed SID in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:34.288664] [INFO ] [sig       ] [1261/1690] Forecasting SIG...
[2025-10-10T00:33:34.288738] [INFO ] [sig       ] Generating forecast for: SIG
[2025-10-10T00:33:34.288824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-10-10T00:33:34.299837] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SIG'.
[2025-10-10T00:33:34.300229] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-10-10T00:33:34.326503] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:34.327482] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-10-10T00:33:34.327560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:34.327668] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:34.327752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:34.327866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:34.344979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:34.345591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:34.345724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:34.345808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:34.383147] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:34.383269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:34.383311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:34.383343] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:34.386519] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-10-10T00:33:34.386841] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-10-10T00:33:34.387000] [INFO ] [sig       ] SIG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:34.533398] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SIG.txt
[2025-10-10T00:33:34.533747] [INFO ] [sig       ] [1261/1690] Completed SIG in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:34.533829] [INFO ] [sig       ] [1262/1690] Forecasting SII...
[2025-10-10T00:33:34.533911] [INFO ] [sig       ] Generating forecast for: SII
[2025-10-10T00:33:34.533984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-10-10T00:33:34.543427] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SII'.
[2025-10-10T00:33:34.543872] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-10-10T00:33:34.569734] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:34.570467] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-10-10T00:33:34.570546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:34.570619] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:34.570720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:34.570839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:34.588176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:34.588815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:34.588924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:34.588994] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:34.622491] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:34.622608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:34.622677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:34.622739] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:34.625936] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-10-10T00:33:34.626217] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-10-10T00:33:34.626361] [INFO ] [sig       ] SII: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:34.778250] [INFO ] [LOCAL     ] Saved forecast: SII	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SII.txt
[2025-10-10T00:33:34.778546] [INFO ] [sig       ] [1262/1690] Completed SII in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:34.778616] [INFO ] [sig       ] [1263/1690] Forecasting SILA...
[2025-10-10T00:33:34.778702] [INFO ] [sig       ] Generating forecast for: SILA
[2025-10-10T00:33:34.778775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'.
[2025-10-10T00:33:34.788692] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SILA'.
[2025-10-10T00:33:34.789122] [INFO ] [FORECASTER] Starting predict_future for SILA
[2025-10-10T00:33:34.814869] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:34.815664] [DEBUG] [LOCAL     ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt
[2025-10-10T00:33:34.815746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:34.815818] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:34.815888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:34.815991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:34.833210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:34.833848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:34.833960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:34.834030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:34.870906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:34.871027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:34.871069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:34.871101] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:34.874254] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2025-10-10T00:33:34.874542] [INFO ] [FORECASTER] Completed predict_future for SILA
[2025-10-10T00:33:34.874715] [INFO ] [sig       ] SILA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:35.020000] [INFO ] [LOCAL     ] Saved forecast: SILA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SILA.txt
[2025-10-10T00:33:35.020350] [INFO ] [sig       ] [1263/1690] Completed SILA in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:35.020438] [INFO ] [sig       ] [1264/1690] Forecasting SITC...
[2025-10-10T00:33:35.020518] [INFO ] [sig       ] Generating forecast for: SITC
[2025-10-10T00:33:35.020601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-10-10T00:33:35.029822] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SITC'.
[2025-10-10T00:33:35.030158] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-10-10T00:33:35.055592] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:35.056339] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-10-10T00:33:35.056423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:35.056495] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:35.056564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:35.056704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:35.074335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:35.074976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:35.075085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:35.075153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:35.114432] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:35.114725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:35.114817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:35.114892] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:35.119312] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-10-10T00:33:35.119736] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-10-10T00:33:35.119925] [INFO ] [sig       ] SITC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:35.264051] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SITC.txt
[2025-10-10T00:33:35.264332] [INFO ] [sig       ] [1264/1690] Completed SITC in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.8m
[2025-10-10T00:33:35.264430] [INFO ] [sig       ] [1265/1690] Forecasting SITE...
[2025-10-10T00:33:35.264501] [INFO ] [sig       ] Generating forecast for: SITE
[2025-10-10T00:33:35.264573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-10-10T00:33:35.274351] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SITE'.
[2025-10-10T00:33:35.274716] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-10-10T00:33:35.300482] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:35.301262] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-10-10T00:33:35.301344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:35.301423] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:35.301493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:35.301596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:35.319613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:35.320295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:35.320434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:35.320513] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:35.354543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:35.354702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:35.354770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:35.354807] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:35.358917] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-10-10T00:33:35.359209] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-10-10T00:33:35.359354] [INFO ] [sig       ] SITE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:35.511882] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SITE.txt
[2025-10-10T00:33:35.512212] [INFO ] [sig       ] [1265/1690] Completed SITE in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:35.512297] [INFO ] [sig       ] [1266/1690] Forecasting SJM...
[2025-10-10T00:33:35.512387] [INFO ] [sig       ] Generating forecast for: SJM
[2025-10-10T00:33:35.512477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-10-10T00:33:35.522012] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SJM'.
[2025-10-10T00:33:35.522352] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-10-10T00:33:35.548260] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:35.549088] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-10-10T00:33:35.549171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:35.549246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:35.549330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:35.549476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:35.567374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:35.568085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:35.568202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:35.568287] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:35.603613] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:35.603761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:35.603815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:35.603851] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:35.607196] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-10-10T00:33:35.607481] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-10-10T00:33:35.607634] [INFO ] [sig       ] SJM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:35.759456] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SJM.txt
[2025-10-10T00:33:35.759780] [INFO ] [sig       ] [1266/1690] Completed SJM in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:35.759877] [INFO ] [sig       ] [1267/1690] Forecasting SJT...
[2025-10-10T00:33:35.759959] [INFO ] [sig       ] Generating forecast for: SJT
[2025-10-10T00:33:35.760043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-10-10T00:33:35.770812] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SJT'.
[2025-10-10T00:33:35.771251] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-10-10T00:33:35.800570] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:35.801547] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-10-10T00:33:35.801669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:35.801764] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:35.801877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:35.802020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:35.821162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:35.821918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:35.822032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:35.822103] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:35.861922] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:35.862068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:35.862114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:35.862146] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:35.865579] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-10-10T00:33:35.865902] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-10-10T00:33:35.866111] [INFO ] [sig       ] SJT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:36.029266] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SJT.txt
[2025-10-10T00:33:36.029623] [INFO ] [sig       ] [1267/1690] Completed SJT in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:36.029755] [INFO ] [sig       ] [1268/1690] Forecasting SKE...
[2025-10-10T00:33:36.029851] [INFO ] [sig       ] Generating forecast for: SKE
[2025-10-10T00:33:36.029926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-10-10T00:33:36.039937] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKE'.
[2025-10-10T00:33:36.040329] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-10-10T00:33:36.065674] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:36.066478] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-10-10T00:33:36.066557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:36.066629] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:36.066735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:36.066867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:36.084177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:36.084852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:36.084956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:36.085025] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:36.121500] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:36.121634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:36.121730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:36.121771] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:36.125869] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-10-10T00:33:36.126255] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-10-10T00:33:36.126410] [INFO ] [sig       ] SKE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:36.272756] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SKE.txt
[2025-10-10T00:33:36.273085] [INFO ] [sig       ] [1268/1690] Completed SKE in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:36.273171] [INFO ] [sig       ] [1269/1690] Forecasting SKIL...
[2025-10-10T00:33:36.273255] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-10-10T00:33:36.273343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-10-10T00:33:36.283750] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKIL'.
[2025-10-10T00:33:36.284159] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-10-10T00:33:36.311081] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:36.311914] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-10-10T00:33:36.311994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:36.312067] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:36.312136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:36.312238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:36.332390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:36.333253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:36.333368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:36.333439] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:36.374961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:36.375210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:36.375297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:36.375357] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:36.379925] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-10-10T00:33:36.380348] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-10-10T00:33:36.380521] [INFO ] [sig       ] SKIL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:36.535325] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SKIL.txt
[2025-10-10T00:33:36.535805] [INFO ] [sig       ] [1269/1690] Completed SKIL in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:36.535889] [INFO ] [sig       ] [1270/1690] Forecasting SKLZ...
[2025-10-10T00:33:36.535963] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-10-10T00:33:36.536036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-10-10T00:33:36.546536] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKLZ'.
[2025-10-10T00:33:36.546923] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-10-10T00:33:36.573302] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:36.574306] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-10-10T00:33:36.574386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:36.574460] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:36.574530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:36.574852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:36.593180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:36.594051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:36.594166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:36.594237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:36.633350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:36.633567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:36.633617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:36.633687] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:36.637471] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-10-10T00:33:36.637844] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-10-10T00:33:36.638048] [INFO ] [sig       ] SKLZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:36.784729] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SKLZ.txt
[2025-10-10T00:33:36.785081] [INFO ] [sig       ] [1270/1690] Completed SKLZ in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:36.785164] [INFO ] [sig       ] [1271/1690] Forecasting SKM...
[2025-10-10T00:33:36.785234] [INFO ] [sig       ] Generating forecast for: SKM
[2025-10-10T00:33:36.785305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-10-10T00:33:36.794917] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKM'.
[2025-10-10T00:33:36.795231] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-10-10T00:33:36.820515] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:36.821377] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-10-10T00:33:36.821457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:36.821531] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:36.821599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:36.821730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:36.839177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:36.839830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:36.839937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:36.840006] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:36.874188] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:36.874381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:36.874426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:36.874460] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:36.877955] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-10-10T00:33:36.878253] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-10-10T00:33:36.878398] [INFO ] [sig       ] SKM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:37.019843] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SKM.txt
[2025-10-10T00:33:37.020147] [INFO ] [sig       ] [1271/1690] Completed SKM in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:37.020230] [INFO ] [sig       ] [1272/1690] Forecasting SKT...
[2025-10-10T00:33:37.020300] [INFO ] [sig       ] Generating forecast for: SKT
[2025-10-10T00:33:37.020371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-10-10T00:33:37.030412] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKT'.
[2025-10-10T00:33:37.030932] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-10-10T00:33:37.056963] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:37.057868] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-10-10T00:33:37.057968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:37.058055] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:37.058138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:37.058253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:37.075768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:37.076405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:37.076517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:37.076606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:37.114677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:37.114914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:37.114986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:37.115022] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:37.118833] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-10-10T00:33:37.119140] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-10-10T00:33:37.119297] [INFO ] [sig       ] SKT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:37.287171] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SKT.txt
[2025-10-10T00:33:37.287512] [INFO ] [sig       ] [1272/1690] Completed SKT in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:37.287592] [INFO ] [sig       ] [1273/1690] Forecasting SKY...
[2025-10-10T00:33:37.287698] [INFO ] [sig       ] Generating forecast for: SKY
[2025-10-10T00:33:37.287782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-10-10T00:33:37.296766] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKY'.
[2025-10-10T00:33:37.297125] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-10-10T00:33:37.326149] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:37.327154] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-10-10T00:33:37.327234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:37.327308] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:37.327392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:37.327524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:37.345540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:37.346232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:37.346345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:37.346431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:37.383965] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:37.384131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:37.384177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:37.384210] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:37.387807] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-10-10T00:33:37.388142] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-10-10T00:33:37.388301] [INFO ] [sig       ] SKY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:37.541007] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SKY.txt
[2025-10-10T00:33:37.541326] [INFO ] [sig       ] [1273/1690] Completed SKY in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:37.541408] [INFO ] [sig       ] [1274/1690] Forecasting SKYH...
[2025-10-10T00:33:37.541483] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-10-10T00:33:37.541596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-10-10T00:33:37.551272] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SKYH'.
[2025-10-10T00:33:37.551620] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-10-10T00:33:37.577991] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:37.578826] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-10-10T00:33:37.578906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:37.578979] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:37.579064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:37.579239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:37.597364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:37.598279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:37.598395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:37.598481] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:37.639885] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:37.640149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:37.640247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:37.640310] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:37.644877] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-10-10T00:33:37.645262] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-10-10T00:33:37.645455] [INFO ] [sig       ] SKYH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:37.795831] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SKYH.txt
[2025-10-10T00:33:37.796243] [INFO ] [sig       ] [1274/1690] Completed SKYH in 0.3s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:37.796324] [INFO ] [sig       ] [1275/1690] Forecasting SLB...
[2025-10-10T00:33:37.796408] [INFO ] [sig       ] Generating forecast for: SLB
[2025-10-10T00:33:37.796501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-10-10T00:33:37.807080] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLB'.
[2025-10-10T00:33:37.807477] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-10-10T00:33:37.833496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:37.834280] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-10-10T00:33:37.834358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:37.834430] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:37.834501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:37.834613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:37.851730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:37.852332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:37.852450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:37.852522] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:37.888982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:37.889195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:37.889241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:37.889275] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:37.892935] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-10-10T00:33:37.893259] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-10-10T00:33:37.893411] [INFO ] [sig       ] SLB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:38.036419] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SLB.txt
[2025-10-10T00:33:38.036764] [INFO ] [sig       ] [1275/1690] Completed SLB in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:38.036844] [INFO ] [sig       ] [1276/1690] Forecasting SLF...
[2025-10-10T00:33:38.036913] [INFO ] [sig       ] Generating forecast for: SLF
[2025-10-10T00:33:38.036983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-10-10T00:33:38.046207] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLF'.
[2025-10-10T00:33:38.046528] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-10-10T00:33:38.071629] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:38.072379] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-10-10T00:33:38.072457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:38.072529] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:38.072597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:38.072718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:38.089756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:38.090322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:38.090427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:38.090495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:38.127990] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:38.128111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:38.128153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:38.128186] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:38.131350] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-10-10T00:33:38.131635] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-10-10T00:33:38.131819] [INFO ] [sig       ] SLF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:38.275190] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SLF.txt
[2025-10-10T00:33:38.275482] [INFO ] [sig       ] [1276/1690] Completed SLF in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:38.275569] [INFO ] [sig       ] [1277/1690] Forecasting SLG...
[2025-10-10T00:33:38.275639] [INFO ] [sig       ] Generating forecast for: SLG
[2025-10-10T00:33:38.275733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-10-10T00:33:38.285389] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLG'.
[2025-10-10T00:33:38.285764] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-10-10T00:33:38.310990] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:38.311765] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-10-10T00:33:38.311843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:38.311914] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:38.311990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:38.312115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:38.329173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:38.329797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:38.329902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:38.329983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:38.365304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:38.365515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:38.365565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:38.365599] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:38.369312] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-10-10T00:33:38.369619] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-10-10T00:33:38.369834] [INFO ] [sig       ] SLG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:38.517667] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SLG.txt
[2025-10-10T00:33:38.518078] [INFO ] [sig       ] [1277/1690] Completed SLG in 0.2s | 4.05 sym/s | Total: 5.2m | ETA: 1.7m
[2025-10-10T00:33:38.518164] [INFO ] [sig       ] [1278/1690] Forecasting SLGN...
[2025-10-10T00:33:38.518245] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-10-10T00:33:38.518313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-10-10T00:33:38.528609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLGN'.
[2025-10-10T00:33:38.529028] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-10-10T00:33:38.554142] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:38.554937] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-10-10T00:33:38.555014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:38.555086] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:38.555154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:38.555253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:38.572457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:38.573108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:38.573216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:38.573284] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:38.608097] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:38.608234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:38.608278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:38.608311] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:38.611554] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-10-10T00:33:38.611875] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-10-10T00:33:38.612031] [INFO ] [sig       ] SLGN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:38.759505] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SLGN.txt
[2025-10-10T00:33:38.759897] [INFO ] [sig       ] [1278/1690] Completed SLGN in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:38.759978] [INFO ] [sig       ] [1279/1690] Forecasting SLQT...
[2025-10-10T00:33:38.760049] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-10-10T00:33:38.760139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-10-10T00:33:38.770563] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLQT'.
[2025-10-10T00:33:38.770966] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-10-10T00:33:38.797061] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:38.797891] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-10-10T00:33:38.797992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:38.798065] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:38.798134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:38.798292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:38.815779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:38.816441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:38.816546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:38.816629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:38.852358] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:38.852453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:38.852562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:38.852617] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:38.855714] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-10-10T00:33:38.856067] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-10-10T00:33:38.856221] [INFO ] [sig       ] SLQT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:38.999788] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SLQT.txt
[2025-10-10T00:33:39.000050] [INFO ] [sig       ] [1279/1690] Completed SLQT in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:39.000168] [INFO ] [sig       ] [1280/1690] Forecasting SLVM...
[2025-10-10T00:33:39.000237] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-10-10T00:33:39.000309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-10-10T00:33:39.010317] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SLVM'.
[2025-10-10T00:33:39.010773] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-10-10T00:33:39.036186] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:39.036979] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-10-10T00:33:39.037064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:39.037135] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:39.037203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:39.037303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:39.054403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:39.055028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:39.055134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:39.055203] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:39.090536] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:39.090725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:39.090788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:39.090824] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:39.094087] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-10-10T00:33:39.094373] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-10-10T00:33:39.094515] [INFO ] [sig       ] SLVM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:39.237312] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SLVM.txt
[2025-10-10T00:33:39.237589] [INFO ] [sig       ] [1280/1690] Completed SLVM in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:39.237719] [INFO ] [sig       ] [1281/1690] Forecasting SM...
[2025-10-10T00:33:39.237788] [INFO ] [sig       ] Generating forecast for: SM
[2025-10-10T00:33:39.237860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-10-10T00:33:39.246834] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SM'.
[2025-10-10T00:33:39.247134] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-10-10T00:33:39.272394] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:39.273218] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-10-10T00:33:39.273296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:39.273368] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:39.273455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:39.273554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:39.291014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:39.291705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:39.291817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:39.291886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:39.325926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:39.326063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:39.326106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:39.326140] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:39.329446] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-10-10T00:33:39.329806] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-10-10T00:33:39.329959] [INFO ] [sig       ] SM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:39.473612] [INFO ] [LOCAL     ] Saved forecast: SM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SM.txt
[2025-10-10T00:33:39.473957] [INFO ] [sig       ] [1281/1690] Completed SM in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:39.474037] [INFO ] [sig       ] [1282/1690] Forecasting SMBK...
[2025-10-10T00:33:39.474107] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-10-10T00:33:39.474178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-10-10T00:33:39.483052] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMBK'.
[2025-10-10T00:33:39.483376] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-10-10T00:33:39.508602] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:39.509397] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-10-10T00:33:39.509475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:39.509547] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:39.509614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:39.509734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:39.526842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:39.527452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:39.527563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:39.527633] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:39.561870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:39.562074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:39.562122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:39.562156] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:39.565700] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-10-10T00:33:39.565998] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-10-10T00:33:39.566145] [INFO ] [sig       ] SMBK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:39.713778] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMBK.txt
[2025-10-10T00:33:39.714167] [INFO ] [sig       ] [1282/1690] Completed SMBK in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:39.714247] [INFO ] [sig       ] [1283/1690] Forecasting SMC...
[2025-10-10T00:33:39.714315] [INFO ] [sig       ] Generating forecast for: SMC
[2025-10-10T00:33:39.714386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'.
[2025-10-10T00:33:39.723624] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMC'.
[2025-10-10T00:33:39.724003] [INFO ] [FORECASTER] Starting predict_future for SMC
[2025-10-10T00:33:39.750019] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:39.750855] [DEBUG] [LOCAL     ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt
[2025-10-10T00:33:39.750938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:39.751010] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:39.751077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:39.751185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:39.768470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:39.769172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:39.769302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:39.769374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:39.806006] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:39.806151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:39.806194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:39.806228] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:39.809577] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-10-10T00:33:39.809906] [INFO ] [FORECASTER] Completed predict_future for SMC
[2025-10-10T00:33:39.810057] [INFO ] [sig       ] SMC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:39.953713] [INFO ] [LOCAL     ] Saved forecast: SMC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SMC.txt
[2025-10-10T00:33:39.954063] [INFO ] [sig       ] [1283/1690] Completed SMC in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:39.954143] [INFO ] [sig       ] [1284/1690] Forecasting SMFG...
[2025-10-10T00:33:39.954213] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-10-10T00:33:39.954283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-10-10T00:33:39.963887] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMFG'.
[2025-10-10T00:33:39.964253] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-10-10T00:33:39.989314] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:39.990086] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-10-10T00:33:39.990163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:39.990233] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:39.990330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:39.990454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:40.007448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:40.008111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:40.008215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:40.008297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:40.039905] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:40.040005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:40.040046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:40.040079] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:40.043134] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-10-10T00:33:40.043405] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-10-10T00:33:40.043535] [INFO ] [sig       ] SMFG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:40.184564] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SMFG.txt
[2025-10-10T00:33:40.184869] [INFO ] [sig       ] [1284/1690] Completed SMFG in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:40.184978] [INFO ] [sig       ] [1285/1690] Forecasting SMG...
[2025-10-10T00:33:40.185051] [INFO ] [sig       ] Generating forecast for: SMG
[2025-10-10T00:33:40.185127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-10-10T00:33:40.194879] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMG'.
[2025-10-10T00:33:40.195271] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-10-10T00:33:40.220817] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:40.221605] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-10-10T00:33:40.221706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:40.221780] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:40.221848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:40.221948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:40.239320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:40.240035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:40.240143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:40.240212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:40.275523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:40.275731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:40.275796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:40.275831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:40.279319] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-10-10T00:33:40.279611] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-10-10T00:33:40.279794] [INFO ] [sig       ] SMG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:40.422879] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMG.txt
[2025-10-10T00:33:40.423254] [INFO ] [sig       ] [1285/1690] Completed SMG in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:40.423338] [INFO ] [sig       ] [1286/1690] Forecasting SMHI...
[2025-10-10T00:33:40.423409] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-10-10T00:33:40.423482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-10-10T00:33:40.432431] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMHI'.
[2025-10-10T00:33:40.432766] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-10-10T00:33:40.457984] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:40.458802] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-10-10T00:33:40.458880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:40.458951] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:40.459018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:40.459117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:40.476420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:40.477048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:40.477154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:40.477224] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:40.519093] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:40.519258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:40.519320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:40.519355] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:40.522868] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-10-10T00:33:40.523164] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-10-10T00:33:40.523316] [INFO ] [sig       ] SMHI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:40.670501] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMHI.txt
[2025-10-10T00:33:40.670954] [INFO ] [sig       ] [1286/1690] Completed SMHI in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:40.671036] [INFO ] [sig       ] [1287/1690] Forecasting SMP...
[2025-10-10T00:33:40.671107] [INFO ] [sig       ] Generating forecast for: SMP
[2025-10-10T00:33:40.671180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'.
[2025-10-10T00:33:40.682317] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMP'.
[2025-10-10T00:33:40.682727] [INFO ] [FORECASTER] Starting predict_future for SMP
[2025-10-10T00:33:40.708184] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:40.708975] [DEBUG] [LOCAL     ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt
[2025-10-10T00:33:40.709052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:40.709123] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:40.709191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:40.709288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:40.726616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:40.727231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:40.727353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:40.727425] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:40.768156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:40.768315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:40.768358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:40.768391] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:40.771919] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-10-10T00:33:40.772213] [INFO ] [FORECASTER] Completed predict_future for SMP
[2025-10-10T00:33:40.772359] [INFO ] [sig       ] SMP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:40.914615] [INFO ] [LOCAL     ] Saved forecast: SMP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMP.txt
[2025-10-10T00:33:40.914962] [INFO ] [sig       ] [1287/1690] Completed SMP in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:40.915043] [INFO ] [sig       ] [1288/1690] Forecasting SMR...
[2025-10-10T00:33:40.915113] [INFO ] [sig       ] Generating forecast for: SMR
[2025-10-10T00:33:40.915185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'.
[2025-10-10T00:33:40.926771] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMR'.
[2025-10-10T00:33:40.927370] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-10-10T00:33:40.953528] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:40.954435] [DEBUG] [LOCAL     ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt
[2025-10-10T00:33:40.954520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:40.954595] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:40.954693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:40.954812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:40.972746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:40.973798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:40.973920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:40.973989] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:41.014860] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:41.015024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:41.015069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:41.015101] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:41.018571] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-10-10T00:33:41.018965] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-10-10T00:33:41.019140] [INFO ] [sig       ] SMR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:41.161305] [INFO ] [LOCAL     ] Saved forecast: SMR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMR.txt
[2025-10-10T00:33:41.161704] [INFO ] [sig       ] [1288/1690] Completed SMR in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.7m
[2025-10-10T00:33:41.161788] [INFO ] [sig       ] [1289/1690] Forecasting SMRT...
[2025-10-10T00:33:41.161862] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-10-10T00:33:41.161934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-10-10T00:33:41.171863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMRT'.
[2025-10-10T00:33:41.172217] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-10-10T00:33:41.197534] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:41.198386] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-10-10T00:33:41.198467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:41.198542] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:41.198627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:41.198821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:41.215842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:41.216474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:41.216587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:41.216692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:41.260410] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:41.260577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:41.260621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:41.260688] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:41.264241] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-10-10T00:33:41.264544] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-10-10T00:33:41.264756] [INFO ] [sig       ] SMRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:41.407896] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMRT.txt
[2025-10-10T00:33:41.408330] [INFO ] [sig       ] [1289/1690] Completed SMRT in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:41.408411] [INFO ] [sig       ] [1290/1690] Forecasting SMWB...
[2025-10-10T00:33:41.408480] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-10-10T00:33:41.408554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-10-10T00:33:41.418616] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SMWB'.
[2025-10-10T00:33:41.418980] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-10-10T00:33:41.446803] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:41.447588] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-10-10T00:33:41.447693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:41.447769] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:41.447839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:41.447966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:41.465467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:41.466111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:41.466224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:41.466296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:41.506825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:41.506979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:41.507024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:41.507058] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:41.511075] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=46.20%)
[2025-10-10T00:33:41.511368] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-10-10T00:33:41.511518] [INFO ] [sig       ] SMWB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:41.670546] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SMWB.txt
[2025-10-10T00:33:41.671010] [INFO ] [sig       ] [1290/1690] Completed SMWB in 0.3s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:41.671090] [INFO ] [sig       ] [1291/1690] Forecasting SN...
[2025-10-10T00:33:41.671158] [INFO ] [sig       ] Generating forecast for: SN
[2025-10-10T00:33:41.671227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-10-10T00:33:41.681629] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SN'.
[2025-10-10T00:33:41.682121] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-10-10T00:33:41.709415] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:41.710261] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-10-10T00:33:41.710340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:41.710413] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:41.710478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:41.710579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:41.731752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:41.732582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:41.732748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:41.732823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:41.760932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:41.761079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:41.761125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:41.761160] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:41.765035] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-10-10T00:33:41.765463] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-10-10T00:33:41.765686] [INFO ] [sig       ] SN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:41.911978] [INFO ] [LOCAL     ] Saved forecast: SN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SN.txt
[2025-10-10T00:33:41.912351] [INFO ] [sig       ] [1291/1690] Completed SN in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:41.912431] [INFO ] [sig       ] [1292/1690] Forecasting SNA...
[2025-10-10T00:33:41.912498] [INFO ] [sig       ] Generating forecast for: SNA
[2025-10-10T00:33:41.912567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-10-10T00:33:41.922042] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNA'.
[2025-10-10T00:33:41.922392] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-10-10T00:33:41.953237] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:41.954127] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-10-10T00:33:41.954207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:41.954280] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:41.954361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:41.954473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:41.975271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:41.976122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:41.976239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:41.976322] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:42.007921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:42.008107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:42.008186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:42.008235] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:42.012145] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-10-10T00:33:42.012552] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-10-10T00:33:42.012750] [INFO ] [sig       ] SNA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:42.159915] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SNA.txt
[2025-10-10T00:33:42.160216] [INFO ] [sig       ] [1292/1690] Completed SNA in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:42.160296] [INFO ] [sig       ] [1293/1690] Forecasting SNAP...
[2025-10-10T00:33:42.160366] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-10-10T00:33:42.160434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-10-10T00:33:42.169099] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNAP'.
[2025-10-10T00:33:42.169426] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-10-10T00:33:42.195010] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:42.195765] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-10-10T00:33:42.195843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:42.195915] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:42.195985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:42.196083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:42.213875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:42.214458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:42.214563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:42.214665] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:42.251470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:42.251622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:42.251708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:42.251778] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:42.255334] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-10-10T00:33:42.255635] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-10-10T00:33:42.255861] [INFO ] [sig       ] SNAP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:42.401253] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SNAP.txt
[2025-10-10T00:33:42.401567] [INFO ] [sig       ] [1293/1690] Completed SNAP in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:42.401670] [INFO ] [sig       ] [1294/1690] Forecasting SNDA...
[2025-10-10T00:33:42.401741] [INFO ] [sig       ] Generating forecast for: SNDA
[2025-10-10T00:33:42.401813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'.
[2025-10-10T00:33:42.411705] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNDA'.
[2025-10-10T00:33:42.412199] [INFO ] [FORECASTER] Starting predict_future for SNDA
[2025-10-10T00:33:42.438444] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:42.439366] [DEBUG] [LOCAL     ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt
[2025-10-10T00:33:42.439447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:42.439520] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:42.439594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:42.439714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:42.457316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:42.458306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:42.458426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:42.458495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:42.493682] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:42.493831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:42.493876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:42.493910] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:42.497253] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-10-10T00:33:42.497555] [INFO ] [FORECASTER] Completed predict_future for SNDA
[2025-10-10T00:33:42.497733] [INFO ] [sig       ] SNDA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:42.646637] [INFO ] [LOCAL     ] Saved forecast: SNDA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SNDA.txt
[2025-10-10T00:33:42.646986] [INFO ] [sig       ] [1294/1690] Completed SNDA in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:42.647059] [INFO ] [sig       ] [1295/1690] Forecasting SNDR...
[2025-10-10T00:33:42.647123] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-10-10T00:33:42.647195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-10-10T00:33:42.656449] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNDR'.
[2025-10-10T00:33:42.656815] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-10-10T00:33:42.682107] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:42.682875] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-10-10T00:33:42.682952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:42.683023] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:42.683090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:42.683203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:42.701311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:42.701981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:42.702089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:42.702159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:42.736782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:42.736939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:42.736983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:42.737016] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:42.740373] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-10-10T00:33:42.740696] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-10-10T00:33:42.740854] [INFO ] [sig       ] SNDR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:42.883951] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SNDR.txt
[2025-10-10T00:33:42.884307] [INFO ] [sig       ] [1295/1690] Completed SNDR in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:42.884390] [INFO ] [sig       ] [1296/1690] Forecasting SNN...
[2025-10-10T00:33:42.884461] [INFO ] [sig       ] Generating forecast for: SNN
[2025-10-10T00:33:42.884531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-10-10T00:33:42.894204] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNN'.
[2025-10-10T00:33:42.894697] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-10-10T00:33:42.920714] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:42.921568] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-10-10T00:33:42.921695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:42.921775] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:42.921844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:42.921943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:42.939358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:42.940310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:42.940431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:42.940503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:42.985594] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:42.985878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:42.985941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:42.985978] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:42.990191] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-10-10T00:33:42.990591] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-10-10T00:33:42.990796] [INFO ] [sig       ] SNN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:43.133747] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SNN.txt
[2025-10-10T00:33:43.134169] [INFO ] [sig       ] [1296/1690] Completed SNN in 0.2s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:43.134250] [INFO ] [sig       ] [1297/1690] Forecasting SNOW...
[2025-10-10T00:33:43.134315] [INFO ] [sig       ] Generating forecast for: SNOW
[2025-10-10T00:33:43.134387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-10-10T00:33:43.144425] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNOW'.
[2025-10-10T00:33:43.144837] [INFO ] [FORECASTER] Starting predict_future for SNOW
[2025-10-10T00:33:43.170370] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:43.171210] [DEBUG] [LOCAL     ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt
[2025-10-10T00:33:43.171289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:43.171361] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:43.171429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:43.171528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:43.188769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:43.189361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:43.189468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:43.189537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:43.226612] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:43.226772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:43.226822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:43.226857] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:43.230178] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-10-10T00:33:43.230465] [INFO ] [FORECASTER] Completed predict_future for SNOW
[2025-10-10T00:33:43.230616] [INFO ] [sig       ] SNOW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:43.372056] [INFO ] [LOCAL     ] Saved forecast: SNOW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SNOW.txt
[2025-10-10T00:33:43.372394] [INFO ] [sig       ] [1297/1690] Completed SNOW in 0.2s | 4.06 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:43.372481] [INFO ] [sig       ] [1298/1690] Forecasting SNV...
[2025-10-10T00:33:43.372552] [INFO ] [sig       ] Generating forecast for: SNV
[2025-10-10T00:33:43.372624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-10-10T00:33:43.382117] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNV'.
[2025-10-10T00:33:43.382517] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-10-10T00:33:43.407772] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:43.408548] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-10-10T00:33:43.408634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:43.408742] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:43.408825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:43.408951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:43.425877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:43.426479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:43.426589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:43.426693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:43.467984] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:43.468116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:43.468158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:43.468192] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:43.471447] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-10-10T00:33:43.471785] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-10-10T00:33:43.471946] [INFO ] [sig       ] SNV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:43.612689] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SNV.txt
[2025-10-10T00:33:43.613008] [INFO ] [sig       ] [1298/1690] Completed SNV in 0.2s | 4.06 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:43.613109] [INFO ] [sig       ] [1299/1690] Forecasting SNX...
[2025-10-10T00:33:43.613158] [INFO ] [sig       ] Generating forecast for: SNX
[2025-10-10T00:33:43.613253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-10-10T00:33:43.622523] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SNX'.
[2025-10-10T00:33:43.622898] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-10-10T00:33:43.647963] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:43.648762] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-10-10T00:33:43.648839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:43.648910] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:43.649048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:43.649151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:43.666320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:43.666960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:43.667066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:43.667148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:43.704185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:43.704292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:43.704332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:43.704364] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:43.707487] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-10-10T00:33:43.707840] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-10-10T00:33:43.708022] [INFO ] [sig       ] SNX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:43.848782] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SNX.txt
[2025-10-10T00:33:43.849061] [INFO ] [sig       ] [1299/1690] Completed SNX in 0.2s | 4.06 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:43.849167] [INFO ] [sig       ] [1300/1690] Forecasting SO...
[2025-10-10T00:33:43.849244] [INFO ] [sig       ] Generating forecast for: SO
[2025-10-10T00:33:43.849337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-10-10T00:33:43.859937] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SO'.
[2025-10-10T00:33:43.860368] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-10-10T00:33:43.888988] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:43.890034] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-10-10T00:33:43.890119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:43.890194] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:43.890266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:43.890367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:43.911524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:43.912257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:43.912380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:43.912451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:43.955519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:43.955776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:43.955876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:43.955950] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:43.960793] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-10-10T00:33:43.961217] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-10-10T00:33:43.961382] [INFO ] [sig       ] SO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:44.144576] [INFO ] [LOCAL     ] Saved forecast: SO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SO.txt
[2025-10-10T00:33:44.145008] [INFO ] [sig       ] [1300/1690] Completed SO in 0.3s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:44.145104] [INFO ] [sig       ] [1301/1690] Forecasting SOBO...
[2025-10-10T00:33:44.145181] [INFO ] [sig       ] Generating forecast for: SOBO
[2025-10-10T00:33:44.145255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'.
[2025-10-10T00:33:44.155684] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOBO'.
[2025-10-10T00:33:44.156035] [INFO ] [FORECASTER] Starting predict_future for SOBO
[2025-10-10T00:33:44.185838] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:44.186927] [DEBUG] [LOCAL     ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt
[2025-10-10T00:33:44.187018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:44.187100] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:44.187171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:44.187287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:44.207286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:44.208125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:44.208245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:44.208317] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:44.248715] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:44.248919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:44.248967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:44.249001] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:44.252792] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-10-10T00:33:44.253100] [INFO ] [FORECASTER] Completed predict_future for SOBO
[2025-10-10T00:33:44.253248] [INFO ] [sig       ] SOBO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:44.427535] [INFO ] [LOCAL     ] Saved forecast: SOBO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SOBO.txt
[2025-10-10T00:33:44.427955] [INFO ] [sig       ] [1301/1690] Completed SOBO in 0.3s | 4.05 sym/s | Total: 5.3m | ETA: 1.6m
[2025-10-10T00:33:44.428031] [INFO ] [sig       ] [1302/1690] Forecasting SOC...
[2025-10-10T00:33:44.428100] [INFO ] [sig       ] Generating forecast for: SOC
[2025-10-10T00:33:44.428174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'.
[2025-10-10T00:33:44.438180] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOC'.
[2025-10-10T00:33:44.438578] [INFO ] [FORECASTER] Starting predict_future for SOC
[2025-10-10T00:33:44.464020] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:44.464813] [DEBUG] [LOCAL     ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt
[2025-10-10T00:33:44.464893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:44.464966] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:44.465036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:44.465168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:44.482187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:44.482801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:44.482907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:44.482977] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:44.518240] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:44.518374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:44.518432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:44.518468] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:44.521788] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-10-10T00:33:44.522070] [INFO ] [FORECASTER] Completed predict_future for SOC
[2025-10-10T00:33:44.522213] [INFO ] [sig       ] SOC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:44.663478] [INFO ] [LOCAL     ] Saved forecast: SOC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SOC.txt
[2025-10-10T00:33:44.663828] [INFO ] [sig       ] [1302/1690] Completed SOC in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:44.663914] [INFO ] [sig       ] [1303/1690] Forecasting SOJC...
[2025-10-10T00:33:44.663985] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-10-10T00:33:44.664057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-10-10T00:33:44.673698] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'SOJC'.
[2025-10-10T00:33:44.674086] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-10-10T00:33:44.701298] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:44.702140] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-10-10T00:33:44.702220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:44.702293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:44.702362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:44.702463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:44.721599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:44.722229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:44.722339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:44.722410] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:44.757593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:44.757731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:44.757789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:44.757824] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:44.761154] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-10-10T00:33:44.761440] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-10-10T00:33:44.761592] [INFO ] [sig       ] SOJC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:44.913046] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SOJC.txt
[2025-10-10T00:33:44.913346] [INFO ] [sig       ] [1303/1690] Completed SOJC in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:44.913455] [INFO ] [sig       ] [1304/1690] Forecasting SOJD...
[2025-10-10T00:33:44.913520] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-10-10T00:33:44.913587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-10-10T00:33:44.922844] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOJD'.
[2025-10-10T00:33:44.923174] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-10-10T00:33:44.950560] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:44.951576] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-10-10T00:33:44.951696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:44.951772] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:44.951842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:44.951942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:44.970203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:44.970990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:44.971103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:44.971173] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:45.010811] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:45.011058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:45.011144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:45.011217] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:45.015497] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-10-10T00:33:45.015904] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-10-10T00:33:45.016106] [INFO ] [sig       ] SOJD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:45.167080] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SOJD.txt
[2025-10-10T00:33:45.167493] [INFO ] [sig       ] [1304/1690] Completed SOJD in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:45.167581] [INFO ] [sig       ] [1305/1690] Forecasting SOJE...
[2025-10-10T00:33:45.167680] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-10-10T00:33:45.167757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-10-10T00:33:45.179357] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOJE'.
[2025-10-10T00:33:45.179817] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-10-10T00:33:45.207308] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:45.208280] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-10-10T00:33:45.208361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:45.208436] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:45.208506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:45.208605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:45.226970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:45.228001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:45.228114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:45.228185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:45.267209] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:45.267442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:45.267511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:45.267549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:45.271379] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=53.92%)
[2025-10-10T00:33:45.271707] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-10-10T00:33:45.271873] [INFO ] [sig       ] SOJE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:45.418010] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SOJE.txt
[2025-10-10T00:33:45.418323] [INFO ] [sig       ] [1305/1690] Completed SOJE in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:45.418424] [INFO ] [sig       ] [1306/1690] Forecasting SOL...
[2025-10-10T00:33:45.418491] [INFO ] [sig       ] Generating forecast for: SOL
[2025-10-10T00:33:45.418564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-10-10T00:33:45.429026] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOL'.
[2025-10-10T00:33:45.429426] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-10-10T00:33:45.454820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:45.455623] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-10-10T00:33:45.455723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:45.455795] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:45.455877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:45.456004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:45.473235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:45.473889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:45.473994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:45.474077] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:45.506636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:45.506766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:45.506809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:45.506842] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:45.509975] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-10-10T00:33:45.510250] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-10-10T00:33:45.510383] [INFO ] [sig       ] SOL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:45.651728] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SOL.txt
[2025-10-10T00:33:45.652012] [INFO ] [sig       ] [1306/1690] Completed SOL in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:45.652181] [INFO ] [sig       ] [1307/1690] Forecasting SOLV...
[2025-10-10T00:33:45.652253] [INFO ] [sig       ] Generating forecast for: SOLV
[2025-10-10T00:33:45.652326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'.
[2025-10-10T00:33:45.662274] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOLV'.
[2025-10-10T00:33:45.662689] [INFO ] [FORECASTER] Starting predict_future for SOLV
[2025-10-10T00:33:45.688447] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:45.689281] [DEBUG] [LOCAL     ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt
[2025-10-10T00:33:45.689359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:45.689431] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:45.689500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:45.689599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:45.707202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:45.707844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:45.707994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:45.708068] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:45.744967] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:45.745214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:45.745282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:45.745373] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:45.749237] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-10-10T00:33:45.749566] [INFO ] [FORECASTER] Completed predict_future for SOLV
[2025-10-10T00:33:45.749758] [INFO ] [sig       ] SOLV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:45.907544] [INFO ] [LOCAL     ] Saved forecast: SOLV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SOLV.txt
[2025-10-10T00:33:45.907960] [INFO ] [sig       ] [1307/1690] Completed SOLV in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:45.908043] [INFO ] [sig       ] [1308/1690] Forecasting SON...
[2025-10-10T00:33:45.908123] [INFO ] [sig       ] Generating forecast for: SON
[2025-10-10T00:33:45.908206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-10-10T00:33:45.918913] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SON'.
[2025-10-10T00:33:45.919232] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-10-10T00:33:45.946741] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:45.947565] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-10-10T00:33:45.947668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:45.947733] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:45.947798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:45.947898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:45.966437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:45.967161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:45.967272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:45.967342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:46.005506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:46.005626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:46.005710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:46.005764] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:46.009124] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-10-10T00:33:46.009440] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-10-10T00:33:46.009594] [INFO ] [sig       ] SON: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:46.162490] [INFO ] [LOCAL     ] Saved forecast: SON	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SON.txt
[2025-10-10T00:33:46.162829] [INFO ] [sig       ] [1308/1690] Completed SON in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:46.162932] [INFO ] [sig       ] [1309/1690] Forecasting SONY...
[2025-10-10T00:33:46.162978] [INFO ] [sig       ] Generating forecast for: SONY
[2025-10-10T00:33:46.163026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-10-10T00:33:46.173533] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SONY'.
[2025-10-10T00:33:46.174003] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-10-10T00:33:46.207411] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:46.208343] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-10-10T00:33:46.208432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:46.208516] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:46.208587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:46.208745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:46.226920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:46.227837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:46.227979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:46.228052] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:46.268317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:46.268550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:46.268600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:46.268635] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:46.272302] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2025-10-10T00:33:46.272609] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-10-10T00:33:46.272814] [INFO ] [sig       ] SONY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:46.430437] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SONY.txt
[2025-10-10T00:33:46.430847] [INFO ] [sig       ] [1309/1690] Completed SONY in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:46.430931] [INFO ] [sig       ] [1310/1690] Forecasting SOR...
[2025-10-10T00:33:46.431000] [INFO ] [sig       ] Generating forecast for: SOR
[2025-10-10T00:33:46.431084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-10-10T00:33:46.440353] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SOR'.
[2025-10-10T00:33:46.440785] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-10-10T00:33:46.467508] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:46.468465] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-10-10T00:33:46.468548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:46.468624] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:46.468724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:46.468900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:46.486718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:46.487571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:46.487717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:46.487805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:46.532217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:46.532444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:46.532521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:46.532564] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:46.536455] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-10-10T00:33:46.536879] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-10-10T00:33:46.537047] [INFO ] [sig       ] SOR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:46.710564] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SOR.txt
[2025-10-10T00:33:46.710937] [INFO ] [sig       ] [1310/1690] Completed SOR in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:46.711024] [INFO ] [sig       ] [1311/1690] Forecasting SOS...
[2025-10-10T00:33:46.711095] [INFO ] [sig       ] Generating forecast for: SOS
[2025-10-10T00:33:46.711168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-10-10T00:33:46.721244] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'SOS'.
[2025-10-10T00:33:46.721733] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-10-10T00:33:46.747266] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:46.748138] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-10-10T00:33:46.748216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:46.748287] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:46.748354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:46.748453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:46.765403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:46.766046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:46.766152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:46.766221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:46.800306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:46.800486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:46.800531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:46.800563] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:46.804015] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-10-10T00:33:46.804308] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-10-10T00:33:46.804447] [INFO ] [sig       ] SOS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:46.947836] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SOS.txt
[2025-10-10T00:33:46.948215] [INFO ] [sig       ] [1311/1690] Completed SOS in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:46.948288] [INFO ] [sig       ] [1312/1690] Forecasting SPB...
[2025-10-10T00:33:46.948354] [INFO ] [sig       ] Generating forecast for: SPB
[2025-10-10T00:33:46.948425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-10-10T00:33:46.958555] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPB'.
[2025-10-10T00:33:46.959010] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-10-10T00:33:46.988804] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:46.989626] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-10-10T00:33:46.989739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:46.989817] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:46.989904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:46.990005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:47.009939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:47.010815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:47.010964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:47.011041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:47.052416] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:47.052637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:47.052742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:47.052783] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:47.056577] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-10-10T00:33:47.056975] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-10-10T00:33:47.057141] [INFO ] [sig       ] SPB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:47.208916] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPB.txt
[2025-10-10T00:33:47.209252] [INFO ] [sig       ] [1312/1690] Completed SPB in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:47.209355] [INFO ] [sig       ] [1313/1690] Forecasting SPCE...
[2025-10-10T00:33:47.209428] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-10-10T00:33:47.209499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-10-10T00:33:47.219095] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPCE'.
[2025-10-10T00:33:47.219435] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-10-10T00:33:47.245821] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:47.246618] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-10-10T00:33:47.246723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:47.246810] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:47.246908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:47.247026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:47.264613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:47.265371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:47.265481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:47.265566] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:47.303180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:47.303351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:47.303398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:47.303433] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:47.307010] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-10-10T00:33:47.307327] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-10-10T00:33:47.307511] [INFO ] [sig       ] SPCE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:47.451350] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPCE.txt
[2025-10-10T00:33:47.451672] [INFO ] [sig       ] [1313/1690] Completed SPCE in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.6m
[2025-10-10T00:33:47.451757] [INFO ] [sig       ] [1314/1690] Forecasting SPE...
[2025-10-10T00:33:47.451827] [INFO ] [sig       ] Generating forecast for: SPE
[2025-10-10T00:33:47.451897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-10-10T00:33:47.461971] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'SPE'.
[2025-10-10T00:33:47.462389] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-10-10T00:33:47.488373] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:47.489195] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-10-10T00:33:47.489274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:47.489345] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:47.489411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:47.489508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:47.507183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:47.507926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:47.508038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:47.508107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:47.540406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:47.540562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:47.540606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:47.540688] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:47.544171] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-10-10T00:33:47.544475] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-10-10T00:33:47.544631] [INFO ] [sig       ] SPE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:47.691401] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPE.txt
[2025-10-10T00:33:47.691806] [INFO ] [sig       ] [1314/1690] Completed SPE in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:47.691888] [INFO ] [sig       ] [1315/1690] Forecasting SPG...
[2025-10-10T00:33:47.691958] [INFO ] [sig       ] Generating forecast for: SPG
[2025-10-10T00:33:47.692030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-10-10T00:33:47.701521] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPG'.
[2025-10-10T00:33:47.701942] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-10-10T00:33:47.727868] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:47.728801] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-10-10T00:33:47.728878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:47.728950] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:47.729018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:47.729117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:47.746459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:47.747109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:47.747216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:47.747288] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:47.784699] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:47.784842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:47.784885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:47.784917] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:47.788252] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-10-10T00:33:47.788551] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-10-10T00:33:47.788727] [INFO ] [sig       ] SPG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:47.932450] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPG.txt
[2025-10-10T00:33:47.932780] [INFO ] [sig       ] [1315/1690] Completed SPG in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:47.932863] [INFO ] [sig       ] [1316/1690] Forecasting SPGI...
[2025-10-10T00:33:47.932931] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-10-10T00:33:47.933001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-10-10T00:33:47.943095] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPGI'.
[2025-10-10T00:33:47.943577] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-10-10T00:33:47.969085] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:47.969904] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-10-10T00:33:47.969982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:47.970054] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:47.970123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:47.970221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:47.987236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:47.987868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:47.987997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:47.988067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:48.026728] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:48.026913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:48.026959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:48.026993] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:48.030463] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-10-10T00:33:48.030804] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-10-10T00:33:48.030986] [INFO ] [sig       ] SPGI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:48.179777] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPGI.txt
[2025-10-10T00:33:48.180147] [INFO ] [sig       ] [1316/1690] Completed SPGI in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:48.180227] [INFO ] [sig       ] [1317/1690] Forecasting SPH...
[2025-10-10T00:33:48.180297] [INFO ] [sig       ] Generating forecast for: SPH
[2025-10-10T00:33:48.180367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-10-10T00:33:48.191272] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPH'.
[2025-10-10T00:33:48.191690] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-10-10T00:33:48.217914] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:48.218705] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-10-10T00:33:48.218789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:48.218865] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:48.218937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:48.219040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:48.236854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:48.237480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:48.237592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:48.237690] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:48.274635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:48.274780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:48.274826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:48.274860] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:48.278221] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-10-10T00:33:48.278520] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-10-10T00:33:48.278698] [INFO ] [sig       ] SPH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:48.421593] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPH.txt
[2025-10-10T00:33:48.421933] [INFO ] [sig       ] [1317/1690] Completed SPH in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:48.422013] [INFO ] [sig       ] [1318/1690] Forecasting SPHR...
[2025-10-10T00:33:48.422084] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-10-10T00:33:48.422154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-10-10T00:33:48.431403] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPHR'.
[2025-10-10T00:33:48.431767] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-10-10T00:33:48.456923] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:48.457737] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-10-10T00:33:48.457818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:48.457890] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:48.457987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:48.458085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:48.475843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:48.476511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:48.476625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:48.476718] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:48.514700] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:48.514807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:48.514848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:48.514880] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:48.517958] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-10-10T00:33:48.518247] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-10-10T00:33:48.518391] [INFO ] [sig       ] SPHR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:48.661676] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPHR.txt
[2025-10-10T00:33:48.661932] [INFO ] [sig       ] [1318/1690] Completed SPHR in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:48.662028] [INFO ] [sig       ] [1319/1690] Forecasting SPIR...
[2025-10-10T00:33:48.662100] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-10-10T00:33:48.662172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-10-10T00:33:48.671377] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPIR'.
[2025-10-10T00:33:48.671743] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-10-10T00:33:48.697191] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:48.698026] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-10-10T00:33:48.698106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:48.698192] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:48.698274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:48.698399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:48.715983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:48.716598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:48.716729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:48.716816] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:48.754291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:48.754429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:48.754473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:48.754507] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:48.757819] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-10-10T00:33:48.758161] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-10-10T00:33:48.758328] [INFO ] [sig       ] SPIR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:48.901475] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPIR.txt
[2025-10-10T00:33:48.901854] [INFO ] [sig       ] [1319/1690] Completed SPIR in 0.2s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:48.901946] [INFO ] [sig       ] [1320/1690] Forecasting SPMC...
[2025-10-10T00:33:48.902014] [INFO ] [sig       ] Generating forecast for: SPMC
[2025-10-10T00:33:48.902084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'.
[2025-10-10T00:33:48.912609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPMC'.
[2025-10-10T00:33:48.913069] [INFO ] [FORECASTER] Starting predict_future for SPMC
[2025-10-10T00:33:48.939356] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:48.940317] [DEBUG] [LOCAL     ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt
[2025-10-10T00:33:48.940401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:48.940475] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:48.940551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:48.940687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:48.958621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:48.959583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:48.959732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:48.959813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:48.993998] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:48.994203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:48.994283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:48.994358] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:48.999239] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-10-10T00:33:48.999563] [INFO ] [FORECASTER] Completed predict_future for SPMC
[2025-10-10T00:33:48.999753] [INFO ] [sig       ] SPMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:49.200418] [INFO ] [LOCAL     ] Saved forecast: SPMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPMC.txt
[2025-10-10T00:33:49.200848] [INFO ] [sig       ] [1320/1690] Completed SPMC in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:49.200941] [INFO ] [sig       ] [1321/1690] Forecasting SPNT...
[2025-10-10T00:33:49.201037] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-10-10T00:33:49.201131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-10-10T00:33:49.211451] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPNT'.
[2025-10-10T00:33:49.211978] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-10-10T00:33:49.240090] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:49.241138] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-10-10T00:33:49.241243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:49.241346] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:49.241445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:49.241598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:49.262743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:49.263812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:49.263950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:49.264056] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:49.299281] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:49.299484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:49.299538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:49.299594] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:49.303775] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=53.69%)
[2025-10-10T00:33:49.304115] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-10-10T00:33:49.304269] [INFO ] [sig       ] SPNT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:49.541178] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPNT.txt
[2025-10-10T00:33:49.541768] [INFO ] [sig       ] [1321/1690] Completed SPNT in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:49.541888] [INFO ] [sig       ] [1322/1690] Forecasting SPOT...
[2025-10-10T00:33:49.541983] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-10-10T00:33:49.542078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-10-10T00:33:49.555632] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPOT'.
[2025-10-10T00:33:49.557459] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-10-10T00:33:49.597198] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:49.598526] [DEBUG] [LOCAL     ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt
[2025-10-10T00:33:49.598667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:49.598751] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:49.598826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:49.598953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:49.619591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:49.621019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:49.621207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:49.621294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:49.677210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:49.677483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:49.677566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:49.677627] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:49.683677] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-10-10T00:33:49.684283] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-10-10T00:33:49.684522] [INFO ] [sig       ] SPOT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:49.917165] [INFO ] [LOCAL     ] Saved forecast: SPOT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPOT.txt
[2025-10-10T00:33:49.917667] [INFO ] [sig       ] [1322/1690] Completed SPOT in 0.4s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:49.917775] [INFO ] [sig       ] [1323/1690] Forecasting SPR...
[2025-10-10T00:33:49.917860] [INFO ] [sig       ] Generating forecast for: SPR
[2025-10-10T00:33:49.917980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-10-10T00:33:49.929394] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPR'.
[2025-10-10T00:33:49.929934] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-10-10T00:33:49.969315] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:49.970737] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-10-10T00:33:49.970848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:49.970957] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:49.971062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:49.971202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:50.000591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:50.001964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:50.002121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:50.002226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:50.052236] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:50.052499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:50.052575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:50.052632] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:50.058290] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-10-10T00:33:50.058812] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-10-10T00:33:50.059039] [INFO ] [sig       ] SPR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:50.228770] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPR.txt
[2025-10-10T00:33:50.229331] [INFO ] [sig       ] [1323/1690] Completed SPR in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:50.229431] [INFO ] [sig       ] [1324/1690] Forecasting SPRU...
[2025-10-10T00:33:50.229514] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-10-10T00:33:50.229598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-10-10T00:33:50.239804] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPRU'.
[2025-10-10T00:33:50.240248] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-10-10T00:33:50.266122] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:50.266996] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-10-10T00:33:50.267079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:50.267177] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:50.267269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:50.267400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:50.286047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:50.287124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:50.287257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:50.287346] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:50.327786] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:50.328041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:50.328104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:50.328143] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:50.332467] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-10-10T00:33:50.332865] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-10-10T00:33:50.333045] [INFO ] [sig       ] SPRU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:50.480584] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPRU.txt
[2025-10-10T00:33:50.480895] [INFO ] [sig       ] [1324/1690] Completed SPRU in 0.3s | 4.05 sym/s | Total: 5.4m | ETA: 1.5m
[2025-10-10T00:33:50.480976] [INFO ] [sig       ] [1325/1690] Forecasting SPXC...
[2025-10-10T00:33:50.481046] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-10-10T00:33:50.481116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-10-10T00:33:50.492319] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPXC'.
[2025-10-10T00:33:50.493068] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-10-10T00:33:50.522003] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:50.523001] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-10-10T00:33:50.523088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:50.523183] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:50.523270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:50.523400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:50.541868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:50.542766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:50.542910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:50.542989] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:50.590114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:50.590444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:50.590510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:50.590579] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:50.595216] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-10-10T00:33:50.595604] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-10-10T00:33:50.595855] [INFO ] [sig       ] SPXC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:50.756938] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SPXC.txt
[2025-10-10T00:33:50.757471] [INFO ] [sig       ] [1325/1690] Completed SPXC in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:50.757562] [INFO ] [sig       ] [1326/1690] Forecasting SPXX...
[2025-10-10T00:33:50.757661] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-10-10T00:33:50.757756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-10-10T00:33:50.770256] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SPXX'.
[2025-10-10T00:33:50.770907] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-10-10T00:33:50.799372] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:50.800350] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-10-10T00:33:50.800436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:50.800515] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:50.800710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:50.800826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:50.819956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:50.821112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:50.821243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:50.821319] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:50.867256] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:50.867483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:50.867529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:50.867564] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:50.871404] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-10-10T00:33:50.871799] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-10-10T00:33:50.871970] [INFO ] [sig       ] SPXX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:51.021705] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SPXX.txt
[2025-10-10T00:33:51.022263] [INFO ] [sig       ] [1326/1690] Completed SPXX in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:51.022363] [INFO ] [sig       ] [1327/1690] Forecasting SQM...
[2025-10-10T00:33:51.022438] [INFO ] [sig       ] Generating forecast for: SQM
[2025-10-10T00:33:51.022534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-10-10T00:33:51.033789] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SQM'.
[2025-10-10T00:33:51.034426] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-10-10T00:33:51.063682] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:51.064848] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-10-10T00:33:51.064941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:51.065019] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:51.065109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:51.065326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:51.084592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:51.085838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:51.085991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:51.086084] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:51.135146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:51.135456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:51.135511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:51.135549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:51.140185] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-10-10T00:33:51.140680] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-10-10T00:33:51.141033] [INFO ] [sig       ] SQM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:51.302296] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SQM.txt
[2025-10-10T00:33:51.302844] [INFO ] [sig       ] [1327/1690] Completed SQM in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:51.302936] [INFO ] [sig       ] [1328/1690] Forecasting SQNS...
[2025-10-10T00:33:51.303012] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-10-10T00:33:51.303093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-10-10T00:33:51.313682] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SQNS'.
[2025-10-10T00:33:51.314241] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-10-10T00:33:51.341780] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:51.342778] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-10-10T00:33:51.342868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:51.342946] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:51.343046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:51.343237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:51.363584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:51.364683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:51.364819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:51.364909] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:51.414476] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:51.414801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:51.414875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:51.414940] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:51.419360] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-10-10T00:33:51.419796] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-10-10T00:33:51.420026] [INFO ] [sig       ] SQNS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:51.582881] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SQNS.txt
[2025-10-10T00:33:51.583382] [INFO ] [sig       ] [1328/1690] Completed SQNS in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:51.583476] [INFO ] [sig       ] [1329/1690] Forecasting SR...
[2025-10-10T00:33:51.583561] [INFO ] [sig       ] Generating forecast for: SR
[2025-10-10T00:33:51.583663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-10-10T00:33:51.594199] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SR'.
[2025-10-10T00:33:51.594607] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-10-10T00:33:51.622901] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:51.623920] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-10-10T00:33:51.624004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:51.624083] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:51.624156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:51.624261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:51.642951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:51.643698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:51.643855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:51.643934] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:51.691121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:51.691448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:51.691520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:51.691592] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:51.695947] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-10-10T00:33:51.696287] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-10-10T00:33:51.696465] [INFO ] [sig       ] SR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:51.868271] [INFO ] [LOCAL     ] Saved forecast: SR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SR.txt
[2025-10-10T00:33:51.868749] [INFO ] [sig       ] [1329/1690] Completed SR in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:51.868835] [INFO ] [sig       ] [1330/1690] Forecasting SRE...
[2025-10-10T00:33:51.868907] [INFO ] [sig       ] Generating forecast for: SRE
[2025-10-10T00:33:51.868981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-10-10T00:33:51.882057] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SRE'.
[2025-10-10T00:33:51.882684] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-10-10T00:33:51.919610] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:51.920497] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-10-10T00:33:51.920576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:51.920675] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:51.920747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:51.920845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:51.938312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:51.939223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:51.939339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:51.939410] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:51.981906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:51.982043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:51.982085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:51.982117] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:51.985256] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-10-10T00:33:51.985540] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-10-10T00:33:51.985712] [INFO ] [sig       ] SRE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:52.127249] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SRE.txt
[2025-10-10T00:33:52.127554] [INFO ] [sig       ] [1330/1690] Completed SRE in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:52.127634] [INFO ] [sig       ] [1331/1690] Forecasting SREA...
[2025-10-10T00:33:52.127720] [INFO ] [sig       ] Generating forecast for: SREA
[2025-10-10T00:33:52.127788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-10-10T00:33:52.137212] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SREA'.
[2025-10-10T00:33:52.137494] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-10-10T00:33:52.163007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:52.163758] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-10-10T00:33:52.163836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:52.163908] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:52.163979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:52.164075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:52.181100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:52.181708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:52.181818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:52.181890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:52.224931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:52.225062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:52.225105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:52.225138] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:52.228444] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-10-10T00:33:52.228776] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-10-10T00:33:52.228944] [INFO ] [sig       ] SREA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:52.370391] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SREA.txt
[2025-10-10T00:33:52.370723] [INFO ] [sig       ] [1331/1690] Completed SREA in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:52.370804] [INFO ] [sig       ] [1332/1690] Forecasting SRFM...
[2025-10-10T00:33:52.370874] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-10-10T00:33:52.370944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-10-10T00:33:52.381910] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SRFM'.
[2025-10-10T00:33:52.382436] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-10-10T00:33:52.410670] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:52.411714] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-10-10T00:33:52.411802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:52.411902] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:52.411995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:52.412116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:52.431502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:52.432280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:52.432407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:52.432499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:52.484076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:52.484464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:52.484533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:52.484570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:52.489194] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-10-10T00:33:52.489564] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-10-10T00:33:52.489766] [INFO ] [sig       ] SRFM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:52.743540] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SRFM.txt
[2025-10-10T00:33:52.743937] [INFO ] [sig       ] [1332/1690] Completed SRFM in 0.4s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:52.744019] [INFO ] [sig       ] [1333/1690] Forecasting SRG...
[2025-10-10T00:33:52.744089] [INFO ] [sig       ] Generating forecast for: SRG
[2025-10-10T00:33:52.744174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-10-10T00:33:52.755208] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SRG'.
[2025-10-10T00:33:52.755592] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-10-10T00:33:52.780835] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:52.781540] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-10-10T00:33:52.781618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:52.781711] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:52.781778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:52.781879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:52.799055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:52.799638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:52.799767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:52.799841] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:52.836182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:52.836291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:52.836332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:52.836364] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:52.839511] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-10-10T00:33:52.839846] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-10-10T00:33:52.840016] [INFO ] [sig       ] SRG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:52.984861] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SRG.txt
[2025-10-10T00:33:52.985184] [INFO ] [sig       ] [1333/1690] Completed SRG in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:52.985265] [INFO ] [sig       ] [1334/1690] Forecasting SRI...
[2025-10-10T00:33:52.985329] [INFO ] [sig       ] Generating forecast for: SRI
[2025-10-10T00:33:52.985401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-10-10T00:33:52.994500] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SRI'.
[2025-10-10T00:33:52.994812] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-10-10T00:33:53.019708] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:53.020421] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-10-10T00:33:53.020501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:53.020546] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:53.020610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:53.020734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:53.037618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:53.038245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:53.038350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:53.038421] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:53.073357] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:53.073459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:53.073500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:53.073533] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:53.076622] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-10-10T00:33:53.076924] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-10-10T00:33:53.077067] [INFO ] [sig       ] SRI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:53.218477] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SRI.txt
[2025-10-10T00:33:53.218756] [INFO ] [sig       ] [1334/1690] Completed SRI in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:53.218856] [INFO ] [sig       ] [1335/1690] Forecasting SRV...
[2025-10-10T00:33:53.218934] [INFO ] [sig       ] Generating forecast for: SRV
[2025-10-10T00:33:53.219003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-10-10T00:33:53.228050] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SRV'.
[2025-10-10T00:33:53.228334] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-10-10T00:33:53.253266] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:53.254052] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-10-10T00:33:53.254129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:53.254207] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:53.254274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:53.254374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:53.271506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:53.272105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:53.272211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:53.272279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:53.305937] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:53.306055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:53.306096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:53.306147] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:53.313120] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-10-10T00:33:53.313565] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-10-10T00:33:53.313745] [INFO ] [sig       ] SRV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:53.456297] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SRV.txt
[2025-10-10T00:33:53.456577] [INFO ] [sig       ] [1335/1690] Completed SRV in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:53.456678] [INFO ] [sig       ] [1336/1690] Forecasting SSB...
[2025-10-10T00:33:53.456750] [INFO ] [sig       ] Generating forecast for: SSB
[2025-10-10T00:33:53.456820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-10-10T00:33:53.466156] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SSB'.
[2025-10-10T00:33:53.466446] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-10-10T00:33:53.491958] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:53.492745] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-10-10T00:33:53.492822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:53.492893] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:53.492960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:53.493057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:53.510279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:53.510950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:53.511055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:53.511123] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:53.545869] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:53.545980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:53.546021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:53.546054] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:53.549213] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-10-10T00:33:53.549489] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-10-10T00:33:53.549630] [INFO ] [sig       ] SSB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:53.692861] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SSB.txt
[2025-10-10T00:33:53.693177] [INFO ] [sig       ] [1336/1690] Completed SSB in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:53.693255] [INFO ] [sig       ] [1337/1690] Forecasting SSD...
[2025-10-10T00:33:53.693324] [INFO ] [sig       ] Generating forecast for: SSD
[2025-10-10T00:33:53.693394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-10-10T00:33:53.703313] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SSD'.
[2025-10-10T00:33:53.703697] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-10-10T00:33:53.729076] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:53.729842] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-10-10T00:33:53.729920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:53.729990] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:53.730069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:53.730182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:53.747092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:53.747722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:53.747826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:53.747933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:53.779596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:53.779720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:53.779776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:53.779811] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:53.782885] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-10-10T00:33:53.783156] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-10-10T00:33:53.783285] [INFO ] [sig       ] SSD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:53.924304] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SSD.txt
[2025-10-10T00:33:53.924722] [INFO ] [sig       ] [1337/1690] Completed SSD in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.5m
[2025-10-10T00:33:53.924806] [INFO ] [sig       ] [1338/1690] Forecasting SSL...
[2025-10-10T00:33:53.924889] [INFO ] [sig       ] Generating forecast for: SSL
[2025-10-10T00:33:53.924964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-10-10T00:33:53.934310] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SSL'.
[2025-10-10T00:33:53.934736] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-10-10T00:33:53.967072] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:53.968370] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-10-10T00:33:53.968471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:53.968561] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:53.968675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:53.968808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:53.992277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:53.993426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:53.993546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:53.993616] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:54.029594] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:54.029849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:54.029909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:54.029945] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:54.033765] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-10-10T00:33:54.034116] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-10-10T00:33:54.034272] [INFO ] [sig       ] SSL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:54.182321] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SSL.txt
[2025-10-10T00:33:54.182627] [INFO ] [sig       ] [1338/1690] Completed SSL in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:54.182728] [INFO ] [sig       ] [1339/1690] Forecasting SST...
[2025-10-10T00:33:54.182797] [INFO ] [sig       ] Generating forecast for: SST
[2025-10-10T00:33:54.182866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-10-10T00:33:54.191836] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SST'.
[2025-10-10T00:33:54.192132] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-10-10T00:33:54.217458] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:54.218268] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-10-10T00:33:54.218346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:54.218416] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:54.218484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:54.218581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:54.235764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:54.236336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:54.236442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:54.236510] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:54.271579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:54.271765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:54.271823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:54.271858] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:54.275223] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-10-10T00:33:54.275512] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-10-10T00:33:54.275678] [INFO ] [sig       ] SST: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:54.424244] [INFO ] [LOCAL     ] Saved forecast: SST	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SST.txt
[2025-10-10T00:33:54.424567] [INFO ] [sig       ] [1339/1690] Completed SST in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:54.424671] [INFO ] [sig       ] [1340/1690] Forecasting SSTK...
[2025-10-10T00:33:54.424733] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-10-10T00:33:54.424797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-10-10T00:33:54.436009] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SSTK'.
[2025-10-10T00:33:54.436473] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-10-10T00:33:54.463913] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:54.464788] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-10-10T00:33:54.464868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:54.464956] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:54.465040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:54.465165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:54.483001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:54.483769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:54.483885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:54.483972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:54.520354] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:54.520487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:54.520531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:54.520566] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:54.523992] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-10-10T00:33:54.524291] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-10-10T00:33:54.524435] [INFO ] [sig       ] SSTK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:54.668367] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SSTK.txt
[2025-10-10T00:33:54.668691] [INFO ] [sig       ] [1340/1690] Completed SSTK in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:54.668778] [INFO ] [sig       ] [1341/1690] Forecasting ST...
[2025-10-10T00:33:54.668936] [INFO ] [sig       ] Generating forecast for: ST
[2025-10-10T00:33:54.669031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-10-10T00:33:54.678296] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ST'.
[2025-10-10T00:33:54.678695] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-10-10T00:33:54.705093] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:54.706047] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-10-10T00:33:54.706128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:54.706215] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:54.706297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:54.706429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:54.725212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:54.725933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:54.726053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:54.726137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:54.759049] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:54.759207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:54.759255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:54.759290] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:54.762863] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=63.13%)
[2025-10-10T00:33:54.763158] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-10-10T00:33:54.763300] [INFO ] [sig       ] ST: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:54.910520] [INFO ] [LOCAL     ] Saved forecast: ST	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ST.txt
[2025-10-10T00:33:54.910880] [INFO ] [sig       ] [1341/1690] Completed ST in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:54.910978] [INFO ] [sig       ] [1342/1690] Forecasting STAG...
[2025-10-10T00:33:54.911063] [INFO ] [sig       ] Generating forecast for: STAG
[2025-10-10T00:33:54.911146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-10-10T00:33:54.920271] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STAG'.
[2025-10-10T00:33:54.920590] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-10-10T00:33:54.946163] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:54.946939] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-10-10T00:33:54.947017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:54.947088] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:54.947155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:54.947250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:54.965901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:54.966968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:54.967090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:54.967159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:55.002030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:55.002203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:55.002248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:55.002301] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:55.005928] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-10-10T00:33:55.006218] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-10-10T00:33:55.006357] [INFO ] [sig       ] STAG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:55.150276] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STAG.txt
[2025-10-10T00:33:55.150580] [INFO ] [sig       ] [1342/1690] Completed STAG in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:55.150683] [INFO ] [sig       ] [1343/1690] Forecasting STC...
[2025-10-10T00:33:55.150753] [INFO ] [sig       ] Generating forecast for: STC
[2025-10-10T00:33:55.150822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-10-10T00:33:55.159481] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STC'.
[2025-10-10T00:33:55.159863] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-10-10T00:33:55.185313] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:55.186111] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-10-10T00:33:55.186207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:55.186306] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:55.186403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:55.186551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:55.203693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:55.204314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:55.204437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:55.204537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:55.249034] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:55.249196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:55.249277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:55.249336] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:55.254049] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-10-10T00:33:55.254413] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-10-10T00:33:55.254603] [INFO ] [sig       ] STC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:55.400992] [INFO ] [LOCAL     ] Saved forecast: STC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STC.txt
[2025-10-10T00:33:55.401292] [INFO ] [sig       ] [1343/1690] Completed STC in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:55.401375] [INFO ] [sig       ] [1344/1690] Forecasting STE...
[2025-10-10T00:33:55.401457] [INFO ] [sig       ] Generating forecast for: STE
[2025-10-10T00:33:55.401542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-10-10T00:33:55.412548] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STE'.
[2025-10-10T00:33:55.412902] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-10-10T00:33:55.440965] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:55.441817] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-10-10T00:33:55.441897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:55.441983] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:55.442070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:55.442199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:55.461278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:55.462033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:55.462151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:55.462237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:55.496614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:55.496745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:55.496794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:55.496831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:55.500112] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-10-10T00:33:55.500398] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-10-10T00:33:55.500531] [INFO ] [sig       ] STE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:55.651913] [INFO ] [LOCAL     ] Saved forecast: STE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STE.txt
[2025-10-10T00:33:55.652230] [INFO ] [sig       ] [1344/1690] Completed STE in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:55.652311] [INFO ] [sig       ] [1345/1690] Forecasting STEL...
[2025-10-10T00:33:55.652381] [INFO ] [sig       ] Generating forecast for: STEL
[2025-10-10T00:33:55.652465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-10-10T00:33:55.661959] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STEL'.
[2025-10-10T00:33:55.662340] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-10-10T00:33:55.688547] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:55.689394] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-10-10T00:33:55.689492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:55.689569] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:55.689662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:55.689770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:55.708817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:55.709588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:55.709729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:55.709801] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:55.747005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:55.747185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:55.747260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:55.747314] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:55.751026] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-10-10T00:33:55.751336] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-10-10T00:33:55.751491] [INFO ] [sig       ] STEL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:55.897281] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STEL.txt
[2025-10-10T00:33:55.897611] [INFO ] [sig       ] [1345/1690] Completed STEL in 0.2s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:55.897713] [INFO ] [sig       ] [1346/1690] Forecasting STEM...
[2025-10-10T00:33:55.897785] [INFO ] [sig       ] Generating forecast for: STEM
[2025-10-10T00:33:55.897857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-10-10T00:33:55.907634] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STEM'.
[2025-10-10T00:33:55.908069] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-10-10T00:33:55.934852] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:55.935671] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-10-10T00:33:55.935751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:55.935839] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:55.935933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:55.936088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:55.954122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:55.954813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:55.954930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:55.955016] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:55.992599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:55.992802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:55.992854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:55.992890] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:55.996509] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=18.47%)
[2025-10-10T00:33:55.996845] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-10-10T00:33:55.996997] [INFO ] [sig       ] STEM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:56.151337] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STEM.txt
[2025-10-10T00:33:56.151614] [INFO ] [sig       ] [1346/1690] Completed STEM in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:56.151719] [INFO ] [sig       ] [1347/1690] Forecasting STEW...
[2025-10-10T00:33:56.151788] [INFO ] [sig       ] Generating forecast for: STEW
[2025-10-10T00:33:56.151863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-10-10T00:33:56.161566] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STEW'.
[2025-10-10T00:33:56.162041] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-10-10T00:33:56.187503] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:56.188298] [DEBUG] [LOCAL     ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt
[2025-10-10T00:33:56.188378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:56.188447] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:56.188515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:56.188610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:56.205942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:56.206537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:56.206664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:56.206737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:56.247374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:56.248134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:56.248220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:56.248287] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:56.252997] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-10-10T00:33:56.253363] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-10-10T00:33:56.253530] [INFO ] [sig       ] STEW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:56.404083] [INFO ] [LOCAL     ] Saved forecast: STEW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STEW.txt
[2025-10-10T00:33:56.404409] [INFO ] [sig       ] [1347/1690] Completed STEW in 0.3s | 4.05 sym/s | Total: 5.5m | ETA: 1.4m
[2025-10-10T00:33:56.404501] [INFO ] [sig       ] [1348/1690] Forecasting STK...
[2025-10-10T00:33:56.404571] [INFO ] [sig       ] Generating forecast for: STK
[2025-10-10T00:33:56.404639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-10-10T00:33:56.415523] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STK'.
[2025-10-10T00:33:56.415905] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-10-10T00:33:56.442548] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:56.443335] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-10-10T00:33:56.443414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:56.443488] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:56.443553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:56.443683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:56.462226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:56.462917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:56.463028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:56.463098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:56.490021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:56.490245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:56.490297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:56.490333] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:56.494530] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-10-10T00:33:56.494895] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-10-10T00:33:56.495081] [INFO ] [sig       ] STK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:56.669547] [INFO ] [LOCAL     ] Saved forecast: STK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STK.txt
[2025-10-10T00:33:56.669880] [INFO ] [sig       ] [1348/1690] Completed STK in 0.3s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:56.669973] [INFO ] [sig       ] [1349/1690] Forecasting STLA...
[2025-10-10T00:33:56.670022] [INFO ] [sig       ] Generating forecast for: STLA
[2025-10-10T00:33:56.670091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-10-10T00:33:56.681546] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STLA'.
[2025-10-10T00:33:56.682000] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-10-10T00:33:56.707766] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:56.708512] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-10-10T00:33:56.708591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:56.708685] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:56.708755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:56.708857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:56.726460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:56.727085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:56.727191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:56.727259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:56.764374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:56.764498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:56.764539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:56.764571] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:56.767965] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-10-10T00:33:56.768264] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-10-10T00:33:56.768407] [INFO ] [sig       ] STLA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:56.912054] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STLA.txt
[2025-10-10T00:33:56.912343] [INFO ] [sig       ] [1349/1690] Completed STLA in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:56.912456] [INFO ] [sig       ] [1350/1690] Forecasting STM...
[2025-10-10T00:33:56.912510] [INFO ] [sig       ] Generating forecast for: STM
[2025-10-10T00:33:56.912565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-10-10T00:33:56.922604] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STM'.
[2025-10-10T00:33:56.922990] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-10-10T00:33:56.948746] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:56.949500] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-10-10T00:33:56.949577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:56.949671] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:56.949743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:56.949845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:56.967125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:56.967725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:56.967830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:56.967898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:57.006193] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:57.006320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:57.006379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:57.006414] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:57.009682] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-10-10T00:33:57.010032] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-10-10T00:33:57.010192] [INFO ] [sig       ] STM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:57.156243] [INFO ] [LOCAL     ] Saved forecast: STM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STM.txt
[2025-10-10T00:33:57.156555] [INFO ] [sig       ] [1350/1690] Completed STM in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:57.156693] [INFO ] [sig       ] [1351/1690] Forecasting STN...
[2025-10-10T00:33:57.156771] [INFO ] [sig       ] Generating forecast for: STN
[2025-10-10T00:33:57.156843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-10-10T00:33:57.168001] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STN'.
[2025-10-10T00:33:57.168356] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-10-10T00:33:57.194165] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:57.194980] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-10-10T00:33:57.195059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:57.195132] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:57.195202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:57.195300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:57.214045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:57.214670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:57.214779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:57.214851] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:57.255067] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:57.255165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:57.255207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:57.255240] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:57.258476] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-10-10T00:33:57.258810] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-10-10T00:33:57.258995] [INFO ] [sig       ] STN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:57.414706] [INFO ] [LOCAL     ] Saved forecast: STN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STN.txt
[2025-10-10T00:33:57.414960] [INFO ] [sig       ] [1351/1690] Completed STN in 0.3s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:57.415043] [INFO ] [sig       ] [1352/1690] Forecasting STNG...
[2025-10-10T00:33:57.415130] [INFO ] [sig       ] Generating forecast for: STNG
[2025-10-10T00:33:57.415202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-10-10T00:33:57.424583] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STNG'.
[2025-10-10T00:33:57.424952] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-10-10T00:33:57.450603] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:57.451345] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-10-10T00:33:57.451423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:57.451494] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:57.451563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:57.451681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:57.469123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:57.469723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:57.469828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:57.469898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:57.507108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:57.507212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:57.507252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:57.507284] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:57.510465] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-10-10T00:33:57.510791] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-10-10T00:33:57.510947] [INFO ] [sig       ] STNG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:57.656538] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STNG.txt
[2025-10-10T00:33:57.656860] [INFO ] [sig       ] [1352/1690] Completed STNG in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:57.656946] [INFO ] [sig       ] [1353/1690] Forecasting STRV...
[2025-10-10T00:33:57.657017] [INFO ] [sig       ] Generating forecast for: STRV
[2025-10-10T00:33:57.657090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-10-10T00:33:57.666628] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STRV'.
[2025-10-10T00:33:57.666949] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-10-10T00:33:57.692733] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:57.693473] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-10-10T00:33:57.693552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:57.693629] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:57.693727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:57.693838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:57.711584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:57.712205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:57.712308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:57.712374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:57.747246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:57.747374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:57.747415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:57.747447] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:57.750756] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-10-10T00:33:57.751070] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-10-10T00:33:57.751207] [INFO ] [sig       ] STRV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:57.892987] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STRV.txt
[2025-10-10T00:33:57.893258] [INFO ] [sig       ] [1353/1690] Completed STRV in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:57.893357] [INFO ] [sig       ] [1354/1690] Forecasting STT...
[2025-10-10T00:33:57.893407] [INFO ] [sig       ] Generating forecast for: STT
[2025-10-10T00:33:57.893472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-10-10T00:33:57.902545] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STT'.
[2025-10-10T00:33:57.902868] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-10-10T00:33:57.927957] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:57.928749] [DEBUG] [LOCAL     ] No optimal features file found for STT: ./output/feature-sets/STT.txt
[2025-10-10T00:33:57.928829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:57.928911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:57.928995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:57.929102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:57.946501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:57.947120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:57.947225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:57.947296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:57.987254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:57.987364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:57.987404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:57.987437] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:57.990608] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-10-10T00:33:57.990915] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-10-10T00:33:57.991063] [INFO ] [sig       ] STT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:58.133786] [INFO ] [LOCAL     ] Saved forecast: STT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STT.txt
[2025-10-10T00:33:58.134150] [INFO ] [sig       ] [1354/1690] Completed STT in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:58.134241] [INFO ] [sig       ] [1355/1690] Forecasting STVN...
[2025-10-10T00:33:58.134311] [INFO ] [sig       ] Generating forecast for: STVN
[2025-10-10T00:33:58.134381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-10-10T00:33:58.144359] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STVN'.
[2025-10-10T00:33:58.144744] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-10-10T00:33:58.171365] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:58.172249] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-10-10T00:33:58.172329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:58.172404] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:58.172474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:58.172576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:58.190330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:58.191180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:58.191292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:58.191362] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:58.226459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:58.226695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:58.226766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:58.226803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:58.230412] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-10-10T00:33:58.230745] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-10-10T00:33:58.230899] [INFO ] [sig       ] STVN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:58.379066] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STVN.txt
[2025-10-10T00:33:58.379365] [INFO ] [sig       ] [1355/1690] Completed STVN in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:58.379446] [INFO ] [sig       ] [1356/1690] Forecasting STWD...
[2025-10-10T00:33:58.379515] [INFO ] [sig       ] Generating forecast for: STWD
[2025-10-10T00:33:58.379587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-10-10T00:33:58.389282] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STWD'.
[2025-10-10T00:33:58.389585] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-10-10T00:33:58.414939] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:58.415702] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-10-10T00:33:58.415780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:58.415850] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:58.415917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:58.416014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:58.433262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:58.433942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:58.434068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:58.434139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:58.469541] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:58.469710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:58.469774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:58.469826] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:58.473166] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-10-10T00:33:58.473448] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-10-10T00:33:58.473583] [INFO ] [sig       ] STWD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:58.617199] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STWD.txt
[2025-10-10T00:33:58.617493] [INFO ] [sig       ] [1356/1690] Completed STWD in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:58.617568] [INFO ] [sig       ] [1357/1690] Forecasting STXD...
[2025-10-10T00:33:58.617610] [INFO ] [sig       ] Generating forecast for: STXD
[2025-10-10T00:33:58.617696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'.
[2025-10-10T00:33:58.626011] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'STXD'.
[2025-10-10T00:33:58.626289] [INFO ] [FORECASTER] Starting predict_future for STXD
[2025-10-10T00:33:58.651499] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:58.652308] [DEBUG] [LOCAL     ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt
[2025-10-10T00:33:58.652385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:58.652457] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:58.652524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:58.652622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:58.670314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:58.670951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:58.671058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:58.671127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:58.707972] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:58.708070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:58.708109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:58.708142] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:58.711195] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-10-10T00:33:58.711467] [INFO ] [FORECASTER] Completed predict_future for STXD
[2025-10-10T00:33:58.711599] [INFO ] [sig       ] STXD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:58.855244] [INFO ] [LOCAL     ] Saved forecast: STXD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STXD.txt
[2025-10-10T00:33:58.855516] [INFO ] [sig       ] [1357/1690] Completed STXD in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:58.855617] [INFO ] [sig       ] [1358/1690] Forecasting STXE...
[2025-10-10T00:33:58.855714] [INFO ] [sig       ] Generating forecast for: STXE
[2025-10-10T00:33:58.855784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-10-10T00:33:58.864367] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'STXE'.
[2025-10-10T00:33:58.864692] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-10-10T00:33:58.889889] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:58.890598] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-10-10T00:33:58.890697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:58.890770] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:58.890837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:58.890934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:58.908214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:58.908850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:58.908954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:58.909029] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:58.948207] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:58.948327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:58.948366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:58.948398] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:58.951582] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-10-10T00:33:58.951895] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-10-10T00:33:58.952042] [INFO ] [sig       ] STXE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:59.100011] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STXE.txt
[2025-10-10T00:33:59.100265] [INFO ] [sig       ] [1358/1690] Completed STXE in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:59.100372] [INFO ] [sig       ] [1359/1690] Forecasting STXG...
[2025-10-10T00:33:59.100451] [INFO ] [sig       ] Generating forecast for: STXG
[2025-10-10T00:33:59.100524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-10-10T00:33:59.110032] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'STXG'.
[2025-10-10T00:33:59.110309] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-10-10T00:33:59.136129] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:59.136907] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-10-10T00:33:59.136996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:59.137082] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:59.137150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:59.137247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:59.155127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:59.155764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:59.155872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:59.155938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:59.191634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:59.191877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:59.191928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:59.191963] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:59.195791] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-10-10T00:33:59.196094] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-10-10T00:33:59.196239] [INFO ] [sig       ] STXG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:33:59.351056] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/STXG.txt
[2025-10-10T00:33:59.351339] [INFO ] [sig       ] [1359/1690] Completed STXG in 0.3s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:59.351437] [INFO ] [sig       ] [1360/1690] Forecasting STXK...
[2025-10-10T00:33:59.351498] [INFO ] [sig       ] Generating forecast for: STXK
[2025-10-10T00:33:59.351562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-10-10T00:33:59.360455] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'STXK'.
[2025-10-10T00:33:59.360834] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-10-10T00:33:59.386496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:59.387293] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-10-10T00:33:59.387371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:59.387441] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:59.387509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:59.387608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:59.405093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:59.405697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:59.405802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:59.405871] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:59.444545] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:59.444778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:59.444852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:59.444900] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:59.448837] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-10-10T00:33:59.449150] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-10-10T00:33:59.449309] [INFO ] [sig       ] STXK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:59.590679] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STXK.txt
[2025-10-10T00:33:59.590968] [INFO ] [sig       ] [1360/1690] Completed STXK in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:59.591067] [INFO ] [sig       ] [1361/1690] Forecasting STXT...
[2025-10-10T00:33:59.591137] [INFO ] [sig       ] Generating forecast for: STXT
[2025-10-10T00:33:59.591208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-10-10T00:33:59.600174] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'STXT'.
[2025-10-10T00:33:59.600462] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-10-10T00:33:59.625831] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:59.626541] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-10-10T00:33:59.626619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:59.626719] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:59.626765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:59.626856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:59.643883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:59.644461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:59.644566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:59.644661] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:59.680142] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:59.680257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:59.680306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:59.680339] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:59.683439] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-10-10T00:33:59.683755] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-10-10T00:33:59.683910] [INFO ] [sig       ] STXT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:33:59.826287] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STXT.txt
[2025-10-10T00:33:59.826519] [INFO ] [sig       ] [1361/1690] Completed STXT in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:33:59.826605] [INFO ] [sig       ] [1362/1690] Forecasting STXV...
[2025-10-10T00:33:59.826696] [INFO ] [sig       ] Generating forecast for: STXV
[2025-10-10T00:33:59.826799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-10-10T00:33:59.835151] [DEBUG] [REMOTE    ] Successfully parsed 1803 rows of historical data for symbol 'STXV'.
[2025-10-10T00:33:59.835427] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-10-10T00:33:59.860545] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:33:59.861277] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-10-10T00:33:59.861354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:33:59.861425] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:33:59.861493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:33:59.861590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:33:59.878810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:33:59.879379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:33:59.879481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:33:59.879550] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:33:59.914903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:33:59.915028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:33:59.915070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:33:59.915102] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:33:59.918284] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-10-10T00:33:59.918565] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-10-10T00:33:59.918739] [INFO ] [sig       ] STXV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:00.061341] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STXV.txt
[2025-10-10T00:34:00.061686] [INFO ] [sig       ] [1362/1690] Completed STXV in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.4m
[2025-10-10T00:34:00.061758] [INFO ] [sig       ] [1363/1690] Forecasting STZ...
[2025-10-10T00:34:00.061797] [INFO ] [sig       ] Generating forecast for: STZ
[2025-10-10T00:34:00.061860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-10-10T00:34:00.071339] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'STZ'.
[2025-10-10T00:34:00.071631] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-10-10T00:34:00.096753] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:00.097518] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-10-10T00:34:00.097596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:00.097669] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:00.097729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:00.097824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:00.114874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:00.115447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:00.115549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:00.115597] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:00.151719] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:00.151820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:00.151859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:00.151909] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:00.155008] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-10-10T00:34:00.155279] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-10-10T00:34:00.155415] [INFO ] [sig       ] STZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:00.298266] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/STZ.txt
[2025-10-10T00:34:00.298524] [INFO ] [sig       ] [1363/1690] Completed STZ in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:00.298624] [INFO ] [sig       ] [1364/1690] Forecasting SU...
[2025-10-10T00:34:00.298722] [INFO ] [sig       ] Generating forecast for: SU
[2025-10-10T00:34:00.298793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-10-10T00:34:00.307404] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SU'.
[2025-10-10T00:34:00.307705] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-10-10T00:34:00.333910] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:00.334755] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-10-10T00:34:00.334834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:00.334920] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:00.334996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:00.335110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:00.352872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:00.353487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:00.353595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:00.353702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:00.388716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:00.388814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:00.388855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:00.388887] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:00.391948] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-10-10T00:34:00.392222] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-10-10T00:34:00.392363] [INFO ] [sig       ] SU: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:00.538517] [INFO ] [LOCAL     ] Saved forecast: SU	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SU.txt
[2025-10-10T00:34:00.538843] [INFO ] [sig       ] [1364/1690] Completed SU in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:00.538924] [INFO ] [sig       ] [1365/1690] Forecasting SUI...
[2025-10-10T00:34:00.538989] [INFO ] [sig       ] Generating forecast for: SUI
[2025-10-10T00:34:00.539093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-10-10T00:34:00.548244] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SUI'.
[2025-10-10T00:34:00.548579] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-10-10T00:34:00.574124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:00.574917] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-10-10T00:34:00.575000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:00.575084] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:00.575169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:00.575294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:00.593324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:00.594052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:00.594163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:00.594248] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:00.629164] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:00.629312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:00.629356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:00.629389] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:00.632712] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-10-10T00:34:00.633002] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-10-10T00:34:00.633140] [INFO ] [sig       ] SUI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:00.773819] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SUI.txt
[2025-10-10T00:34:00.774124] [INFO ] [sig       ] [1365/1690] Completed SUI in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:00.774219] [INFO ] [sig       ] [1366/1690] Forecasting SUN...
[2025-10-10T00:34:00.774289] [INFO ] [sig       ] Generating forecast for: SUN
[2025-10-10T00:34:00.774361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-10-10T00:34:00.783422] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SUN'.
[2025-10-10T00:34:00.783758] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-10-10T00:34:00.808752] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:00.809466] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-10-10T00:34:00.809543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:00.809614] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:00.809703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:00.809802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:00.826891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:00.827505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:00.827612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:00.827702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:00.864274] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:00.864416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:00.864458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:00.864492] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:00.867787] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-10-10T00:34:00.868104] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-10-10T00:34:00.868253] [INFO ] [sig       ] SUN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:01.009146] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SUN.txt
[2025-10-10T00:34:01.009498] [INFO ] [sig       ] [1366/1690] Completed SUN in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:01.009579] [INFO ] [sig       ] [1367/1690] Forecasting SUPV...
[2025-10-10T00:34:01.009673] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-10-10T00:34:01.009745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-10-10T00:34:01.019178] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SUPV'.
[2025-10-10T00:34:01.019498] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-10-10T00:34:01.044355] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:01.045216] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-10-10T00:34:01.045293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:01.045364] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:01.045431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:01.045530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:01.063519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:01.064445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:01.064560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:01.064631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:01.098505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:01.098615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:01.098688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:01.098744] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:01.101958] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-10-10T00:34:01.102238] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-10-10T00:34:01.102372] [INFO ] [sig       ] SUPV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:01.246983] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SUPV.txt
[2025-10-10T00:34:01.247321] [INFO ] [sig       ] [1367/1690] Completed SUPV in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:01.247400] [INFO ] [sig       ] [1368/1690] Forecasting SUZ...
[2025-10-10T00:34:01.247470] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-10-10T00:34:01.247540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-10-10T00:34:01.256824] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SUZ'.
[2025-10-10T00:34:01.257215] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-10-10T00:34:01.284423] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:01.285307] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-10-10T00:34:01.285387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:01.285461] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:01.285534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:01.285632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:01.303562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:01.304638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:01.304790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:01.304861] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:01.339890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:01.340106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:01.340156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:01.340190] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:01.344013] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-10-10T00:34:01.344332] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-10-10T00:34:01.344482] [INFO ] [sig       ] SUZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:01.497149] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SUZ.txt
[2025-10-10T00:34:01.497450] [INFO ] [sig       ] [1368/1690] Completed SUZ in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:01.497522] [INFO ] [sig       ] [1369/1690] Forecasting SVV...
[2025-10-10T00:34:01.497594] [INFO ] [sig       ] Generating forecast for: SVV
[2025-10-10T00:34:01.497692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-10-10T00:34:01.506806] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SVV'.
[2025-10-10T00:34:01.507108] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-10-10T00:34:01.533401] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:01.534303] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-10-10T00:34:01.534383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:01.534456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:01.534524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:01.534623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:01.552889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:01.553521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:01.553632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:01.553726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:01.592400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:01.592551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:01.592593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:01.592633] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:01.596375] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-10-10T00:34:01.596687] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-10-10T00:34:01.596851] [INFO ] [sig       ] SVV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:01.744027] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SVV.txt
[2025-10-10T00:34:01.744328] [INFO ] [sig       ] [1369/1690] Completed SVV in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:01.744449] [INFO ] [sig       ] [1370/1690] Forecasting SW...
[2025-10-10T00:34:01.744527] [INFO ] [sig       ] Generating forecast for: SW
[2025-10-10T00:34:01.744618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'.
[2025-10-10T00:34:01.754095] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SW'.
[2025-10-10T00:34:01.754496] [INFO ] [FORECASTER] Starting predict_future for SW
[2025-10-10T00:34:01.779759] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:01.780575] [DEBUG] [LOCAL     ] No optimal features file found for SW: ./output/feature-sets/SW.txt
[2025-10-10T00:34:01.780677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:01.780765] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:01.780835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:01.780996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:01.798074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:01.798736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:01.798847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:01.798931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:01.835377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:01.835534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:01.835578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:01.835611] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:01.839071] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-10-10T00:34:01.839361] [INFO ] [FORECASTER] Completed predict_future for SW
[2025-10-10T00:34:01.839511] [INFO ] [sig       ] SW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:01.980639] [INFO ] [LOCAL     ] Saved forecast: SW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SW.txt
[2025-10-10T00:34:01.980961] [INFO ] [sig       ] [1370/1690] Completed SW in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:01.981065] [INFO ] [sig       ] [1371/1690] Forecasting SWK...
[2025-10-10T00:34:01.981137] [INFO ] [sig       ] Generating forecast for: SWK
[2025-10-10T00:34:01.981210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-10-10T00:34:01.992526] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SWK'.
[2025-10-10T00:34:01.993019] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-10-10T00:34:02.019888] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:02.020807] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-10-10T00:34:02.020890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:02.020963] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:02.021037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:02.021138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:02.039016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:02.039949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:02.040065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:02.040135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:02.076699] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:02.076853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:02.076898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:02.076931] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:02.080339] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-10-10T00:34:02.080729] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-10-10T00:34:02.080889] [INFO ] [sig       ] SWK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:02.225510] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SWK.txt
[2025-10-10T00:34:02.225942] [INFO ] [sig       ] [1371/1690] Completed SWK in 0.2s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:02.226033] [INFO ] [sig       ] [1372/1690] Forecasting SWX...
[2025-10-10T00:34:02.226106] [INFO ] [sig       ] Generating forecast for: SWX
[2025-10-10T00:34:02.226176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-10-10T00:34:02.235546] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SWX'.
[2025-10-10T00:34:02.235950] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-10-10T00:34:02.263110] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:02.264108] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-10-10T00:34:02.264190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:02.264263] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:02.264333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:02.264433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:02.282448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:02.283137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:02.283266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:02.283337] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:02.324321] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:02.324584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:02.324666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:02.324735] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:02.328821] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-10-10T00:34:02.329193] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-10-10T00:34:02.329349] [INFO ] [sig       ] SWX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:02.482421] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SWX.txt
[2025-10-10T00:34:02.482794] [INFO ] [sig       ] [1372/1690] Completed SWX in 0.3s | 4.05 sym/s | Total: 5.6m | ETA: 1.3m
[2025-10-10T00:34:02.482879] [INFO ] [sig       ] [1373/1690] Forecasting SWZ...
[2025-10-10T00:34:02.482951] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-10-10T00:34:02.483028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-10-10T00:34:02.491938] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SWZ'.
[2025-10-10T00:34:02.492257] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-10-10T00:34:02.519243] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:02.520077] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-10-10T00:34:02.520159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:02.520234] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:02.520306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:02.520408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:02.538731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:02.539362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:02.539475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:02.539548] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:02.575971] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:02.576109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:02.576152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:02.576185] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:02.579478] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-10-10T00:34:02.579809] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-10-10T00:34:02.579967] [INFO ] [sig       ] SWZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:02.729739] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SWZ.txt
[2025-10-10T00:34:02.730072] [INFO ] [sig       ] [1373/1690] Completed SWZ in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:02.730155] [INFO ] [sig       ] [1374/1690] Forecasting SXC...
[2025-10-10T00:34:02.730232] [INFO ] [sig       ] Generating forecast for: SXC
[2025-10-10T00:34:02.730304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-10-10T00:34:02.740281] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SXC'.
[2025-10-10T00:34:02.740755] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-10-10T00:34:02.767020] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:02.767885] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-10-10T00:34:02.768012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:02.768092] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:02.768166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:02.768268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:02.785616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:02.786267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:02.786382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:02.786453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:02.828830] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:02.829057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:02.829112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:02.829147] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:02.833032] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-10-10T00:34:02.833398] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-10-10T00:34:02.833561] [INFO ] [sig       ] SXC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:02.977608] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SXC.txt
[2025-10-10T00:34:02.978101] [INFO ] [sig       ] [1374/1690] Completed SXC in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:02.978387] [INFO ] [sig       ] [1375/1690] Forecasting SXI...
[2025-10-10T00:34:02.978464] [INFO ] [sig       ] Generating forecast for: SXI
[2025-10-10T00:34:02.978543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-10-10T00:34:02.988814] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SXI'.
[2025-10-10T00:34:02.989119] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-10-10T00:34:03.015233] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:03.016109] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-10-10T00:34:03.016191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:03.016267] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:03.016339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:03.016440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:03.033916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:03.034509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:03.034619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:03.034711] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:03.079922] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:03.080154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:03.080220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:03.080259] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:03.083944] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-10-10T00:34:03.084280] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-10-10T00:34:03.084440] [INFO ] [sig       ] SXI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:03.235670] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SXI.txt
[2025-10-10T00:34:03.235955] [INFO ] [sig       ] [1375/1690] Completed SXI in 0.3s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:03.236057] [INFO ] [sig       ] [1376/1690] Forecasting SXT...
[2025-10-10T00:34:03.236116] [INFO ] [sig       ] Generating forecast for: SXT
[2025-10-10T00:34:03.236215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-10-10T00:34:03.245702] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SXT'.
[2025-10-10T00:34:03.245991] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-10-10T00:34:03.271981] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:03.272757] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-10-10T00:34:03.272839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:03.272915] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:03.272987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:03.273093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:03.290565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:03.291161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:03.291267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:03.291336] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:03.331914] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:03.332079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:03.332146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:03.332198] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:03.335776] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-10-10T00:34:03.336097] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-10-10T00:34:03.336268] [INFO ] [sig       ] SXT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:03.491569] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SXT.txt
[2025-10-10T00:34:03.491876] [INFO ] [sig       ] [1376/1690] Completed SXT in 0.3s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:03.491974] [INFO ] [sig       ] [1377/1690] Forecasting SYF...
[2025-10-10T00:34:03.492053] [INFO ] [sig       ] Generating forecast for: SYF
[2025-10-10T00:34:03.492138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-10-10T00:34:03.501608] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SYF'.
[2025-10-10T00:34:03.501998] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-10-10T00:34:03.527205] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:03.528007] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-10-10T00:34:03.528087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:03.528161] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:03.528231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:03.528331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:03.545432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:03.546047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:03.546156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:03.546227] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:03.586279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:03.586371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:03.586412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:03.586443] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:03.589508] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2025-10-10T00:34:03.589830] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-10-10T00:34:03.589993] [INFO ] [sig       ] SYF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:03.731225] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SYF.txt
[2025-10-10T00:34:03.731485] [INFO ] [sig       ] [1377/1690] Completed SYF in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:03.731587] [INFO ] [sig       ] [1378/1690] Forecasting SYK...
[2025-10-10T00:34:03.731628] [INFO ] [sig       ] Generating forecast for: SYK
[2025-10-10T00:34:03.731717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-10-10T00:34:03.741909] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SYK'.
[2025-10-10T00:34:03.742409] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-10-10T00:34:03.769360] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:03.770334] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-10-10T00:34:03.770416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:03.770490] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:03.770561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:03.770684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:03.788132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:03.788785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:03.788895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:03.788966] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:03.827725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:03.827832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:03.827875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:03.827932] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:03.831488] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-10-10T00:34:03.831826] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-10-10T00:34:03.831988] [INFO ] [sig       ] SYK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:03.982619] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/SYK.txt
[2025-10-10T00:34:03.982924] [INFO ] [sig       ] [1378/1690] Completed SYK in 0.3s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:03.983025] [INFO ] [sig       ] [1379/1690] Forecasting SYY...
[2025-10-10T00:34:03.983076] [INFO ] [sig       ] Generating forecast for: SYY
[2025-10-10T00:34:03.983146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-10-10T00:34:03.992750] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'SYY'.
[2025-10-10T00:34:03.993101] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-10-10T00:34:04.018307] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:04.019047] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-10-10T00:34:04.019126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:04.019197] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:04.019266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:04.019364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:04.036584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:04.037227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:04.037347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:04.037416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:04.075838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:04.075933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:04.075973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:04.076005] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:04.079035] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=69.90%)
[2025-10-10T00:34:04.079305] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-10-10T00:34:04.079445] [INFO ] [sig       ] SYY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:04.221356] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/SYY.txt
[2025-10-10T00:34:04.221705] [INFO ] [sig       ] [1379/1690] Completed SYY in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:04.221784] [INFO ] [sig       ] [1380/1690] Forecasting T...
[2025-10-10T00:34:04.221852] [INFO ] [sig       ] Generating forecast for: T
[2025-10-10T00:34:04.221906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-10-10T00:34:04.231300] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'T'.
[2025-10-10T00:34:04.231576] [INFO ] [FORECASTER] Starting predict_future for T
[2025-10-10T00:34:04.256615] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:04.257330] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-10-10T00:34:04.257409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:04.257481] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:04.257548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:04.257666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:04.275067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:04.275638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:04.275765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:04.275834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:04.315388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:04.315486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:04.315525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:04.315558] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:04.318669] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-10-10T00:34:04.318947] [INFO ] [FORECASTER] Completed predict_future for T
[2025-10-10T00:34:04.319091] [INFO ] [sig       ] T: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:04.462191] [INFO ] [LOCAL     ] Saved forecast: T	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/T.txt
[2025-10-10T00:34:04.462443] [INFO ] [sig       ] [1380/1690] Completed T in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:04.462546] [INFO ] [sig       ] [1381/1690] Forecasting TAC...
[2025-10-10T00:34:04.462621] [INFO ] [sig       ] Generating forecast for: TAC
[2025-10-10T00:34:04.462717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-10-10T00:34:04.472520] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TAC'.
[2025-10-10T00:34:04.473016] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-10-10T00:34:04.498794] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:04.499630] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-10-10T00:34:04.499750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:04.499824] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:04.499892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:04.499992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:04.516867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:04.517461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:04.517575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:04.517666] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:04.553875] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:04.554015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:04.554060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:04.554092] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:04.557430] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-10-10T00:34:04.557759] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-10-10T00:34:04.557939] [INFO ] [sig       ] TAC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:04.699722] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TAC.txt
[2025-10-10T00:34:04.700043] [INFO ] [sig       ] [1381/1690] Completed TAC in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:04.700121] [INFO ] [sig       ] [1382/1690] Forecasting TAK...
[2025-10-10T00:34:04.700191] [INFO ] [sig       ] Generating forecast for: TAK
[2025-10-10T00:34:04.700264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-10-10T00:34:04.709258] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TAK'.
[2025-10-10T00:34:04.709542] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-10-10T00:34:04.734857] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:04.735573] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-10-10T00:34:04.735675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:04.735750] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:04.735818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:04.735919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:04.753221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:04.753836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:04.753950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:04.754019] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:04.790613] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:04.790735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:04.790789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:04.790822] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:04.794148] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-10-10T00:34:04.794558] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-10-10T00:34:04.794746] [INFO ] [sig       ] TAK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:04.937578] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TAK.txt
[2025-10-10T00:34:04.937987] [INFO ] [sig       ] [1382/1690] Completed TAK in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:04.938073] [INFO ] [sig       ] [1383/1690] Forecasting TAL...
[2025-10-10T00:34:04.938144] [INFO ] [sig       ] Generating forecast for: TAL
[2025-10-10T00:34:04.938220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-10-10T00:34:04.947589] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TAL'.
[2025-10-10T00:34:04.947982] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-10-10T00:34:04.973390] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:04.974134] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-10-10T00:34:04.974215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:04.974287] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:04.974355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:04.974454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:04.991568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:04.992159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:04.992269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:04.992339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:05.028437] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:05.028535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:05.028575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:05.028607] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:05.031732] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-10-10T00:34:05.032004] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-10-10T00:34:05.032136] [INFO ] [sig       ] TAL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:05.174308] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TAL.txt
[2025-10-10T00:34:05.174681] [INFO ] [sig       ] [1383/1690] Completed TAL in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:05.174766] [INFO ] [sig       ] [1384/1690] Forecasting TALO...
[2025-10-10T00:34:05.174837] [INFO ] [sig       ] Generating forecast for: TALO
[2025-10-10T00:34:05.174910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-10-10T00:34:05.183944] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TALO'.
[2025-10-10T00:34:05.184254] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-10-10T00:34:05.209533] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:05.210405] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-10-10T00:34:05.210491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:05.210579] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:05.210689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:05.210804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:05.228239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:05.228977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:05.229089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:05.229169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:05.265472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:05.265666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:05.265742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:05.265779] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:05.269251] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=58.02%)
[2025-10-10T00:34:05.269548] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-10-10T00:34:05.269745] [INFO ] [sig       ] TALO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:05.417898] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TALO.txt
[2025-10-10T00:34:05.418276] [INFO ] [sig       ] [1384/1690] Completed TALO in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:05.418389] [INFO ] [sig       ] [1385/1690] Forecasting TAP...
[2025-10-10T00:34:05.418440] [INFO ] [sig       ] Generating forecast for: TAP
[2025-10-10T00:34:05.418525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-10-10T00:34:05.427581] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TAP'.
[2025-10-10T00:34:05.427949] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-10-10T00:34:05.457061] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:05.458090] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-10-10T00:34:05.458191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:05.458273] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:05.458355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:05.458496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:05.477532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:05.478498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:05.478618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:05.478724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:05.517755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:05.517952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:05.518015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:05.518051] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:05.521749] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-10-10T00:34:05.522082] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-10-10T00:34:05.522231] [INFO ] [sig       ] TAP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:05.666520] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TAP.txt
[2025-10-10T00:34:05.666889] [INFO ] [sig       ] [1385/1690] Completed TAP in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:05.666971] [INFO ] [sig       ] [1386/1690] Forecasting TBB...
[2025-10-10T00:34:05.667048] [INFO ] [sig       ] Generating forecast for: TBB
[2025-10-10T00:34:05.667135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-10-10T00:34:05.676220] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TBB'.
[2025-10-10T00:34:05.676571] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-10-10T00:34:05.702133] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:05.702934] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-10-10T00:34:05.703011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:05.703092] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:05.703175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:05.703292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:05.720293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:05.721144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:05.721261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:05.721348] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:05.747548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:05.747749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:05.747811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:05.747847] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:05.751260] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-10-10T00:34:05.751550] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-10-10T00:34:05.751714] [INFO ] [sig       ] TBB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:05.893339] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TBB.txt
[2025-10-10T00:34:05.893615] [INFO ] [sig       ] [1386/1690] Completed TBB in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.3m
[2025-10-10T00:34:05.893716] [INFO ] [sig       ] [1387/1690] Forecasting TBBB...
[2025-10-10T00:34:05.893785] [INFO ] [sig       ] Generating forecast for: TBBB
[2025-10-10T00:34:05.893854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'.
[2025-10-10T00:34:05.902904] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TBBB'.
[2025-10-10T00:34:05.903242] [INFO ] [FORECASTER] Starting predict_future for TBBB
[2025-10-10T00:34:05.929026] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:05.929872] [DEBUG] [LOCAL     ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt
[2025-10-10T00:34:05.929967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:05.930056] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:05.930144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:05.930284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:05.948152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:05.948851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:05.948980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:05.949074] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:05.984027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:05.984158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:05.984204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:05.984240] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:05.988368] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-10-10T00:34:05.989309] [INFO ] [FORECASTER] Completed predict_future for TBBB
[2025-10-10T00:34:05.989566] [INFO ] [sig       ] TBBB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:06.132160] [INFO ] [LOCAL     ] Saved forecast: TBBB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TBBB.txt
[2025-10-10T00:34:06.132427] [INFO ] [sig       ] [1387/1690] Completed TBBB in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:06.132532] [INFO ] [sig       ] [1388/1690] Forecasting TBI...
[2025-10-10T00:34:06.132611] [INFO ] [sig       ] Generating forecast for: TBI
[2025-10-10T00:34:06.132704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-10-10T00:34:06.141687] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TBI'.
[2025-10-10T00:34:06.142036] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-10-10T00:34:06.167589] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:06.168399] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-10-10T00:34:06.168478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:06.168562] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:06.168631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:06.168752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:06.185865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:06.186434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:06.186540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:06.186609] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:06.226153] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:06.226378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:06.226430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:06.226464] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:06.230344] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-10-10T00:34:06.230705] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-10-10T00:34:06.230892] [INFO ] [sig       ] TBI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:06.379435] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TBI.txt
[2025-10-10T00:34:06.379796] [INFO ] [sig       ] [1388/1690] Completed TBI in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:06.379875] [INFO ] [sig       ] [1389/1690] Forecasting TBN...
[2025-10-10T00:34:06.379945] [INFO ] [sig       ] Generating forecast for: TBN
[2025-10-10T00:34:06.380016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'.
[2025-10-10T00:34:06.389362] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'TBN'.
[2025-10-10T00:34:06.389758] [INFO ] [FORECASTER] Starting predict_future for TBN
[2025-10-10T00:34:06.415161] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:06.415898] [DEBUG] [LOCAL     ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt
[2025-10-10T00:34:06.415976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:06.416046] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:06.416114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:06.416213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:06.433225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:06.433838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:06.433948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:06.434019] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:06.469549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:06.469682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:06.469747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:06.469783] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:06.472844] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-10-10T00:34:06.473118] [INFO ] [FORECASTER] Completed predict_future for TBN
[2025-10-10T00:34:06.473259] [INFO ] [sig       ] TBN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:06.614062] [INFO ] [LOCAL     ] Saved forecast: TBN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TBN.txt
[2025-10-10T00:34:06.614287] [INFO ] [sig       ] [1389/1690] Completed TBN in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:06.614386] [INFO ] [sig       ] [1390/1690] Forecasting TCBX...
[2025-10-10T00:34:06.614460] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-10-10T00:34:06.614531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-10-10T00:34:06.623375] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TCBX'.
[2025-10-10T00:34:06.623686] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-10-10T00:34:06.648827] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:06.649755] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-10-10T00:34:06.649835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:06.649907] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:06.649975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:06.650074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:06.667187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:06.667797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:06.667918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:06.667989] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:06.703076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:06.703162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:06.703201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:06.703233] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:06.706219] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-10-10T00:34:06.706482] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-10-10T00:34:06.706619] [INFO ] [sig       ] TCBX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:06.847771] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TCBX.txt
[2025-10-10T00:34:06.848002] [INFO ] [sig       ] [1390/1690] Completed TCBX in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:06.848082] [INFO ] [sig       ] [1391/1690] Forecasting TD...
[2025-10-10T00:34:06.848158] [INFO ] [sig       ] Generating forecast for: TD
[2025-10-10T00:34:06.848228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-10-10T00:34:06.858504] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TD'.
[2025-10-10T00:34:06.858981] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-10-10T00:34:06.884798] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:06.885585] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-10-10T00:34:06.885691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:06.885766] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:06.885836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:06.885937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:06.903704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:06.904304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:06.904417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:06.904488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:06.941783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:06.941910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:06.941953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:06.941986] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:06.945192] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-10-10T00:34:06.945480] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-10-10T00:34:06.945634] [INFO ] [sig       ] TD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:07.094013] [INFO ] [LOCAL     ] Saved forecast: TD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TD.txt
[2025-10-10T00:34:07.094343] [INFO ] [sig       ] [1391/1690] Completed TD in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:07.094456] [INFO ] [sig       ] [1392/1690] Forecasting TDC...
[2025-10-10T00:34:07.094519] [INFO ] [sig       ] Generating forecast for: TDC
[2025-10-10T00:34:07.094562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-10-10T00:34:07.103523] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDC'.
[2025-10-10T00:34:07.103884] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-10-10T00:34:07.129346] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:07.130138] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-10-10T00:34:07.130215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:07.130301] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:07.130384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:07.130508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:07.147997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:07.148595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:07.148725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:07.148809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:07.188341] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:07.188453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:07.188499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:07.188532] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:07.191742] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-10-10T00:34:07.192027] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-10-10T00:34:07.192168] [INFO ] [sig       ] TDC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:07.342964] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TDC.txt
[2025-10-10T00:34:07.343283] [INFO ] [sig       ] [1392/1690] Completed TDC in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:07.343397] [INFO ] [sig       ] [1393/1690] Forecasting TDF...
[2025-10-10T00:34:07.343470] [INFO ] [sig       ] Generating forecast for: TDF
[2025-10-10T00:34:07.343542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-10-10T00:34:07.352211] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDF'.
[2025-10-10T00:34:07.352538] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-10-10T00:34:07.378496] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:07.379305] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-10-10T00:34:07.379382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:07.379453] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:07.379521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:07.379620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:07.396859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:07.397432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:07.397539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:07.397608] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:07.432677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:07.432815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:07.432860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:07.432894] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:07.436167] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-10-10T00:34:07.436459] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-10-10T00:34:07.436608] [INFO ] [sig       ] TDF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:07.586540] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TDF.txt
[2025-10-10T00:34:07.586846] [INFO ] [sig       ] [1393/1690] Completed TDF in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:07.586953] [INFO ] [sig       ] [1394/1690] Forecasting TDG...
[2025-10-10T00:34:07.587010] [INFO ] [sig       ] Generating forecast for: TDG
[2025-10-10T00:34:07.587074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-10-10T00:34:07.597067] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDG'.
[2025-10-10T00:34:07.597486] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-10-10T00:34:07.627600] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:07.628498] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-10-10T00:34:07.628580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:07.628674] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:07.628741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:07.628843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:07.646202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:07.646868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:07.646981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:07.647046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:07.681816] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:07.682012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:07.682059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:07.682093] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:07.685630] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-10-10T00:34:07.685971] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-10-10T00:34:07.686121] [INFO ] [sig       ] TDG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:07.836135] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TDG.txt
[2025-10-10T00:34:07.836532] [INFO ] [sig       ] [1394/1690] Completed TDG in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:07.836615] [INFO ] [sig       ] [1395/1690] Forecasting TDOC...
[2025-10-10T00:34:07.836708] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-10-10T00:34:07.836780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-10-10T00:34:07.846587] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDOC'.
[2025-10-10T00:34:07.846909] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-10-10T00:34:07.872891] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:07.873796] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-10-10T00:34:07.873878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:07.873972] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:07.874043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:07.874143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:07.892101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:07.893189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:07.893330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:07.893402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:07.932499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:07.932769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:07.932841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:07.932879] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:07.936925] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-10-10T00:34:07.937377] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-10-10T00:34:07.937547] [INFO ] [sig       ] TDOC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:08.082262] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TDOC.txt
[2025-10-10T00:34:08.082560] [INFO ] [sig       ] [1395/1690] Completed TDOC in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:08.082696] [INFO ] [sig       ] [1396/1690] Forecasting TDS...
[2025-10-10T00:34:08.082767] [INFO ] [sig       ] Generating forecast for: TDS
[2025-10-10T00:34:08.082838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-10-10T00:34:08.091575] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDS'.
[2025-10-10T00:34:08.091880] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-10-10T00:34:08.116939] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:08.117678] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-10-10T00:34:08.117756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:08.117829] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:08.117896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:08.118017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:08.134945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:08.135508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:08.135613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:08.135703] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:08.170670] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:08.170823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:08.170868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:08.170901] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:08.174180] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-10-10T00:34:08.174466] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-10-10T00:34:08.174606] [INFO ] [sig       ] TDS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:08.316133] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TDS.txt
[2025-10-10T00:34:08.316421] [INFO ] [sig       ] [1396/1690] Completed TDS in 0.2s | 4.05 sym/s | Total: 5.7m | ETA: 1.2m
[2025-10-10T00:34:08.316505] [INFO ] [sig       ] [1397/1690] Forecasting TDW...
[2025-10-10T00:34:08.316574] [INFO ] [sig       ] Generating forecast for: TDW
[2025-10-10T00:34:08.316669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-10-10T00:34:08.326126] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDW'.
[2025-10-10T00:34:08.326505] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-10-10T00:34:08.352042] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:08.352813] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-10-10T00:34:08.352892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:08.352963] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:08.353031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:08.353130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:08.370236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:08.370843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:08.370949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:08.371017] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:08.404361] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:08.404457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:08.404499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:08.404531] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:08.407624] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-10-10T00:34:08.407942] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-10-10T00:34:08.408095] [INFO ] [sig       ] TDW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:08.549151] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TDW.txt
[2025-10-10T00:34:08.549428] [INFO ] [sig       ] [1397/1690] Completed TDW in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:08.549524] [INFO ] [sig       ] [1398/1690] Forecasting TDY...
[2025-10-10T00:34:08.549575] [INFO ] [sig       ] Generating forecast for: TDY
[2025-10-10T00:34:08.549615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-10-10T00:34:08.558408] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TDY'.
[2025-10-10T00:34:08.558749] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-10-10T00:34:08.584124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:08.584908] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-10-10T00:34:08.584984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:08.585057] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:08.585131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:08.585246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:08.602452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:08.603070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:08.603177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:08.603259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:08.637529] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:08.637622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:08.637696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:08.637749] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:08.640939] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-10-10T00:34:08.641213] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-10-10T00:34:08.641344] [INFO ] [sig       ] TDY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:08.783332] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TDY.txt
[2025-10-10T00:34:08.783583] [INFO ] [sig       ] [1398/1690] Completed TDY in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:08.783707] [INFO ] [sig       ] [1399/1690] Forecasting TEAF...
[2025-10-10T00:34:08.783784] [INFO ] [sig       ] Generating forecast for: TEAF
[2025-10-10T00:34:08.783856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'.
[2025-10-10T00:34:08.792871] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEAF'.
[2025-10-10T00:34:08.793230] [INFO ] [FORECASTER] Starting predict_future for TEAF
[2025-10-10T00:34:08.818403] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:08.819128] [DEBUG] [LOCAL     ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt
[2025-10-10T00:34:08.819221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:08.819307] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:08.819372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:08.819471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:08.836547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:08.837143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:08.837249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:08.837318] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:08.871065] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:08.871166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:08.871207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:08.871240] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:08.874254] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-10-10T00:34:08.874524] [INFO ] [FORECASTER] Completed predict_future for TEAF
[2025-10-10T00:34:08.874694] [INFO ] [sig       ] TEAF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:09.017094] [INFO ] [LOCAL     ] Saved forecast: TEAF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TEAF.txt
[2025-10-10T00:34:09.017401] [INFO ] [sig       ] [1399/1690] Completed TEAF in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:09.017479] [INFO ] [sig       ] [1400/1690] Forecasting TECK...
[2025-10-10T00:34:09.017548] [INFO ] [sig       ] Generating forecast for: TECK
[2025-10-10T00:34:09.017620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-10-10T00:34:09.025669] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TECK'.
[2025-10-10T00:34:09.025953] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-10-10T00:34:09.051132] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:09.051890] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-10-10T00:34:09.051967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:09.052017] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:09.052053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:09.052115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:09.069454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:09.070055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:09.070163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:09.070246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:09.105011] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:09.105108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:09.105149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:09.105181] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:09.108183] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-10-10T00:34:09.108449] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-10-10T00:34:09.108590] [INFO ] [sig       ] TECK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:09.251738] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TECK.txt
[2025-10-10T00:34:09.252007] [INFO ] [sig       ] [1400/1690] Completed TECK in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:09.252113] [INFO ] [sig       ] [1401/1690] Forecasting TEF...
[2025-10-10T00:34:09.252184] [INFO ] [sig       ] Generating forecast for: TEF
[2025-10-10T00:34:09.252259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-10-10T00:34:09.260934] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEF'.
[2025-10-10T00:34:09.261225] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-10-10T00:34:09.286420] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:09.287182] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-10-10T00:34:09.287260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:09.287331] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:09.287398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:09.287498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:09.304395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:09.305003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:09.305108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:09.305176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:09.342310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:09.342396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:09.342436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:09.342467] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:09.345489] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-10-10T00:34:09.345804] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-10-10T00:34:09.345957] [INFO ] [sig       ] TEF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:09.493424] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TEF.txt
[2025-10-10T00:34:09.493752] [INFO ] [sig       ] [1401/1690] Completed TEF in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:09.493841] [INFO ] [sig       ] [1402/1690] Forecasting TEI...
[2025-10-10T00:34:09.493911] [INFO ] [sig       ] Generating forecast for: TEI
[2025-10-10T00:34:09.493984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-10-10T00:34:09.502241] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEI'.
[2025-10-10T00:34:09.502518] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-10-10T00:34:09.527548] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:09.528310] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-10-10T00:34:09.528388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:09.528472] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:09.528542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:09.528659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:09.545624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:09.546209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:09.546313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:09.546383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:09.585934] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:09.586029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:09.586070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:09.586102] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:09.589173] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-10-10T00:34:09.589445] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-10-10T00:34:09.589592] [INFO ] [sig       ] TEI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:09.731451] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TEI.txt
[2025-10-10T00:34:09.731711] [INFO ] [sig       ] [1402/1690] Completed TEI in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:09.731815] [INFO ] [sig       ] [1403/1690] Forecasting TEL...
[2025-10-10T00:34:09.731885] [INFO ] [sig       ] Generating forecast for: TEL
[2025-10-10T00:34:09.731956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-10-10T00:34:09.743732] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEL'.
[2025-10-10T00:34:09.744516] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-10-10T00:34:09.774785] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:09.775789] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-10-10T00:34:09.775873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:09.775949] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:09.776034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:09.776208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:09.797271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:09.798107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:09.798231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:09.798316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:09.837306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:09.837543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:09.837612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:09.837684] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:09.841830] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-10-10T00:34:09.842187] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-10-10T00:34:09.842436] [INFO ] [sig       ] TEL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:10.008242] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TEL.txt
[2025-10-10T00:34:10.008920] [INFO ] [sig       ] [1403/1690] Completed TEL in 0.3s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:10.009031] [INFO ] [sig       ] [1404/1690] Forecasting TEN...
[2025-10-10T00:34:10.009122] [INFO ] [sig       ] Generating forecast for: TEN
[2025-10-10T00:34:10.009230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'.
[2025-10-10T00:34:10.020113] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEN'.
[2025-10-10T00:34:10.020729] [INFO ] [FORECASTER] Starting predict_future for TEN
[2025-10-10T00:34:10.048705] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:10.049691] [DEBUG] [LOCAL     ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt
[2025-10-10T00:34:10.049773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:10.049847] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:10.049917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:10.050018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:10.068993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:10.070077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:10.070217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:10.070303] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:10.108188] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:10.108420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:10.108472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:10.108508] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:10.112777] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-10-10T00:34:10.113126] [INFO ] [FORECASTER] Completed predict_future for TEN
[2025-10-10T00:34:10.113298] [INFO ] [sig       ] TEN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:10.261027] [INFO ] [LOCAL     ] Saved forecast: TEN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TEN.txt
[2025-10-10T00:34:10.261422] [INFO ] [sig       ] [1404/1690] Completed TEN in 0.3s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:10.261504] [INFO ] [sig       ] [1405/1690] Forecasting TEO...
[2025-10-10T00:34:10.261577] [INFO ] [sig       ] Generating forecast for: TEO
[2025-10-10T00:34:10.261668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-10-10T00:34:10.271427] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEO'.
[2025-10-10T00:34:10.271847] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-10-10T00:34:10.297152] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:10.298107] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-10-10T00:34:10.298193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:10.298267] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:10.298336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:10.298436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:10.315993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:10.316704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:10.316819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:10.316890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:10.357323] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:10.357491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:10.357536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:10.357570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:10.361198] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-10-10T00:34:10.361502] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-10-10T00:34:10.361681] [INFO ] [sig       ] TEO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:10.513341] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TEO.txt
[2025-10-10T00:34:10.513774] [INFO ] [sig       ] [1405/1690] Completed TEO in 0.3s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:10.513859] [INFO ] [sig       ] [1406/1690] Forecasting TEVA...
[2025-10-10T00:34:10.513928] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-10-10T00:34:10.513998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-10-10T00:34:10.524045] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEVA'.
[2025-10-10T00:34:10.524626] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-10-10T00:34:10.552638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:10.553604] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-10-10T00:34:10.553709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:10.553797] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:10.553881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:10.553997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:10.573497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:10.574436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:10.574557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:10.574669] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:10.613225] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:10.613404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:10.613488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:10.613536] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:10.617229] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-10-10T00:34:10.617552] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-10-10T00:34:10.617738] [INFO ] [sig       ] TEVA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:10.780395] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TEVA.txt
[2025-10-10T00:34:10.780785] [INFO ] [sig       ] [1406/1690] Completed TEVA in 0.3s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:10.780868] [INFO ] [sig       ] [1407/1690] Forecasting TEX...
[2025-10-10T00:34:10.780973] [INFO ] [sig       ] Generating forecast for: TEX
[2025-10-10T00:34:10.781059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-10-10T00:34:10.790823] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TEX'.
[2025-10-10T00:34:10.791192] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-10-10T00:34:10.816421] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:10.817191] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-10-10T00:34:10.817269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:10.817345] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:10.817413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:10.817514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:10.834528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:10.835126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:10.835235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:10.835304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:10.871891] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:10.872003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:10.872045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:10.872076] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:10.875089] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-10-10T00:34:10.875362] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-10-10T00:34:10.875503] [INFO ] [sig       ] TEX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:11.017295] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TEX.txt
[2025-10-10T00:34:11.017542] [INFO ] [sig       ] [1407/1690] Completed TEX in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:11.017621] [INFO ] [sig       ] [1408/1690] Forecasting TFC...
[2025-10-10T00:34:11.017746] [INFO ] [sig       ] Generating forecast for: TFC
[2025-10-10T00:34:11.017818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-10-10T00:34:11.026536] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TFC'.
[2025-10-10T00:34:11.026849] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-10-10T00:34:11.051980] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:11.052699] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-10-10T00:34:11.052781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:11.052853] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:11.052921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:11.053018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:11.070297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:11.070906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:11.071012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:11.071082] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:11.107486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:11.107571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:11.107610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:11.107662] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:11.110729] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-10-10T00:34:11.110998] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-10-10T00:34:11.111135] [INFO ] [sig       ] TFC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:11.254051] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TFC.txt
[2025-10-10T00:34:11.254386] [INFO ] [sig       ] [1408/1690] Completed TFC in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:11.254476] [INFO ] [sig       ] [1409/1690] Forecasting TFII...
[2025-10-10T00:34:11.254546] [INFO ] [sig       ] Generating forecast for: TFII
[2025-10-10T00:34:11.254619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-10-10T00:34:11.264169] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TFII'.
[2025-10-10T00:34:11.264559] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-10-10T00:34:11.290695] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:11.291447] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-10-10T00:34:11.291525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:11.291611] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:11.291701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:11.291801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:11.309090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:11.309716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:11.309822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:11.309868] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:11.345866] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:11.345958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:11.345998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:11.346029] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:11.349120] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-10-10T00:34:11.349427] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-10-10T00:34:11.349566] [INFO ] [sig       ] TFII: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:11.493143] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TFII.txt
[2025-10-10T00:34:11.493491] [INFO ] [sig       ] [1409/1690] Completed TFII in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:11.493572] [INFO ] [sig       ] [1410/1690] Forecasting TFIN...
[2025-10-10T00:34:11.493664] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-10-10T00:34:11.493739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-10-10T00:34:11.503546] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TFIN'.
[2025-10-10T00:34:11.503914] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-10-10T00:34:11.529576] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:11.530309] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-10-10T00:34:11.530386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:11.530457] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:11.530525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:11.530623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:11.547475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:11.548114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:11.548221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:11.548294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:11.583982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:11.584077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:11.584116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:11.584147] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:11.587184] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-10-10T00:34:11.587486] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-10-10T00:34:11.587624] [INFO ] [sig       ] TFIN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:11.730603] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TFIN.txt
[2025-10-10T00:34:11.730966] [INFO ] [sig       ] [1410/1690] Completed TFIN in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.2m
[2025-10-10T00:34:11.731055] [INFO ] [sig       ] [1411/1690] Forecasting TFPM...
[2025-10-10T00:34:11.731126] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-10-10T00:34:11.731207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-10-10T00:34:11.741013] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TFPM'.
[2025-10-10T00:34:11.741415] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-10-10T00:34:11.768028] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:11.769011] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-10-10T00:34:11.769093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:11.769166] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:11.769246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:11.769439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:11.787033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:11.788131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:11.788267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:11.788369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:11.827021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:11.827257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:11.827309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:11.827342] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:11.831078] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-10-10T00:34:11.831396] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-10-10T00:34:11.831548] [INFO ] [sig       ] TFPM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:11.980479] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TFPM.txt
[2025-10-10T00:34:11.980950] [INFO ] [sig       ] [1411/1690] Completed TFPM in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:11.981036] [INFO ] [sig       ] [1412/1690] Forecasting TFX...
[2025-10-10T00:34:11.981106] [INFO ] [sig       ] Generating forecast for: TFX
[2025-10-10T00:34:11.981177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'.
[2025-10-10T00:34:11.993535] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TFX'.
[2025-10-10T00:34:11.994015] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-10-10T00:34:12.019606] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:12.020355] [DEBUG] [LOCAL     ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt
[2025-10-10T00:34:12.020433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:12.020516] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:12.020587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:12.020711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:12.037771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:12.038390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:12.038501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:12.038571] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:12.078198] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:12.078319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:12.078360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:12.078393] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:12.081597] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-10-10T00:34:12.081911] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-10-10T00:34:12.082066] [INFO ] [sig       ] TFX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:12.226372] [INFO ] [LOCAL     ] Saved forecast: TFX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TFX.txt
[2025-10-10T00:34:12.226741] [INFO ] [sig       ] [1412/1690] Completed TFX in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:12.226820] [INFO ] [sig       ] [1413/1690] Forecasting TG...
[2025-10-10T00:34:12.226890] [INFO ] [sig       ] Generating forecast for: TG
[2025-10-10T00:34:12.226961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-10-10T00:34:12.236695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TG'.
[2025-10-10T00:34:12.237077] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-10-10T00:34:12.263351] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:12.264141] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-10-10T00:34:12.264225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:12.264328] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:12.264422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:12.264545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:12.282248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:12.282923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:12.283030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:12.283113] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:12.321396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:12.321498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:12.321539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:12.321570] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:12.324728] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-10-10T00:34:12.325008] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-10-10T00:34:12.325152] [INFO ] [sig       ] TG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:12.467049] [INFO ] [LOCAL     ] Saved forecast: TG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TG.txt
[2025-10-10T00:34:12.467382] [INFO ] [sig       ] [1413/1690] Completed TG in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:12.467463] [INFO ] [sig       ] [1414/1690] Forecasting TGLS...
[2025-10-10T00:34:12.467546] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-10-10T00:34:12.467629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-10-10T00:34:12.477696] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TGLS'.
[2025-10-10T00:34:12.478119] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-10-10T00:34:12.503639] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:12.504382] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-10-10T00:34:12.504460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:12.504532] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:12.504600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:12.504739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:12.522188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:12.522865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:12.522973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:12.523042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:12.560399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:12.560563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:12.560608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:12.560661] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:12.563942] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-10-10T00:34:12.564241] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-10-10T00:34:12.564412] [INFO ] [sig       ] TGLS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:12.707287] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TGLS.txt
[2025-10-10T00:34:12.707595] [INFO ] [sig       ] [1414/1690] Completed TGLS in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:12.707720] [INFO ] [sig       ] [1415/1690] Forecasting TGNA...
[2025-10-10T00:34:12.707765] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-10-10T00:34:12.707805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-10-10T00:34:12.718220] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TGNA'.
[2025-10-10T00:34:12.718669] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-10-10T00:34:12.744150] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:12.744928] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-10-10T00:34:12.745008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:12.745080] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:12.745149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:12.745296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:12.762893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:12.763506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:12.763615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:12.763709] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:12.799814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:12.799921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:12.799963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:12.799996] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:12.803168] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-10-10T00:34:12.803452] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-10-10T00:34:12.803601] [INFO ] [sig       ] TGNA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:12.947768] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TGNA.txt
[2025-10-10T00:34:12.948182] [INFO ] [sig       ] [1415/1690] Completed TGNA in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:12.948269] [INFO ] [sig       ] [1416/1690] Forecasting TGS...
[2025-10-10T00:34:12.948340] [INFO ] [sig       ] Generating forecast for: TGS
[2025-10-10T00:34:12.948475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-10-10T00:34:12.958510] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TGS'.
[2025-10-10T00:34:12.959041] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-10-10T00:34:12.984849] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:12.985570] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-10-10T00:34:12.985670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:12.985744] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:12.985827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:12.985926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:13.003930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:13.004504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:13.004613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:13.004705] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:13.041879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:13.041986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:13.042027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:13.042060] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:13.045123] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-10-10T00:34:13.045398] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-10-10T00:34:13.045538] [INFO ] [sig       ] TGS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:13.190534] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TGS.txt
[2025-10-10T00:34:13.190863] [INFO ] [sig       ] [1416/1690] Completed TGS in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:13.190943] [INFO ] [sig       ] [1417/1690] Forecasting TGT...
[2025-10-10T00:34:13.191026] [INFO ] [sig       ] Generating forecast for: TGT
[2025-10-10T00:34:13.191113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-10-10T00:34:13.200743] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TGT'.
[2025-10-10T00:34:13.201137] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-10-10T00:34:13.227186] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:13.228044] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-10-10T00:34:13.228124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:13.228198] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:13.228268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:13.228370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:13.245590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:13.246184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:13.246289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:13.246363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:13.284565] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:13.284681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:13.284745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:13.284782] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:13.287812] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-10-10T00:34:13.288121] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-10-10T00:34:13.288271] [INFO ] [sig       ] TGT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:13.429633] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TGT.txt
[2025-10-10T00:34:13.429883] [INFO ] [sig       ] [1417/1690] Completed TGT in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:13.429996] [INFO ] [sig       ] [1418/1690] Forecasting THC...
[2025-10-10T00:34:13.430063] [INFO ] [sig       ] Generating forecast for: THC
[2025-10-10T00:34:13.430128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-10-10T00:34:13.439510] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THC'.
[2025-10-10T00:34:13.439823] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-10-10T00:34:13.464807] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:13.465499] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-10-10T00:34:13.465576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:13.465671] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:13.465739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:13.465839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:13.483055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:13.483617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:13.483742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:13.483812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:13.521578] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:13.521688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:13.521750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:13.521784] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:13.524845] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-10-10T00:34:13.525120] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-10-10T00:34:13.525262] [INFO ] [sig       ] THC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:13.665910] [INFO ] [LOCAL     ] Saved forecast: THC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THC.txt
[2025-10-10T00:34:13.666154] [INFO ] [sig       ] [1418/1690] Completed THC in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:13.666237] [INFO ] [sig       ] [1419/1690] Forecasting THG...
[2025-10-10T00:34:13.666351] [INFO ] [sig       ] Generating forecast for: THG
[2025-10-10T00:34:13.666434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-10-10T00:34:13.676600] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THG'.
[2025-10-10T00:34:13.677046] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-10-10T00:34:13.702969] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:13.703752] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-10-10T00:34:13.703831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:13.703902] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:13.703971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:13.704073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:13.721233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:13.721957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:13.722067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:13.722137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:13.758976] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:13.759132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:13.759176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:13.759209] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:13.762635] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-10-10T00:34:13.762971] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-10-10T00:34:13.763125] [INFO ] [sig       ] THG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:13.905108] [INFO ] [LOCAL     ] Saved forecast: THG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THG.txt
[2025-10-10T00:34:13.905527] [INFO ] [sig       ] [1419/1690] Completed THG in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:13.905612] [INFO ] [sig       ] [1420/1690] Forecasting THIR...
[2025-10-10T00:34:13.905728] [INFO ] [sig       ] Generating forecast for: THIR
[2025-10-10T00:34:13.905806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'.
[2025-10-10T00:34:13.914872] [DEBUG] [REMOTE    ] Successfully parsed 1798 rows of historical data for symbol 'THIR'.
[2025-10-10T00:34:13.915242] [INFO ] [FORECASTER] Starting predict_future for THIR
[2025-10-10T00:34:13.940511] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:13.941302] [DEBUG] [LOCAL     ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt
[2025-10-10T00:34:13.941380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:13.941451] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:13.941520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:13.941618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:13.958586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:13.959213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:13.959327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:13.959397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:13.992706] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:13.992837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:13.992880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:13.992913] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:13.996100] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-10-10T00:34:13.996388] [INFO ] [FORECASTER] Completed predict_future for THIR
[2025-10-10T00:34:13.996531] [INFO ] [sig       ] THIR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:14.138227] [INFO ] [LOCAL     ] Saved forecast: THIR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THIR.txt
[2025-10-10T00:34:14.138566] [INFO ] [sig       ] [1420/1690] Completed THIR in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:14.138672] [INFO ] [sig       ] [1421/1690] Forecasting THLV...
[2025-10-10T00:34:14.138744] [INFO ] [sig       ] Generating forecast for: THLV
[2025-10-10T00:34:14.138817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-10-10T00:34:14.147371] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'THLV'.
[2025-10-10T00:34:14.147734] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-10-10T00:34:14.173205] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:14.173966] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-10-10T00:34:14.174043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:14.174114] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:14.174182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:14.174299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:14.191488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:14.192100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:14.192208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:14.192276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:14.228891] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:14.229022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:14.229081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:14.229115] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:14.232338] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-10-10T00:34:14.232624] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-10-10T00:34:14.232810] [INFO ] [sig       ] THLV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:14.379038] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THLV.txt
[2025-10-10T00:34:14.379415] [INFO ] [sig       ] [1421/1690] Completed THLV in 0.2s | 4.05 sym/s | Total: 5.8m | ETA: 1.1m
[2025-10-10T00:34:14.379498] [INFO ] [sig       ] [1422/1690] Forecasting THO...
[2025-10-10T00:34:14.379575] [INFO ] [sig       ] Generating forecast for: THO
[2025-10-10T00:34:14.379675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-10-10T00:34:14.389245] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THO'.
[2025-10-10T00:34:14.389590] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-10-10T00:34:14.415036] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:14.415847] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-10-10T00:34:14.415926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:14.415998] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:14.416066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:14.416164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:14.433312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:14.433940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:14.434046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:14.434115] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:14.470904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:14.471053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:14.471096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:14.471129] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:14.474457] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-10-10T00:34:14.474794] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-10-10T00:34:14.474947] [INFO ] [sig       ] THO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:14.619137] [INFO ] [LOCAL     ] Saved forecast: THO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THO.txt
[2025-10-10T00:34:14.619449] [INFO ] [sig       ] [1422/1690] Completed THO in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:14.619530] [INFO ] [sig       ] [1423/1690] Forecasting THQ...
[2025-10-10T00:34:14.619599] [INFO ] [sig       ] Generating forecast for: THQ
[2025-10-10T00:34:14.619694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-10-10T00:34:14.629430] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THQ'.
[2025-10-10T00:34:14.629796] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-10-10T00:34:14.655054] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:14.655832] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-10-10T00:34:14.655911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:14.655984] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:14.656067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:14.656167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:14.673596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:14.674207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:14.674318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:14.674403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:14.710292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:14.710471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:14.710516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:14.710549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:14.713977] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-10-10T00:34:14.714276] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-10-10T00:34:14.714423] [INFO ] [sig       ] THQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:14.857556] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/THQ.txt
[2025-10-10T00:34:14.857868] [INFO ] [sig       ] [1423/1690] Completed THQ in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:14.857977] [INFO ] [sig       ] [1424/1690] Forecasting THR...
[2025-10-10T00:34:14.858046] [INFO ] [sig       ] Generating forecast for: THR
[2025-10-10T00:34:14.858120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-10-10T00:34:14.868781] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THR'.
[2025-10-10T00:34:14.869211] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-10-10T00:34:14.895439] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:14.896230] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-10-10T00:34:14.896308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:14.896380] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:14.896447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:14.896543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:14.913567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:14.914221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:14.914329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:14.914394] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:14.946755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:14.946995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:14.947046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:14.947081] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:14.950902] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-10-10T00:34:14.951208] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-10-10T00:34:14.951377] [INFO ] [sig       ] THR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:15.109142] [INFO ] [LOCAL     ] Saved forecast: THR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/THR.txt
[2025-10-10T00:34:15.109520] [INFO ] [sig       ] [1424/1690] Completed THR in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:15.109620] [INFO ] [sig       ] [1425/1690] Forecasting THS...
[2025-10-10T00:34:15.109733] [INFO ] [sig       ] Generating forecast for: THS
[2025-10-10T00:34:15.109823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-10-10T00:34:15.119387] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THS'.
[2025-10-10T00:34:15.119791] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-10-10T00:34:15.146007] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:15.146831] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-10-10T00:34:15.146912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:15.146985] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:15.147055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:15.147153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:15.165267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:15.165940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:15.166049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:15.166120] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:15.200120] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:15.200235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:15.200278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:15.200312] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:15.203537] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-10-10T00:34:15.203854] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-10-10T00:34:15.204012] [INFO ] [sig       ] THS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:15.363667] [INFO ] [LOCAL     ] Saved forecast: THS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/THS.txt
[2025-10-10T00:34:15.364039] [INFO ] [sig       ] [1425/1690] Completed THS in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:15.364130] [INFO ] [sig       ] [1426/1690] Forecasting THW...
[2025-10-10T00:34:15.364203] [INFO ] [sig       ] Generating forecast for: THW
[2025-10-10T00:34:15.364272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-10-10T00:34:15.373932] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'THW'.
[2025-10-10T00:34:15.374259] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-10-10T00:34:15.404106] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:15.405198] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-10-10T00:34:15.405291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:15.405379] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:15.405462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:15.405582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:15.426323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:15.427214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:15.427354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:15.427436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:15.462520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:15.462708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:15.462775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:15.462812] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:15.466206] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-10-10T00:34:15.466500] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-10-10T00:34:15.466638] [INFO ] [sig       ] THW: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:15.620505] [INFO ] [LOCAL     ] Saved forecast: THW	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/THW.txt
[2025-10-10T00:34:15.620849] [INFO ] [sig       ] [1426/1690] Completed THW in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:15.620920] [INFO ] [sig       ] [1427/1690] Forecasting TIMB...
[2025-10-10T00:34:15.620984] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-10-10T00:34:15.621053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-10-10T00:34:15.630865] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TIMB'.
[2025-10-10T00:34:15.631247] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-10-10T00:34:15.656823] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:15.657545] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-10-10T00:34:15.657623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:15.657728] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:15.657796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:15.657894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:15.675311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:15.675936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:15.676041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:15.676111] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:15.712806] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:15.712919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:15.712961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:15.712993] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:15.716126] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-10-10T00:34:15.716408] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-10-10T00:34:15.716545] [INFO ] [sig       ] TIMB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:15.860694] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TIMB.txt
[2025-10-10T00:34:15.860988] [INFO ] [sig       ] [1427/1690] Completed TIMB in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:15.861088] [INFO ] [sig       ] [1428/1690] Forecasting TISI...
[2025-10-10T00:34:15.861158] [INFO ] [sig       ] Generating forecast for: TISI
[2025-10-10T00:34:15.861233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'.
[2025-10-10T00:34:15.870303] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TISI'.
[2025-10-10T00:34:15.870596] [INFO ] [FORECASTER] Starting predict_future for TISI
[2025-10-10T00:34:15.895754] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:15.896467] [DEBUG] [LOCAL     ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt
[2025-10-10T00:34:15.896545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:15.896616] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:15.896705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:15.896804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:15.914113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:15.914714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:15.914818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:15.914887] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:15.948624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:15.948773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:15.948839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:15.948874] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:15.952099] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-10-10T00:34:15.952382] [INFO ] [FORECASTER] Completed predict_future for TISI
[2025-10-10T00:34:15.952524] [INFO ] [sig       ] TISI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:16.095772] [INFO ] [LOCAL     ] Saved forecast: TISI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TISI.txt
[2025-10-10T00:34:16.096036] [INFO ] [sig       ] [1428/1690] Completed TISI in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:16.096144] [INFO ] [sig       ] [1429/1690] Forecasting TIXT...
[2025-10-10T00:34:16.096223] [INFO ] [sig       ] Generating forecast for: TIXT
[2025-10-10T00:34:16.096296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'.
[2025-10-10T00:34:16.105535] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TIXT'.
[2025-10-10T00:34:16.105849] [INFO ] [FORECASTER] Starting predict_future for TIXT
[2025-10-10T00:34:16.131206] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:16.131969] [DEBUG] [LOCAL     ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt
[2025-10-10T00:34:16.132046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:16.132118] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:16.132186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:16.132285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:16.149786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:16.150434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:16.150542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:16.150612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:16.193287] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:16.194582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:16.194685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:16.194747] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:16.199241] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-10-10T00:34:16.199731] [INFO ] [FORECASTER] Completed predict_future for TIXT
[2025-10-10T00:34:16.199913] [INFO ] [sig       ] TIXT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:16.348825] [INFO ] [LOCAL     ] Saved forecast: TIXT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TIXT.txt
[2025-10-10T00:34:16.349174] [INFO ] [sig       ] [1429/1690] Completed TIXT in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:16.349254] [INFO ] [sig       ] [1430/1690] Forecasting TJX...
[2025-10-10T00:34:16.349303] [INFO ] [sig       ] Generating forecast for: TJX
[2025-10-10T00:34:16.349365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-10-10T00:34:16.359699] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TJX'.
[2025-10-10T00:34:16.360039] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-10-10T00:34:16.385452] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:16.386247] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-10-10T00:34:16.386325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:16.386400] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:16.386496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:16.386600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:16.404251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:16.404905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:16.405030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:16.405104] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:16.439832] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:16.439965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:16.440007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:16.440040] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:16.443464] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-10-10T00:34:16.443791] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-10-10T00:34:16.443937] [INFO ] [sig       ] TJX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:16.588381] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TJX.txt
[2025-10-10T00:34:16.588707] [INFO ] [sig       ] [1430/1690] Completed TJX in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:16.588783] [INFO ] [sig       ] [1431/1690] Forecasting TK...
[2025-10-10T00:34:16.588865] [INFO ] [sig       ] Generating forecast for: TK
[2025-10-10T00:34:16.588941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-10-10T00:34:16.598105] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TK'.
[2025-10-10T00:34:16.598441] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-10-10T00:34:16.623565] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:16.624303] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-10-10T00:34:16.624381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:16.624455] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:16.624523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:16.624622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:16.642317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:16.642935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:16.643048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:16.643119] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:16.678932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:16.679067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:16.679109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:16.679141] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:16.682373] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-10-10T00:34:16.682684] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-10-10T00:34:16.682863] [INFO ] [sig       ] TK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:16.827832] [INFO ] [LOCAL     ] Saved forecast: TK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TK.txt
[2025-10-10T00:34:16.828159] [INFO ] [sig       ] [1431/1690] Completed TK in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:16.828237] [INFO ] [sig       ] [1432/1690] Forecasting TKC...
[2025-10-10T00:34:16.828307] [INFO ] [sig       ] Generating forecast for: TKC
[2025-10-10T00:34:16.828376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-10-10T00:34:16.838094] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TKC'.
[2025-10-10T00:34:16.838598] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-10-10T00:34:16.864749] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:16.865731] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-10-10T00:34:16.865809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:16.865880] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:16.865964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:16.866141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:16.883756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:16.884789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:16.884905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:16.884989] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:16.922974] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:16.923136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:16.923179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:16.923212] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:16.926564] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-10-10T00:34:16.926889] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-10-10T00:34:16.927045] [INFO ] [sig       ] TKC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:17.078574] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TKC.txt
[2025-10-10T00:34:17.079103] [INFO ] [sig       ] [1432/1690] Completed TKC in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:17.079186] [INFO ] [sig       ] [1433/1690] Forecasting TKO...
[2025-10-10T00:34:17.079268] [INFO ] [sig       ] Generating forecast for: TKO
[2025-10-10T00:34:17.079370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-10-10T00:34:17.090343] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TKO'.
[2025-10-10T00:34:17.090701] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-10-10T00:34:17.116572] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:17.117352] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-10-10T00:34:17.117433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:17.117503] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:17.117570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:17.117718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:17.135401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:17.136508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:17.136708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:17.136783] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:17.177507] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:17.177696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:17.177766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:17.177803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:17.181389] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-10-10T00:34:17.181724] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-10-10T00:34:17.181880] [INFO ] [sig       ] TKO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:17.328773] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TKO.txt
[2025-10-10T00:34:17.329143] [INFO ] [sig       ] [1433/1690] Completed TKO in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:17.329225] [INFO ] [sig       ] [1434/1690] Forecasting TKR...
[2025-10-10T00:34:17.329293] [INFO ] [sig       ] Generating forecast for: TKR
[2025-10-10T00:34:17.329364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-10-10T00:34:17.338002] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TKR'.
[2025-10-10T00:34:17.338402] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-10-10T00:34:17.364367] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:17.365385] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-10-10T00:34:17.365471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:17.365545] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:17.365614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:17.365735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:17.383136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:17.383826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:17.383936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:17.384156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:17.419983] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:17.420115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:17.420155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:17.420188] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:17.423384] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-10-10T00:34:17.423691] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-10-10T00:34:17.423851] [INFO ] [sig       ] TKR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:17.567378] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TKR.txt
[2025-10-10T00:34:17.567690] [INFO ] [sig       ] [1434/1690] Completed TKR in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.1m
[2025-10-10T00:34:17.567770] [INFO ] [sig       ] [1435/1690] Forecasting TLK...
[2025-10-10T00:34:17.567841] [INFO ] [sig       ] Generating forecast for: TLK
[2025-10-10T00:34:17.567936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-10-10T00:34:17.576765] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TLK'.
[2025-10-10T00:34:17.577063] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-10-10T00:34:17.602469] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:17.603219] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-10-10T00:34:17.603297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:17.603369] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:17.603438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:17.603535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:17.621156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:17.621775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:17.621879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:17.621948] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:17.659339] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:17.659453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:17.659495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:17.659543] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:17.662728] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-10-10T00:34:17.663011] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-10-10T00:34:17.663145] [INFO ] [sig       ] TLK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:17.806299] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TLK.txt
[2025-10-10T00:34:17.806592] [INFO ] [sig       ] [1435/1690] Completed TLK in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:17.806685] [INFO ] [sig       ] [1436/1690] Forecasting TLYS...
[2025-10-10T00:34:17.806748] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-10-10T00:34:17.806813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-10-10T00:34:17.819169] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TLYS'.
[2025-10-10T00:34:17.819801] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-10-10T00:34:17.860289] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:17.861537] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-10-10T00:34:17.861638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:17.861760] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:17.861850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:17.861987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:17.890028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:17.891302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:17.891453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:17.891543] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:17.931166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:17.931387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:17.931439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:17.931472] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:17.935085] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-10-10T00:34:17.935385] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-10-10T00:34:17.935537] [INFO ] [sig       ] TLYS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:18.096991] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TLYS.txt
[2025-10-10T00:34:18.097256] [INFO ] [sig       ] [1436/1690] Completed TLYS in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:18.097392] [INFO ] [sig       ] [1437/1690] Forecasting TM...
[2025-10-10T00:34:18.097465] [INFO ] [sig       ] Generating forecast for: TM
[2025-10-10T00:34:18.097535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-10-10T00:34:18.107470] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TM'.
[2025-10-10T00:34:18.107873] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-10-10T00:34:18.133372] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:18.134189] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-10-10T00:34:18.134267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:18.134339] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:18.134407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:18.134521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:18.151952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:18.152604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:18.152735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:18.152804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:18.190075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:18.190248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:18.190294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:18.190326] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:18.193779] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-10-10T00:34:18.194071] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-10-10T00:34:18.194213] [INFO ] [sig       ] TM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:18.341677] [INFO ] [LOCAL     ] Saved forecast: TM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TM.txt
[2025-10-10T00:34:18.342078] [INFO ] [sig       ] [1437/1690] Completed TM in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:18.342157] [INFO ] [sig       ] [1438/1690] Forecasting TME...
[2025-10-10T00:34:18.342227] [INFO ] [sig       ] Generating forecast for: TME
[2025-10-10T00:34:18.342295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-10-10T00:34:18.352892] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TME'.
[2025-10-10T00:34:18.353277] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-10-10T00:34:18.380779] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:18.381601] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-10-10T00:34:18.381705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:18.381780] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:18.381853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:18.381955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:18.401285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:18.402036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:18.402149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:18.402220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:18.440287] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:18.440446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:18.440503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:18.440540] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:18.443967] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-10-10T00:34:18.444264] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-10-10T00:34:18.444430] [INFO ] [sig       ] TME: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:18.594831] [INFO ] [LOCAL     ] Saved forecast: TME	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TME.txt
[2025-10-10T00:34:18.595110] [INFO ] [sig       ] [1438/1690] Completed TME in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:18.595220] [INFO ] [sig       ] [1439/1690] Forecasting TMHC...
[2025-10-10T00:34:18.595300] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-10-10T00:34:18.595373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-10-10T00:34:18.605244] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TMHC'.
[2025-10-10T00:34:18.605713] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-10-10T00:34:18.631491] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:18.632349] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-10-10T00:34:18.632429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:18.632501] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:18.632569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:18.632696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:18.650332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:18.651218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:18.651331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:18.651401] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:18.685998] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:18.686124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:18.686166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:18.686199] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:18.689430] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-10-10T00:34:18.689753] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-10-10T00:34:18.689902] [INFO ] [sig       ] TMHC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:18.834003] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TMHC.txt
[2025-10-10T00:34:18.834261] [INFO ] [sig       ] [1439/1690] Completed TMHC in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:18.834366] [INFO ] [sig       ] [1440/1690] Forecasting TMO...
[2025-10-10T00:34:18.834439] [INFO ] [sig       ] Generating forecast for: TMO
[2025-10-10T00:34:18.834510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-10-10T00:34:18.843287] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TMO'.
[2025-10-10T00:34:18.843586] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-10-10T00:34:18.868660] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:18.869397] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-10-10T00:34:18.869476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:18.869560] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:18.869637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:18.869766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:18.886936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:18.887507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:18.887613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:18.887701] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:18.920743] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:18.920853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:18.920894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:18.920925] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:18.924004] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-10-10T00:34:18.924279] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-10-10T00:34:18.924408] [INFO ] [sig       ] TMO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:19.077662] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TMO.txt
[2025-10-10T00:34:19.077952] [INFO ] [sig       ] [1440/1690] Completed TMO in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:19.078057] [INFO ] [sig       ] [1441/1690] Forecasting TNC...
[2025-10-10T00:34:19.078107] [INFO ] [sig       ] Generating forecast for: TNC
[2025-10-10T00:34:19.078145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-10-10T00:34:19.087620] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TNC'.
[2025-10-10T00:34:19.088082] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-10-10T00:34:19.114258] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:19.115115] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-10-10T00:34:19.115196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:19.115270] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:19.115338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:19.115439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:19.132753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:19.133478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:19.133588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:19.133681] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:19.169949] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:19.170129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:19.170175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:19.170208] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:19.173639] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=38.94%)
[2025-10-10T00:34:19.173967] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-10-10T00:34:19.174114] [INFO ] [sig       ] TNC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:19.321035] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TNC.txt
[2025-10-10T00:34:19.321412] [INFO ] [sig       ] [1441/1690] Completed TNC in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:19.321493] [INFO ] [sig       ] [1442/1690] Forecasting TNET...
[2025-10-10T00:34:19.321565] [INFO ] [sig       ] Generating forecast for: TNET
[2025-10-10T00:34:19.321637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-10-10T00:34:19.331321] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TNET'.
[2025-10-10T00:34:19.331709] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-10-10T00:34:19.357437] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:19.358267] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-10-10T00:34:19.358348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:19.358425] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:19.358496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:19.358599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:19.376558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:19.377180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:19.377287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:19.377358] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:19.410392] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:19.410513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:19.410554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:19.410604] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:19.413790] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-10-10T00:34:19.414065] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-10-10T00:34:19.414200] [INFO ] [sig       ] TNET: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:19.562048] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TNET.txt
[2025-10-10T00:34:19.562473] [INFO ] [sig       ] [1442/1690] Completed TNET in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:19.562566] [INFO ] [sig       ] [1443/1690] Forecasting TNK...
[2025-10-10T00:34:19.562666] [INFO ] [sig       ] Generating forecast for: TNK
[2025-10-10T00:34:19.562753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-10-10T00:34:19.573540] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TNK'.
[2025-10-10T00:34:19.573981] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-10-10T00:34:19.603490] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:19.604313] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-10-10T00:34:19.604395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:19.604468] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:19.604537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:19.604635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:19.622136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:19.622758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:19.622864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:19.622931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:19.655398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:19.655540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:19.655584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:19.655617] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:19.660126] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-10-10T00:34:19.660673] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-10-10T00:34:19.660881] [INFO ] [sig       ] TNK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:19.809601] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TNK.txt
[2025-10-10T00:34:19.809898] [INFO ] [sig       ] [1443/1690] Completed TNK in 0.2s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:19.809999] [INFO ] [sig       ] [1444/1690] Forecasting TNL...
[2025-10-10T00:34:19.810094] [INFO ] [sig       ] Generating forecast for: TNL
[2025-10-10T00:34:19.810168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-10-10T00:34:19.819328] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TNL'.
[2025-10-10T00:34:19.819631] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-10-10T00:34:19.845901] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:19.846705] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-10-10T00:34:19.846785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:19.846872] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:19.846955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:19.847071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:19.864983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:19.865605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:19.865747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:19.865823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:19.910618] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:19.910860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:19.910916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:19.910953] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:19.916032] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-10-10T00:34:19.916411] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-10-10T00:34:19.916568] [INFO ] [sig       ] TNL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:20.076824] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TNL.txt
[2025-10-10T00:34:20.077190] [INFO ] [sig       ] [1444/1690] Completed TNL in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:20.077272] [INFO ] [sig       ] [1445/1690] Forecasting TOL...
[2025-10-10T00:34:20.077342] [INFO ] [sig       ] Generating forecast for: TOL
[2025-10-10T00:34:20.077481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-10-10T00:34:20.093507] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TOL'.
[2025-10-10T00:34:20.094027] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-10-10T00:34:20.125563] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:20.126431] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-10-10T00:34:20.126515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:20.126601] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:20.126700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:20.126806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:20.146867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:20.148229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:20.148479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:20.148554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:20.193077] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:20.193277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:20.193346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:20.193383] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:20.197384] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-10-10T00:34:20.197733] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-10-10T00:34:20.197895] [INFO ] [sig       ] TOL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:20.341306] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TOL.txt
[2025-10-10T00:34:20.341659] [INFO ] [sig       ] [1445/1690] Completed TOL in 0.3s | 4.05 sym/s | Total: 5.9m | ETA: 1.0m
[2025-10-10T00:34:20.341747] [INFO ] [sig       ] [1446/1690] Forecasting TOST...
[2025-10-10T00:34:20.341820] [INFO ] [sig       ] Generating forecast for: TOST
[2025-10-10T00:34:20.341895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-10-10T00:34:20.351848] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TOST'.
[2025-10-10T00:34:20.352192] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-10-10T00:34:20.378098] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:20.378955] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-10-10T00:34:20.379038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:20.379113] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:20.379190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:20.379301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:20.396994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:20.397639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:20.397781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:20.397860] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:20.439390] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:20.439538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:20.439580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:20.439613] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:20.443022] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=55.72%)
[2025-10-10T00:34:20.443311] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-10-10T00:34:20.443455] [INFO ] [sig       ] TOST: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:20.612295] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TOST.txt
[2025-10-10T00:34:20.612673] [INFO ] [sig       ] [1446/1690] Completed TOST in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 1.0m
[2025-10-10T00:34:20.612756] [INFO ] [sig       ] [1447/1690] Forecasting TPB...
[2025-10-10T00:34:20.612830] [INFO ] [sig       ] Generating forecast for: TPB
[2025-10-10T00:34:20.612902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-10-10T00:34:20.622128] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPB'.
[2025-10-10T00:34:20.622448] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-10-10T00:34:20.649022] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:20.649953] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-10-10T00:34:20.650035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:20.650107] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:20.650180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:20.650279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:20.670462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:20.671476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:20.671600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:20.671705] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:20.715991] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:20.716223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:20.716273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:20.716306] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:20.720134] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-10-10T00:34:20.720494] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-10-10T00:34:20.720680] [INFO ] [sig       ] TPB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:20.875131] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPB.txt
[2025-10-10T00:34:20.875506] [INFO ] [sig       ] [1447/1690] Completed TPB in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 1.0m
[2025-10-10T00:34:20.875610] [INFO ] [sig       ] [1448/1690] Forecasting TPC...
[2025-10-10T00:34:20.875703] [INFO ] [sig       ] Generating forecast for: TPC
[2025-10-10T00:34:20.875777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-10-10T00:34:20.884861] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPC'.
[2025-10-10T00:34:20.885179] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-10-10T00:34:20.910659] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:20.911403] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-10-10T00:34:20.911484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:20.911558] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:20.911626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:20.911747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:20.928936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:20.929531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:20.929663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:20.929738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:20.968363] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:20.968606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:20.968724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:20.968792] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:20.972940] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2025-10-10T00:34:20.973291] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-10-10T00:34:20.973461] [INFO ] [sig       ] TPC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:21.115714] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPC.txt
[2025-10-10T00:34:21.116080] [INFO ] [sig       ] [1448/1690] Completed TPC in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 59.8s
[2025-10-10T00:34:21.116164] [INFO ] [sig       ] [1449/1690] Forecasting TPH...
[2025-10-10T00:34:21.116232] [INFO ] [sig       ] Generating forecast for: TPH
[2025-10-10T00:34:21.116311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-10-10T00:34:21.126780] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPH'.
[2025-10-10T00:34:21.127194] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-10-10T00:34:21.153696] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:21.154464] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-10-10T00:34:21.154547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:21.154619] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:21.154709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:21.154840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:21.172156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:21.172847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:21.172966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:21.173041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:21.205367] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:21.205553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:21.205606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:21.205689] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:21.209188] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-10-10T00:34:21.209492] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-10-10T00:34:21.209635] [INFO ] [sig       ] TPH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:21.353031] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPH.txt
[2025-10-10T00:34:21.353345] [INFO ] [sig       ] [1449/1690] Completed TPH in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 59.5s
[2025-10-10T00:34:21.353424] [INFO ] [sig       ] [1450/1690] Forecasting TPL...
[2025-10-10T00:34:21.353494] [INFO ] [sig       ] Generating forecast for: TPL
[2025-10-10T00:34:21.353563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-10-10T00:34:21.362771] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPL'.
[2025-10-10T00:34:21.363120] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-10-10T00:34:21.388464] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:21.389279] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-10-10T00:34:21.389360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:21.389456] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:21.389549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:21.389709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:21.407251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:21.408248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:21.408386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:21.408602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:21.434083] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:21.434199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:21.434242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:21.434274] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:21.437373] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2025-10-10T00:34:21.437730] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-10-10T00:34:21.437881] [INFO ] [sig       ] TPL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:21.580523] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TPL.txt
[2025-10-10T00:34:21.580855] [INFO ] [sig       ] [1450/1690] Completed TPL in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 59.3s
[2025-10-10T00:34:21.580933] [INFO ] [sig       ] [1451/1690] Forecasting TPR...
[2025-10-10T00:34:21.581002] [INFO ] [sig       ] Generating forecast for: TPR
[2025-10-10T00:34:21.581072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-10-10T00:34:21.590128] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPR'.
[2025-10-10T00:34:21.590481] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-10-10T00:34:21.616779] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:21.617583] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-10-10T00:34:21.617688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:21.617763] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:21.617832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:21.617951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:21.635807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:21.636410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:21.636520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:21.636587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:21.680017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:21.680177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:21.680222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:21.680259] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:21.684082] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-10-10T00:34:21.684434] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-10-10T00:34:21.684595] [INFO ] [sig       ] TPR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:21.838872] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPR.txt
[2025-10-10T00:34:21.839203] [INFO ] [sig       ] [1451/1690] Completed TPR in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 59.0s
[2025-10-10T00:34:21.839289] [INFO ] [sig       ] [1452/1690] Forecasting TPVG...
[2025-10-10T00:34:21.839359] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-10-10T00:34:21.839431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-10-10T00:34:21.848428] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPVG'.
[2025-10-10T00:34:21.848771] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-10-10T00:34:21.875217] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:21.876051] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-10-10T00:34:21.876130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:21.876204] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:21.876271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:21.876369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:21.894057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:21.894693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:21.894802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:21.894869] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:21.929572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:21.929741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:21.929800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:21.929836] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:21.933183] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-10-10T00:34:21.933476] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-10-10T00:34:21.933617] [INFO ] [sig       ] TPVG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:22.077685] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPVG.txt
[2025-10-10T00:34:22.078016] [INFO ] [sig       ] [1452/1690] Completed TPVG in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 58.8s
[2025-10-10T00:34:22.078097] [INFO ] [sig       ] [1453/1690] Forecasting TPYP...
[2025-10-10T00:34:22.078167] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-10-10T00:34:22.078235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-10-10T00:34:22.086943] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TPYP'.
[2025-10-10T00:34:22.087324] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-10-10T00:34:22.112392] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:22.113251] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-10-10T00:34:22.113342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:22.113449] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:22.113551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:22.113716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:22.131715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:22.132471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:22.132606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:22.132726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:22.174798] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:22.174951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:22.174996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:22.175029] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:22.178522] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-10-10T00:34:22.178847] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-10-10T00:34:22.178998] [INFO ] [sig       ] TPYP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:22.324573] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TPYP.txt
[2025-10-10T00:34:22.324917] [INFO ] [sig       ] [1453/1690] Completed TPYP in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 58.5s
[2025-10-10T00:34:22.324999] [INFO ] [sig       ] [1454/1690] Forecasting TPZ...
[2025-10-10T00:34:22.325081] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-10-10T00:34:22.325164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-10-10T00:34:22.334289] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'TPZ'.
[2025-10-10T00:34:22.334672] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-10-10T00:34:22.360602] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:22.361440] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-10-10T00:34:22.361523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:22.361594] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:22.361693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:22.361802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:22.379303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:22.379968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:22.380076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:22.380144] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:22.419052] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:22.419205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:22.419248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:22.419281] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:22.422634] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-10-10T00:34:22.422949] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-10-10T00:34:22.423084] [INFO ] [sig       ] TPZ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:22.567327] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TPZ.txt
[2025-10-10T00:34:22.567623] [INFO ] [sig       ] [1454/1690] Completed TPZ in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 58.3s
[2025-10-10T00:34:22.567733] [INFO ] [sig       ] [1455/1690] Forecasting TR...
[2025-10-10T00:34:22.567802] [INFO ] [sig       ] Generating forecast for: TR
[2025-10-10T00:34:22.567854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-10-10T00:34:22.579384] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TR'.
[2025-10-10T00:34:22.580056] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-10-10T00:34:22.605869] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:22.606597] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-10-10T00:34:22.606698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:22.606771] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:22.606840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:22.606940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:22.624542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:22.625174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:22.625286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:22.625355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:22.665278] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:22.665451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:22.665509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:22.665551] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:22.669522] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-10-10T00:34:22.669895] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-10-10T00:34:22.670088] [INFO ] [sig       ] TR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:22.814864] [INFO ] [LOCAL     ] Saved forecast: TR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TR.txt
[2025-10-10T00:34:22.815280] [INFO ] [sig       ] [1455/1690] Completed TR in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 58.0s
[2025-10-10T00:34:22.815363] [INFO ] [sig       ] [1456/1690] Forecasting TRAK...
[2025-10-10T00:34:22.815433] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-10-10T00:34:22.815527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-10-10T00:34:22.826319] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRAK'.
[2025-10-10T00:34:22.826732] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-10-10T00:34:22.853357] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:22.854195] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-10-10T00:34:22.854275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:22.854347] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:22.854414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:22.854520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:22.872230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:22.872908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:22.873082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:22.873158] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:22.906800] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:22.906939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:22.906982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:22.907034] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:22.910401] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-10-10T00:34:22.910720] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-10-10T00:34:22.910882] [INFO ] [sig       ] TRAK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:23.056257] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TRAK.txt
[2025-10-10T00:34:23.056607] [INFO ] [sig       ] [1456/1690] Completed TRAK in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 57.8s
[2025-10-10T00:34:23.056708] [INFO ] [sig       ] [1457/1690] Forecasting TRC...
[2025-10-10T00:34:23.056779] [INFO ] [sig       ] Generating forecast for: TRC
[2025-10-10T00:34:23.056850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-10-10T00:34:23.066679] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRC'.
[2025-10-10T00:34:23.067120] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-10-10T00:34:23.092903] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:23.093741] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-10-10T00:34:23.093820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:23.093891] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:23.093960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:23.094060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:23.111847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:23.112551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:23.112828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:23.112906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:23.149403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:23.149576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:23.149621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:23.149693] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:23.153208] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-10-10T00:34:23.153526] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-10-10T00:34:23.153711] [INFO ] [sig       ] TRC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:23.296321] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TRC.txt
[2025-10-10T00:34:23.296780] [INFO ] [sig       ] [1457/1690] Completed TRC in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 57.5s
[2025-10-10T00:34:23.296863] [INFO ] [sig       ] [1458/1690] Forecasting TREX...
[2025-10-10T00:34:23.296933] [INFO ] [sig       ] Generating forecast for: TREX
[2025-10-10T00:34:23.297006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-10-10T00:34:23.306875] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TREX'.
[2025-10-10T00:34:23.307300] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-10-10T00:34:23.333755] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:23.334591] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-10-10T00:34:23.334694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:23.334769] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:23.334837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:23.334942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:23.352440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:23.353066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:23.353174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:23.353242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:23.387079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:23.387227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:23.387276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:23.387311] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:23.390754] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-10-10T00:34:23.391046] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-10-10T00:34:23.391181] [INFO ] [sig       ] TREX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:23.536771] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TREX.txt
[2025-10-10T00:34:23.537135] [INFO ] [sig       ] [1458/1690] Completed TREX in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 57.3s
[2025-10-10T00:34:23.537219] [INFO ] [sig       ] [1459/1690] Forecasting TRGP...
[2025-10-10T00:34:23.537290] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-10-10T00:34:23.537362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-10-10T00:34:23.546619] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRGP'.
[2025-10-10T00:34:23.547074] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-10-10T00:34:23.573124] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:23.573924] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-10-10T00:34:23.574011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:23.574087] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:23.574161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:23.574267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:23.593371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:23.594373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:23.594493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:23.594564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:23.627332] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:23.627498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:23.627544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:23.627578] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:23.631105] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-10-10T00:34:23.631402] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-10-10T00:34:23.631543] [INFO ] [sig       ] TRGP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:23.775126] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TRGP.txt
[2025-10-10T00:34:23.775432] [INFO ] [sig       ] [1459/1690] Completed TRGP in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 57.0s
[2025-10-10T00:34:23.775543] [INFO ] [sig       ] [1460/1690] Forecasting TRN...
[2025-10-10T00:34:23.775614] [INFO ] [sig       ] Generating forecast for: TRN
[2025-10-10T00:34:23.775707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-10-10T00:34:23.784802] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRN'.
[2025-10-10T00:34:23.785157] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-10-10T00:34:23.811051] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:23.811873] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-10-10T00:34:23.811951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:23.812023] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:23.812092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:23.812191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:23.829845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:23.830463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:23.830581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:23.830676] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:23.862250] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:23.862393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:23.862438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:23.862472] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:23.865885] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-10-10T00:34:23.866187] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-10-10T00:34:23.866330] [INFO ] [sig       ] TRN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:24.010147] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TRN.txt
[2025-10-10T00:34:24.010454] [INFO ] [sig       ] [1460/1690] Completed TRN in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 56.8s
[2025-10-10T00:34:24.010526] [INFO ] [sig       ] [1461/1690] Forecasting TRNO...
[2025-10-10T00:34:24.010592] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-10-10T00:34:24.010690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-10-10T00:34:24.021883] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRNO'.
[2025-10-10T00:34:24.022351] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-10-10T00:34:24.056862] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:24.058056] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-10-10T00:34:24.058166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:24.058265] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:24.058348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:24.058477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:24.083387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:24.084581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:24.084763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:24.084840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:24.128074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:24.128322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:24.128421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:24.128503] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:24.133350] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-10-10T00:34:24.133785] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-10-10T00:34:24.133982] [INFO ] [sig       ] TRNO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:24.299271] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TRNO.txt
[2025-10-10T00:34:24.299680] [INFO ] [sig       ] [1461/1690] Completed TRNO in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 56.5s
[2025-10-10T00:34:24.299769] [INFO ] [sig       ] [1462/1690] Forecasting TROX...
[2025-10-10T00:34:24.299852] [INFO ] [sig       ] Generating forecast for: TROX
[2025-10-10T00:34:24.299937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-10-10T00:34:24.308955] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TROX'.
[2025-10-10T00:34:24.309293] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-10-10T00:34:24.334832] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:24.335557] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-10-10T00:34:24.335639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:24.335735] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:24.335804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:24.335900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:24.353476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:24.354079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:24.354190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:24.354258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:24.391079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:24.391246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:24.391290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:24.391324] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:24.394862] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2025-10-10T00:34:24.395151] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-10-10T00:34:24.395288] [INFO ] [sig       ] TROX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:24.542342] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TROX.txt
[2025-10-10T00:34:24.542747] [INFO ] [sig       ] [1462/1690] Completed TROX in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 56.3s
[2025-10-10T00:34:24.542828] [INFO ] [sig       ] [1463/1690] Forecasting TRP...
[2025-10-10T00:34:24.542897] [INFO ] [sig       ] Generating forecast for: TRP
[2025-10-10T00:34:24.542967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-10-10T00:34:24.554013] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRP'.
[2025-10-10T00:34:24.554386] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-10-10T00:34:24.581183] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:24.581998] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-10-10T00:34:24.582081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:24.582153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:24.582223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:24.582330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:24.600071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:24.600747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:24.600877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:24.600947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:24.635395] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:24.635549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:24.635594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:24.635675] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:24.639170] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-10-10T00:34:24.639476] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-10-10T00:34:24.639614] [INFO ] [sig       ] TRP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:24.783470] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TRP.txt
[2025-10-10T00:34:24.783807] [INFO ] [sig       ] [1463/1690] Completed TRP in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 56.1s
[2025-10-10T00:34:24.783886] [INFO ] [sig       ] [1464/1690] Forecasting TRTX...
[2025-10-10T00:34:24.783955] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-10-10T00:34:24.784024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-10-10T00:34:24.792732] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRTX'.
[2025-10-10T00:34:24.793084] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-10-10T00:34:24.818429] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:24.819217] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-10-10T00:34:24.819298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:24.819388] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:24.819460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:24.819558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:24.837533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:24.838221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:24.838330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:24.838397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:24.869328] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:24.869475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:24.869521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:24.869560] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:24.872941] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=64.60%)
[2025-10-10T00:34:24.873242] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-10-10T00:34:24.873382] [INFO ] [sig       ] TRTX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:25.016850] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TRTX.txt
[2025-10-10T00:34:25.017154] [INFO ] [sig       ] [1464/1690] Completed TRTX in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 55.8s
[2025-10-10T00:34:25.017234] [INFO ] [sig       ] [1465/1690] Forecasting TRU...
[2025-10-10T00:34:25.017305] [INFO ] [sig       ] Generating forecast for: TRU
[2025-10-10T00:34:25.017374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-10-10T00:34:25.026192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRU'.
[2025-10-10T00:34:25.026543] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-10-10T00:34:25.052194] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:25.052998] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-10-10T00:34:25.053078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:25.053153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:25.053223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:25.053325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:25.071159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:25.071915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:25.072027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:25.072098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:25.109716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:25.109943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:25.109996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:25.110031] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:25.113929] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-10-10T00:34:25.114286] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-10-10T00:34:25.114453] [INFO ] [sig       ] TRU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:25.344257] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TRU.txt
[2025-10-10T00:34:25.344546] [INFO ] [sig       ] [1465/1690] Completed TRU in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 55.6s
[2025-10-10T00:34:25.344630] [INFO ] [sig       ] [1466/1690] Forecasting TRV...
[2025-10-10T00:34:25.344715] [INFO ] [sig       ] Generating forecast for: TRV
[2025-10-10T00:34:25.344760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-10-10T00:34:25.354598] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TRV'.
[2025-10-10T00:34:25.355057] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-10-10T00:34:25.383082] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:25.383991] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-10-10T00:34:25.384085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:25.384161] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:25.384239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:25.384369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:25.403379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:25.404161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:25.404283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:25.404353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:25.441965] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:25.442151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:25.442198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:25.442232] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:25.446017] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-10-10T00:34:25.446369] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-10-10T00:34:25.446529] [INFO ] [sig       ] TRV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:25.600517] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TRV.txt
[2025-10-10T00:34:25.600962] [INFO ] [sig       ] [1466/1690] Completed TRV in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 55.3s
[2025-10-10T00:34:25.601045] [INFO ] [sig       ] [1467/1690] Forecasting TS...
[2025-10-10T00:34:25.601120] [INFO ] [sig       ] Generating forecast for: TS
[2025-10-10T00:34:25.601193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-10-10T00:34:25.610384] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TS'.
[2025-10-10T00:34:25.610712] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-10-10T00:34:25.636175] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:25.637028] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-10-10T00:34:25.637108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:25.637181] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:25.637250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:25.637350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:25.654597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:25.655194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:25.655300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:25.655370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:25.691951] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:25.692183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:25.692234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:25.692269] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:25.696005] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-10-10T00:34:25.696345] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-10-10T00:34:25.696516] [INFO ] [sig       ] TS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:25.844685] [INFO ] [LOCAL     ] Saved forecast: TS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TS.txt
[2025-10-10T00:34:25.844980] [INFO ] [sig       ] [1467/1690] Completed TS in 0.2s | 4.05 sym/s | Total: 6.0m | ETA: 55.1s
[2025-10-10T00:34:25.845051] [INFO ] [sig       ] [1468/1690] Forecasting TSE...
[2025-10-10T00:34:25.845128] [INFO ] [sig       ] Generating forecast for: TSE
[2025-10-10T00:34:25.845213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-10-10T00:34:25.855036] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSE'.
[2025-10-10T00:34:25.855422] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-10-10T00:34:25.884726] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:25.885481] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-10-10T00:34:25.885562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:25.885635] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:25.885725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:25.885831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:25.905006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:25.905608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:25.905738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:25.905806] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:25.941836] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:25.941979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:25.942024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:25.942059] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:25.945566] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-10-10T00:34:25.945887] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-10-10T00:34:25.946042] [INFO ] [sig       ] TSE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:26.111938] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TSE.txt
[2025-10-10T00:34:26.112227] [INFO ] [sig       ] [1468/1690] Completed TSE in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 54.8s
[2025-10-10T00:34:26.112321] [INFO ] [sig       ] [1469/1690] Forecasting TSI...
[2025-10-10T00:34:26.112392] [INFO ] [sig       ] Generating forecast for: TSI
[2025-10-10T00:34:26.112464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-10-10T00:34:26.121208] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSI'.
[2025-10-10T00:34:26.121608] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-10-10T00:34:26.148556] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:26.149335] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-10-10T00:34:26.149416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:26.149489] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:26.149559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:26.149691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:26.169716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:26.170309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:26.170418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:26.170488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:26.207226] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:26.207381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:26.207445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:26.207482] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:26.211500] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-10-10T00:34:26.211892] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-10-10T00:34:26.212071] [INFO ] [sig       ] TSI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:26.378395] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TSI.txt
[2025-10-10T00:34:26.378755] [INFO ] [sig       ] [1469/1690] Completed TSI in 0.3s | 4.05 sym/s | Total: 6.0m | ETA: 54.6s
[2025-10-10T00:34:26.378839] [INFO ] [sig       ] [1470/1690] Forecasting TSLX...
[2025-10-10T00:34:26.378910] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-10-10T00:34:26.378979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-10-10T00:34:26.389211] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSLX'.
[2025-10-10T00:34:26.389688] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-10-10T00:34:26.416360] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:26.417211] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-10-10T00:34:26.417307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:26.417411] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:26.417504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:26.417632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:26.435256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:26.435918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:26.436026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:26.436112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:26.478831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:26.478956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:26.478997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:26.479030] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:26.482234] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-10-10T00:34:26.482517] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-10-10T00:34:26.482692] [INFO ] [sig       ] TSLX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:26.634505] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TSLX.txt
[2025-10-10T00:34:26.634842] [INFO ] [sig       ] [1470/1690] Completed TSLX in 0.3s | 4.05 sym/s | Total: 6.1m | ETA: 54.3s
[2025-10-10T00:34:26.634940] [INFO ] [sig       ] [1471/1690] Forecasting TSM...
[2025-10-10T00:34:26.635011] [INFO ] [sig       ] Generating forecast for: TSM
[2025-10-10T00:34:26.635108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-10-10T00:34:26.645563] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSM'.
[2025-10-10T00:34:26.646096] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-10-10T00:34:26.674798] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:26.675684] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-10-10T00:34:26.675763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:26.675835] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:26.675904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:26.676002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:26.693432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:26.694157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:26.694267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:26.694336] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:26.729266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:26.729446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:26.729492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:26.729525] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:26.732993] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-10-10T00:34:26.733293] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-10-10T00:34:26.733433] [INFO ] [sig       ] TSM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:26.876870] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TSM.txt
[2025-10-10T00:34:26.877227] [INFO ] [sig       ] [1471/1690] Completed TSM in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 54.1s
[2025-10-10T00:34:26.877315] [INFO ] [sig       ] [1472/1690] Forecasting TSN...
[2025-10-10T00:34:26.877385] [INFO ] [sig       ] Generating forecast for: TSN
[2025-10-10T00:34:26.877458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-10-10T00:34:26.887454] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSN'.
[2025-10-10T00:34:26.887883] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-10-10T00:34:26.913046] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:26.913850] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-10-10T00:34:26.913930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:26.914007] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:26.914092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:26.914219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:26.931367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:26.932040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:26.932149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:26.932221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:26.976353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:26.976464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:26.976506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:26.976540] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:26.979759] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-10-10T00:34:26.980070] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-10-10T00:34:26.980237] [INFO ] [sig       ] TSN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:27.131817] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TSN.txt
[2025-10-10T00:34:27.132141] [INFO ] [sig       ] [1472/1690] Completed TSN in 0.3s | 4.05 sym/s | Total: 6.1m | ETA: 53.8s
[2025-10-10T00:34:27.132218] [INFO ] [sig       ] [1473/1690] Forecasting TSQ...
[2025-10-10T00:34:27.132263] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-10-10T00:34:27.132329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-10-10T00:34:27.141896] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TSQ'.
[2025-10-10T00:34:27.142203] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-10-10T00:34:27.168067] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:27.168996] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-10-10T00:34:27.169079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:27.169134] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:27.169168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:27.169253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:27.187898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:27.188622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:27.188757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:27.188846] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:27.229825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:27.230036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:27.230110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:27.230172] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:27.234276] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-10-10T00:34:27.234584] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-10-10T00:34:27.234802] [INFO ] [sig       ] TSQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:27.393685] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TSQ.txt
[2025-10-10T00:34:27.394203] [INFO ] [sig       ] [1473/1690] Completed TSQ in 0.3s | 4.05 sym/s | Total: 6.1m | ETA: 53.6s
[2025-10-10T00:34:27.394310] [INFO ] [sig       ] [1474/1690] Forecasting TT...
[2025-10-10T00:34:27.394416] [INFO ] [sig       ] Generating forecast for: TT
[2025-10-10T00:34:27.394525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-10-10T00:34:27.405501] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'TT'.
[2025-10-10T00:34:27.405970] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-10-10T00:34:27.432877] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:27.433807] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-10-10T00:34:27.433886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:27.433959] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:27.434041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:27.434221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:27.451949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:27.452887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:27.453012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:27.453098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:27.491522] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:27.491794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:27.491862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:27.491900] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:27.495715] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-10-10T00:34:27.496118] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-10-10T00:34:27.496278] [INFO ] [sig       ] TT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:27.640742] [INFO ] [LOCAL     ] Saved forecast: TT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TT.txt
[2025-10-10T00:34:27.641015] [INFO ] [sig       ] [1474/1690] Completed TT in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 53.4s
[2025-10-10T00:34:27.641092] [INFO ] [sig       ] [1475/1690] Forecasting TTC...
[2025-10-10T00:34:27.641185] [INFO ] [sig       ] Generating forecast for: TTC
[2025-10-10T00:34:27.641241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-10-10T00:34:27.651022] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TTC'.
[2025-10-10T00:34:27.651473] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-10-10T00:34:27.677396] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:27.678283] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-10-10T00:34:27.678379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:27.678473] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:27.678574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:27.678761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:27.696588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:27.697311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:27.697440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:27.697530] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:27.742315] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:27.742472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:27.742519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:27.742555] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:27.746454] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-10-10T00:34:27.746827] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-10-10T00:34:27.746992] [INFO ] [sig       ] TTC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:27.892295] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TTC.txt
[2025-10-10T00:34:27.892696] [INFO ] [sig       ] [1475/1690] Completed TTC in 0.3s | 4.05 sym/s | Total: 6.1m | ETA: 53.1s
[2025-10-10T00:34:27.892784] [INFO ] [sig       ] [1476/1690] Forecasting TTE...
[2025-10-10T00:34:27.892863] [INFO ] [sig       ] Generating forecast for: TTE
[2025-10-10T00:34:27.892936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-10-10T00:34:27.902287] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TTE'.
[2025-10-10T00:34:27.902690] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-10-10T00:34:27.928713] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:27.929511] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-10-10T00:34:27.929590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:27.929689] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:27.929765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:27.929864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:27.946876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:27.947466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:27.947573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:27.947663] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:27.984059] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:27.984223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:27.984268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:27.984302] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:27.987727] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-10-10T00:34:27.988071] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-10-10T00:34:27.988220] [INFO ] [sig       ] TTE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:28.131039] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TTE.txt
[2025-10-10T00:34:28.131334] [INFO ] [sig       ] [1476/1690] Completed TTE in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 52.9s
[2025-10-10T00:34:28.131436] [INFO ] [sig       ] [1477/1690] Forecasting TTI...
[2025-10-10T00:34:28.131516] [INFO ] [sig       ] Generating forecast for: TTI
[2025-10-10T00:34:28.131588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-10-10T00:34:28.141503] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TTI'.
[2025-10-10T00:34:28.142075] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-10-10T00:34:28.168566] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:28.169454] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-10-10T00:34:28.169537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:28.169612] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:28.169711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:28.169813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:28.188163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:28.189074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:28.189188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:28.189259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:28.225802] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:28.225974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:28.226026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:28.226060] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:28.229610] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-10-10T00:34:28.229955] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-10-10T00:34:28.230114] [INFO ] [sig       ] TTI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:28.374277] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TTI.txt
[2025-10-10T00:34:28.374608] [INFO ] [sig       ] [1477/1690] Completed TTI in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 52.6s
[2025-10-10T00:34:28.374709] [INFO ] [sig       ] [1478/1690] Forecasting TU...
[2025-10-10T00:34:28.374792] [INFO ] [sig       ] Generating forecast for: TU
[2025-10-10T00:34:28.374898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-10-10T00:34:28.384785] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TU'.
[2025-10-10T00:34:28.385201] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-10-10T00:34:28.410955] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:28.411756] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-10-10T00:34:28.411835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:28.411907] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:28.411975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:28.412071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:28.429612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:28.430204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:28.430315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:28.430384] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:28.468117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:28.468288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:28.468366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:28.468429] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:28.471631] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-10-10T00:34:28.471942] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-10-10T00:34:28.472086] [INFO ] [sig       ] TU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:28.614259] [INFO ] [LOCAL     ] Saved forecast: TU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TU.txt
[2025-10-10T00:34:28.614545] [INFO ] [sig       ] [1478/1690] Completed TU in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 52.4s
[2025-10-10T00:34:28.614625] [INFO ] [sig       ] [1479/1690] Forecasting TUYA...
[2025-10-10T00:34:28.614717] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-10-10T00:34:28.614788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-10-10T00:34:28.624518] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TUYA'.
[2025-10-10T00:34:28.625044] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-10-10T00:34:28.650488] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:28.651238] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-10-10T00:34:28.651318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:28.651405] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:28.651487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:28.651598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:28.668822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:28.669419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:28.669555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:28.669629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:28.704303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:28.704397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:28.704438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:28.704470] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:28.707564] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-10-10T00:34:28.707931] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-10-10T00:34:28.708100] [INFO ] [sig       ] TUYA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:28.850772] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TUYA.txt
[2025-10-10T00:34:28.851121] [INFO ] [sig       ] [1479/1690] Completed TUYA in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 52.1s
[2025-10-10T00:34:28.851206] [INFO ] [sig       ] [1480/1690] Forecasting TV...
[2025-10-10T00:34:28.851291] [INFO ] [sig       ] Generating forecast for: TV
[2025-10-10T00:34:28.851379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-10-10T00:34:28.860412] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TV'.
[2025-10-10T00:34:28.860751] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-10-10T00:34:28.886110] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:28.886880] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-10-10T00:34:28.886957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:28.887042] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:28.887126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:28.887249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:28.904817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:28.905494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:28.905608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:28.905734] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:28.941360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:28.941557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:28.941606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:28.941662] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:28.945219] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-10-10T00:34:28.945519] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-10-10T00:34:28.945693] [INFO ] [sig       ] TV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:29.087802] [INFO ] [LOCAL     ] Saved forecast: TV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TV.txt
[2025-10-10T00:34:29.088216] [INFO ] [sig       ] [1480/1690] Completed TV in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 51.9s
[2025-10-10T00:34:29.088300] [INFO ] [sig       ] [1481/1690] Forecasting TVC...
[2025-10-10T00:34:29.088371] [INFO ] [sig       ] Generating forecast for: TVC
[2025-10-10T00:34:29.088472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-10-10T00:34:29.098135] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TVC'.
[2025-10-10T00:34:29.098448] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-10-10T00:34:29.123445] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:29.124255] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-10-10T00:34:29.124351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:29.124435] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:29.124518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:29.124679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:29.141933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:29.142524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:29.142631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:29.142736] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:29.184884] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:29.185041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:29.185098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:29.185133] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:29.189386] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-10-10T00:34:29.189859] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-10-10T00:34:29.190041] [INFO ] [sig       ] TVC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:29.333509] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TVC.txt
[2025-10-10T00:34:29.333911] [INFO ] [sig       ] [1481/1690] Completed TVC in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 51.6s
[2025-10-10T00:34:29.333992] [INFO ] [sig       ] [1482/1690] Forecasting TVE...
[2025-10-10T00:34:29.334083] [INFO ] [sig       ] Generating forecast for: TVE
[2025-10-10T00:34:29.334156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-10-10T00:34:29.343325] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TVE'.
[2025-10-10T00:34:29.343620] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-10-10T00:34:29.369294] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:29.370169] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-10-10T00:34:29.370249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:29.370320] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:29.370416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:29.370543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:29.388506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:29.389240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:29.389355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:29.389445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:29.430288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:29.430437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:29.430482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:29.430515] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:29.433908] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-10-10T00:34:29.434236] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-10-10T00:34:29.434400] [INFO ] [sig       ] TVE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:29.580604] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TVE.txt
[2025-10-10T00:34:29.580945] [INFO ] [sig       ] [1482/1690] Completed TVE in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 51.4s
[2025-10-10T00:34:29.581037] [INFO ] [sig       ] [1483/1690] Forecasting TWI...
[2025-10-10T00:34:29.581108] [INFO ] [sig       ] Generating forecast for: TWI
[2025-10-10T00:34:29.581214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-10-10T00:34:29.589700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TWI'.
[2025-10-10T00:34:29.589993] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-10-10T00:34:29.615820] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:29.616554] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-10-10T00:34:29.616635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:29.616748] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:29.616819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:29.616929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:29.634710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:29.635299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:29.635406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:29.635475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:29.673776] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:29.673882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:29.673922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:29.673954] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:29.677027] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-10-10T00:34:29.677297] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-10-10T00:34:29.677441] [INFO ] [sig       ] TWI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:29.824302] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TWI.txt
[2025-10-10T00:34:29.824582] [INFO ] [sig       ] [1483/1690] Completed TWI in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 51.1s
[2025-10-10T00:34:29.824721] [INFO ] [sig       ] [1484/1690] Forecasting TWLO...
[2025-10-10T00:34:29.824791] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-10-10T00:34:29.824864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-10-10T00:34:29.834147] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TWLO'.
[2025-10-10T00:34:29.834440] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-10-10T00:34:29.859999] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:29.860769] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-10-10T00:34:29.860848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:29.860921] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:29.860989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:29.861091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:29.879075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:29.879713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:29.879821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:29.879892] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:29.922940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:29.923178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:29.923249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:29.923308] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:29.927297] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-10-10T00:34:29.927737] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-10-10T00:34:29.927931] [INFO ] [sig       ] TWLO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:30.073738] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TWLO.txt
[2025-10-10T00:34:30.074072] [INFO ] [sig       ] [1484/1690] Completed TWLO in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 50.9s
[2025-10-10T00:34:30.074161] [INFO ] [sig       ] [1485/1690] Forecasting TWN...
[2025-10-10T00:34:30.074240] [INFO ] [sig       ] Generating forecast for: TWN
[2025-10-10T00:34:30.074311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-10-10T00:34:30.083106] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TWN'.
[2025-10-10T00:34:30.083431] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-10-10T00:34:30.109035] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:30.109813] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-10-10T00:34:30.109893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:30.109965] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:30.110035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:30.110147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:30.127296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:30.127994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:30.128103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:30.128176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:30.162501] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:30.162622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:30.162717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:30.162782] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:30.165934] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-10-10T00:34:30.166215] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-10-10T00:34:30.166352] [INFO ] [sig       ] TWN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:30.314790] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TWN.txt
[2025-10-10T00:34:30.315120] [INFO ] [sig       ] [1485/1690] Completed TWN in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 50.6s
[2025-10-10T00:34:30.315202] [INFO ] [sig       ] [1486/1690] Forecasting TWO...
[2025-10-10T00:34:30.315272] [INFO ] [sig       ] Generating forecast for: TWO
[2025-10-10T00:34:30.315344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-10-10T00:34:30.324764] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TWO'.
[2025-10-10T00:34:30.325071] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-10-10T00:34:30.350241] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:30.351003] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-10-10T00:34:30.351081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:30.351153] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:30.351223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:30.351321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:30.368470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:30.369087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:30.369193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:30.369279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:30.411633] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:30.411806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:30.411853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:30.411887] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:30.415347] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-10-10T00:34:30.415663] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-10-10T00:34:30.415830] [INFO ] [sig       ] TWO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:30.561348] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TWO.txt
[2025-10-10T00:34:30.561665] [INFO ] [sig       ] [1486/1690] Completed TWO in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 50.4s
[2025-10-10T00:34:30.561781] [INFO ] [sig       ] [1487/1690] Forecasting TX...
[2025-10-10T00:34:30.561853] [INFO ] [sig       ] Generating forecast for: TX
[2025-10-10T00:34:30.561925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-10-10T00:34:30.571411] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TX'.
[2025-10-10T00:34:30.571738] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-10-10T00:34:30.597319] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:30.598181] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-10-10T00:34:30.598259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:30.598331] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:30.598399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:30.598527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:30.616372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:30.617066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:30.617183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:30.617266] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:30.657756] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:30.657991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:30.658067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:30.658141] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:30.662170] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-10-10T00:34:30.662523] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-10-10T00:34:30.662730] [INFO ] [sig       ] TX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:30.809935] [INFO ] [LOCAL     ] Saved forecast: TX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TX.txt
[2025-10-10T00:34:30.810348] [INFO ] [sig       ] [1487/1690] Completed TX in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 50.1s
[2025-10-10T00:34:30.810441] [INFO ] [sig       ] [1488/1690] Forecasting TXO...
[2025-10-10T00:34:30.810513] [INFO ] [sig       ] Generating forecast for: TXO
[2025-10-10T00:34:30.810587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-10-10T00:34:30.821180] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TXO'.
[2025-10-10T00:34:30.821782] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-10-10T00:34:30.848416] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:30.849302] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-10-10T00:34:30.849403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:30.849499] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:30.849596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:30.849741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:30.867342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:30.868133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:30.868243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:30.868330] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:30.904691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:30.904809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:30.904850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:30.904883] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:30.908007] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-10-10T00:34:30.908294] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-10-10T00:34:30.908435] [INFO ] [sig       ] TXO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:31.053254] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TXO.txt
[2025-10-10T00:34:31.053639] [INFO ] [sig       ] [1488/1690] Completed TXO in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 49.9s
[2025-10-10T00:34:31.053745] [INFO ] [sig       ] [1489/1690] Forecasting TXT...
[2025-10-10T00:34:31.053815] [INFO ] [sig       ] Generating forecast for: TXT
[2025-10-10T00:34:31.053887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-10-10T00:34:31.064241] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TXT'.
[2025-10-10T00:34:31.064633] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-10-10T00:34:31.089784] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:31.090537] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-10-10T00:34:31.090615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:31.090710] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:31.090779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:31.090878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:31.108060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:31.108638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:31.108766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:31.108836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:31.143467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:31.143580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:31.143622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:31.143689] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:31.146879] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-10-10T00:34:31.147152] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-10-10T00:34:31.147288] [INFO ] [sig       ] TXT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:31.288495] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TXT.txt
[2025-10-10T00:34:31.288813] [INFO ] [sig       ] [1489/1690] Completed TXT in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 49.6s
[2025-10-10T00:34:31.288913] [INFO ] [sig       ] [1490/1690] Forecasting TY...
[2025-10-10T00:34:31.288960] [INFO ] [sig       ] Generating forecast for: TY
[2025-10-10T00:34:31.289023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-10-10T00:34:31.298675] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TY'.
[2025-10-10T00:34:31.299103] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-10-10T00:34:31.325815] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:31.326581] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-10-10T00:34:31.326683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:31.326758] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:31.326829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:31.326931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:31.344544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:31.345240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:31.345350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:31.345421] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:31.380284] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:31.380409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:31.380483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:31.380546] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:31.383776] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-10-10T00:34:31.384064] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-10-10T00:34:31.384205] [INFO ] [sig       ] TY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:31.528696] [INFO ] [LOCAL     ] Saved forecast: TY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/TY.txt
[2025-10-10T00:34:31.528994] [INFO ] [sig       ] [1490/1690] Completed TY in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 49.4s
[2025-10-10T00:34:31.529129] [INFO ] [sig       ] [1491/1690] Forecasting TYG...
[2025-10-10T00:34:31.529200] [INFO ] [sig       ] Generating forecast for: TYG
[2025-10-10T00:34:31.529272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-10-10T00:34:31.542672] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TYG'.
[2025-10-10T00:34:31.543153] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-10-10T00:34:31.570254] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:31.571075] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-10-10T00:34:31.571155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:31.571229] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:31.571299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:31.571471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:31.589585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:31.590341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:31.590461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:31.590549] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:31.626720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:31.626840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:31.626882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:31.626921] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:31.630227] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-10-10T00:34:31.630518] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-10-10T00:34:31.630732] [INFO ] [sig       ] TYG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:31.778545] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TYG.txt
[2025-10-10T00:34:31.778923] [INFO ] [sig       ] [1491/1690] Completed TYG in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 49.1s
[2025-10-10T00:34:31.779004] [INFO ] [sig       ] [1492/1690] Forecasting TYL...
[2025-10-10T00:34:31.779053] [INFO ] [sig       ] Generating forecast for: TYL
[2025-10-10T00:34:31.779093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-10-10T00:34:31.789486] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'TYL'.
[2025-10-10T00:34:31.789917] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-10-10T00:34:31.814971] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:31.815751] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-10-10T00:34:31.815829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:31.815901] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:31.815970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:31.816070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:31.833241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:31.833860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:31.833966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:31.834033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:31.869472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:31.869601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:31.869665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:31.869738] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:31.873014] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-10-10T00:34:31.873304] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-10-10T00:34:31.873440] [INFO ] [sig       ] TYL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:32.014398] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/TYL.txt
[2025-10-10T00:34:32.014731] [INFO ] [sig       ] [1492/1690] Completed TYL in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 48.9s
[2025-10-10T00:34:32.014802] [INFO ] [sig       ] [1493/1690] Forecasting U...
[2025-10-10T00:34:32.014867] [INFO ] [sig       ] Generating forecast for: U
[2025-10-10T00:34:32.014940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-10-10T00:34:32.024429] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'U'.
[2025-10-10T00:34:32.024806] [INFO ] [FORECASTER] Starting predict_future for U
[2025-10-10T00:34:32.049901] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:32.050625] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-10-10T00:34:32.050724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:32.050796] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:32.050864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:32.050963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:32.068281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:32.068906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:32.069012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:32.069081] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:32.106186] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:32.106315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:32.106358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:32.106391] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:32.109675] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-10-10T00:34:32.109970] [INFO ] [FORECASTER] Completed predict_future for U
[2025-10-10T00:34:32.110109] [INFO ] [sig       ] U: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:32.250752] [INFO ] [LOCAL     ] Saved forecast: U	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/U.txt
[2025-10-10T00:34:32.251083] [INFO ] [sig       ] [1493/1690] Completed U in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 48.7s
[2025-10-10T00:34:32.251162] [INFO ] [sig       ] [1494/1690] Forecasting UA...
[2025-10-10T00:34:32.251230] [INFO ] [sig       ] Generating forecast for: UA
[2025-10-10T00:34:32.251300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-10-10T00:34:32.261844] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UA'.
[2025-10-10T00:34:32.262255] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-10-10T00:34:32.287269] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:32.288087] [DEBUG] [LOCAL     ] No optimal features file found for UA: ./output/feature-sets/UA.txt
[2025-10-10T00:34:32.288164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:32.288235] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:32.288303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:32.288403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:32.309859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:32.310872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:32.310982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:32.311050] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:32.344943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:32.345067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:32.345108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:32.345141] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:32.348417] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-10-10T00:34:32.348743] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-10-10T00:34:32.348897] [INFO ] [sig       ] UA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:32.490697] [INFO ] [LOCAL     ] Saved forecast: UA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UA.txt
[2025-10-10T00:34:32.491052] [INFO ] [sig       ] [1494/1690] Completed UA in 0.2s | 4.05 sym/s | Total: 6.1m | ETA: 48.4s
[2025-10-10T00:34:32.491133] [INFO ] [sig       ] [1495/1690] Forecasting UAA...
[2025-10-10T00:34:32.491202] [INFO ] [sig       ] Generating forecast for: UAA
[2025-10-10T00:34:32.491277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-10-10T00:34:32.500830] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UAA'.
[2025-10-10T00:34:32.501175] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-10-10T00:34:32.526822] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:32.527569] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-10-10T00:34:32.527667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:32.527760] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:32.527827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:32.527942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:32.545132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:32.545791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:32.545897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:32.545968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:32.579066] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:32.579185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:32.579227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:32.579260] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:32.582389] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-10-10T00:34:32.582697] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-10-10T00:34:32.582853] [INFO ] [sig       ] UAA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:32.723864] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UAA.txt
[2025-10-10T00:34:32.724184] [INFO ] [sig       ] [1495/1690] Completed UAA in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 48.2s
[2025-10-10T00:34:32.724270] [INFO ] [sig       ] [1496/1690] Forecasting UAN...
[2025-10-10T00:34:32.724339] [INFO ] [sig       ] Generating forecast for: UAN
[2025-10-10T00:34:32.724409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-10-10T00:34:32.733269] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UAN'.
[2025-10-10T00:34:32.733576] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-10-10T00:34:32.759077] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:32.759907] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-10-10T00:34:32.759985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:32.760056] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:32.760138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:32.760282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:32.777618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:32.778275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:32.778384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:32.778464] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:32.811724] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:32.811840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:32.811881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:32.811914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:32.815061] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-10-10T00:34:32.815342] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-10-10T00:34:32.815478] [INFO ] [sig       ] UAN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:32.956872] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UAN.txt
[2025-10-10T00:34:32.957145] [INFO ] [sig       ] [1496/1690] Completed UAN in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 47.9s
[2025-10-10T00:34:32.957241] [INFO ] [sig       ] [1497/1690] Forecasting UBER...
[2025-10-10T00:34:32.957312] [INFO ] [sig       ] Generating forecast for: UBER
[2025-10-10T00:34:32.957396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'.
[2025-10-10T00:34:32.967177] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UBER'.
[2025-10-10T00:34:32.967545] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-10-10T00:34:32.992907] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:32.993600] [DEBUG] [LOCAL     ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt
[2025-10-10T00:34:32.993699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:32.993771] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:32.993838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:32.993934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:33.011597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:33.012205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:33.012314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:33.012386] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:33.045225] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:33.045345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:33.045387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:33.045420] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:33.048631] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-10-10T00:34:33.048942] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-10-10T00:34:33.049081] [INFO ] [sig       ] UBER: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:33.194616] [INFO ] [LOCAL     ] Saved forecast: UBER	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UBER.txt
[2025-10-10T00:34:33.194979] [INFO ] [sig       ] [1497/1690] Completed UBER in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 47.7s
[2025-10-10T00:34:33.195059] [INFO ] [sig       ] [1498/1690] Forecasting UBS...
[2025-10-10T00:34:33.195129] [INFO ] [sig       ] Generating forecast for: UBS
[2025-10-10T00:34:33.195199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-10-10T00:34:33.206699] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UBS'.
[2025-10-10T00:34:33.207138] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-10-10T00:34:33.233303] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:33.234081] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-10-10T00:34:33.234159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:33.234230] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:33.234297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:33.234394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:33.251998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:33.252673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:33.252804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:33.252877] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:33.292253] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:33.292364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:33.292407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:33.292441] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:33.295626] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-10-10T00:34:33.295944] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-10-10T00:34:33.296093] [INFO ] [sig       ] UBS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:33.444476] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UBS.txt
[2025-10-10T00:34:33.444855] [INFO ] [sig       ] [1498/1690] Completed UBS in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 47.4s
[2025-10-10T00:34:33.444937] [INFO ] [sig       ] [1499/1690] Forecasting UCB...
[2025-10-10T00:34:33.445007] [INFO ] [sig       ] Generating forecast for: UCB
[2025-10-10T00:34:33.445078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'.
[2025-10-10T00:34:33.454584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UCB'.
[2025-10-10T00:34:33.454940] [INFO ] [FORECASTER] Starting predict_future for UCB
[2025-10-10T00:34:33.480728] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:33.481498] [DEBUG] [LOCAL     ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt
[2025-10-10T00:34:33.481579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:33.481677] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:33.481747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:33.481849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:33.499576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:33.500203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:33.500315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:33.500386] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:33.537107] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:33.537244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:33.537287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:33.537321] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:33.540685] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-10-10T00:34:33.540989] [INFO ] [FORECASTER] Completed predict_future for UCB
[2025-10-10T00:34:33.541134] [INFO ] [sig       ] UCB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:33.690338] [INFO ] [LOCAL     ] Saved forecast: UCB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UCB.txt
[2025-10-10T00:34:33.690697] [INFO ] [sig       ] [1499/1690] Completed UCB in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 47.2s
[2025-10-10T00:34:33.690769] [INFO ] [sig       ] [1500/1690] Forecasting UDR...
[2025-10-10T00:34:33.690833] [INFO ] [sig       ] Generating forecast for: UDR
[2025-10-10T00:34:33.690904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'.
[2025-10-10T00:34:33.700695] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UDR'.
[2025-10-10T00:34:33.701057] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-10-10T00:34:33.726256] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:33.726998] [DEBUG] [LOCAL     ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt
[2025-10-10T00:34:33.727076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:33.727148] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:33.727218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:33.727315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:33.744237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:33.744845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:33.744954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:33.745023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:33.782172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:33.782298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:33.782340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:33.782372] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:33.785491] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-10-10T00:34:33.785811] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-10-10T00:34:33.785965] [INFO ] [sig       ] UDR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:33.927533] [INFO ] [LOCAL     ] Saved forecast: UDR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UDR.txt
[2025-10-10T00:34:33.927799] [INFO ] [sig       ] [1500/1690] Completed UDR in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 46.9s
[2025-10-10T00:34:33.927916] [INFO ] [sig       ] [1501/1690] Forecasting UE...
[2025-10-10T00:34:33.927984] [INFO ] [sig       ] Generating forecast for: UE
[2025-10-10T00:34:33.928027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-10-10T00:34:33.937747] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UE'.
[2025-10-10T00:34:33.938148] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-10-10T00:34:33.963383] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:33.964126] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-10-10T00:34:33.964203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:33.964276] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:33.964343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:33.964453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:33.981849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:33.982427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:33.982536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:33.982605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:34.013765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:34.013857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:34.013898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:34.013930] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:34.016907] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-10-10T00:34:34.017171] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-10-10T00:34:34.017303] [INFO ] [sig       ] UE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:34.162989] [INFO ] [LOCAL     ] Saved forecast: UE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UE.txt
[2025-10-10T00:34:34.163328] [INFO ] [sig       ] [1501/1690] Completed UE in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 46.7s
[2025-10-10T00:34:34.163415] [INFO ] [sig       ] [1502/1690] Forecasting UFI...
[2025-10-10T00:34:34.163477] [INFO ] [sig       ] Generating forecast for: UFI
[2025-10-10T00:34:34.163546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-10-10T00:34:34.172863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UFI'.
[2025-10-10T00:34:34.173220] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-10-10T00:34:34.198882] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:34.199583] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-10-10T00:34:34.199683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:34.199767] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:34.199839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:34.199937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:34.216871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:34.217471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:34.217576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:34.217623] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:34.249453] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:34.249549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:34.249589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:34.249621] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:34.252754] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-10-10T00:34:34.253024] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-10-10T00:34:34.253158] [INFO ] [sig       ] UFI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:34.394100] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UFI.txt
[2025-10-10T00:34:34.394392] [INFO ] [sig       ] [1502/1690] Completed UFI in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 46.4s
[2025-10-10T00:34:34.394468] [INFO ] [sig       ] [1503/1690] Forecasting UGI...
[2025-10-10T00:34:34.394538] [INFO ] [sig       ] Generating forecast for: UGI
[2025-10-10T00:34:34.394672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-10-10T00:34:34.403902] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UGI'.
[2025-10-10T00:34:34.404234] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-10-10T00:34:34.429279] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:34.430060] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-10-10T00:34:34.430137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:34.430207] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:34.430288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:34.430413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:34.447568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:34.448213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:34.448318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:34.448388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:34.480157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:34.480244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:34.480284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:34.480316] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:34.483415] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-10-10T00:34:34.483822] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-10-10T00:34:34.483975] [INFO ] [sig       ] UGI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:34.624397] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UGI.txt
[2025-10-10T00:34:34.624721] [INFO ] [sig       ] [1503/1690] Completed UGI in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 46.2s
[2025-10-10T00:34:34.624803] [INFO ] [sig       ] [1504/1690] Forecasting UGP...
[2025-10-10T00:34:34.624872] [INFO ] [sig       ] Generating forecast for: UGP
[2025-10-10T00:34:34.624941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-10-10T00:34:34.634090] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UGP'.
[2025-10-10T00:34:34.634480] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-10-10T00:34:34.660404] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:34.661304] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-10-10T00:34:34.661387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:34.661459] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:34.661528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:34.661625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:34.678907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:34.679844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:34.679959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:34.680028] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:34.713286] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:34.713478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:34.713523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:34.713556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:34.716955] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-10-10T00:34:34.717249] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-10-10T00:34:34.717392] [INFO ] [sig       ] UGP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:34.859072] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UGP.txt
[2025-10-10T00:34:34.859383] [INFO ] [sig       ] [1504/1690] Completed UGP in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 45.9s
[2025-10-10T00:34:34.859460] [INFO ] [sig       ] [1505/1690] Forecasting UHAL...
[2025-10-10T00:34:34.859530] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-10-10T00:34:34.859600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-10-10T00:34:34.872160] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UHAL'.
[2025-10-10T00:34:34.872667] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-10-10T00:34:34.898567] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:34.899287] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-10-10T00:34:34.899364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:34.899436] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:34.899504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:34.899608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:34.916571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:34.917233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:34.917341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:34.917411] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:34.952436] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:34.952541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:34.952582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:34.952614] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:34.955727] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-10-10T00:34:34.956007] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-10-10T00:34:34.956155] [INFO ] [sig       ] UHAL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:35.099866] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UHAL.txt
[2025-10-10T00:34:35.100236] [INFO ] [sig       ] [1505/1690] Completed UHAL in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 45.7s
[2025-10-10T00:34:35.100313] [INFO ] [sig       ] [1506/1690] Forecasting UHS...
[2025-10-10T00:34:35.100378] [INFO ] [sig       ] Generating forecast for: UHS
[2025-10-10T00:34:35.100464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-10-10T00:34:35.111136] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UHS'.
[2025-10-10T00:34:35.111717] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-10-10T00:34:35.137012] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:35.137841] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-10-10T00:34:35.137936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:35.138011] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:35.138079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:35.138179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:35.155036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:35.155601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:35.155730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:35.155800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:35.192686] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:35.192792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:35.192834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:35.192867] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:35.195898] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-10-10T00:34:35.196174] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-10-10T00:34:35.196317] [INFO ] [sig       ] UHS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:35.338399] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UHS.txt
[2025-10-10T00:34:35.338712] [INFO ] [sig       ] [1506/1690] Completed UHS in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 45.4s
[2025-10-10T00:34:35.338800] [INFO ] [sig       ] [1507/1690] Forecasting UHT...
[2025-10-10T00:34:35.338875] [INFO ] [sig       ] Generating forecast for: UHT
[2025-10-10T00:34:35.338928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-10-10T00:34:35.349294] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UHT'.
[2025-10-10T00:34:35.349768] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-10-10T00:34:35.375360] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:35.376250] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-10-10T00:34:35.376329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:35.376402] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:35.376503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:35.376624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:35.394021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:35.394626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:35.394754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:35.394836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:35.427940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:35.428044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:35.428105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:35.428139] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:35.431208] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-10-10T00:34:35.431483] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-10-10T00:34:35.431613] [INFO ] [sig       ] UHT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:35.574011] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UHT.txt
[2025-10-10T00:34:35.574334] [INFO ] [sig       ] [1507/1690] Completed UHT in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 45.2s
[2025-10-10T00:34:35.574414] [INFO ] [sig       ] [1508/1690] Forecasting UI...
[2025-10-10T00:34:35.574504] [INFO ] [sig       ] Generating forecast for: UI
[2025-10-10T00:34:35.574592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-10-10T00:34:35.583607] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UI'.
[2025-10-10T00:34:35.583965] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-10-10T00:34:35.609396] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:35.610160] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-10-10T00:34:35.610239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:35.610309] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:35.610391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:35.610517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:35.627683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:35.628336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:35.628441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:35.628523] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:35.662208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:35.662320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:35.662361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:35.662394] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:35.665481] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-10-10T00:34:35.665800] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-10-10T00:34:35.665944] [INFO ] [sig       ] UI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:35.815059] [INFO ] [LOCAL     ] Saved forecast: UI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UI.txt
[2025-10-10T00:34:35.815416] [INFO ] [sig       ] [1508/1690] Completed UI in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 44.9s
[2025-10-10T00:34:35.815501] [INFO ] [sig       ] [1509/1690] Forecasting UIS...
[2025-10-10T00:34:35.815572] [INFO ] [sig       ] Generating forecast for: UIS
[2025-10-10T00:34:35.815723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-10-10T00:34:35.824587] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UIS'.
[2025-10-10T00:34:35.824932] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-10-10T00:34:35.850328] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:35.851097] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-10-10T00:34:35.851175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:35.851246] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:35.851363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:35.851478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:35.868885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:35.869476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:35.869581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:35.869685] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:35.905048] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:35.905151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:35.905191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:35.905224] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:35.908310] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-10-10T00:34:35.908584] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-10-10T00:34:35.908747] [INFO ] [sig       ] UIS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:36.049882] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UIS.txt
[2025-10-10T00:34:36.050161] [INFO ] [sig       ] [1509/1690] Completed UIS in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 44.7s
[2025-10-10T00:34:36.050281] [INFO ] [sig       ] [1510/1690] Forecasting ULS...
[2025-10-10T00:34:36.050350] [INFO ] [sig       ] Generating forecast for: ULS
[2025-10-10T00:34:36.050420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'.
[2025-10-10T00:34:36.059301] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ULS'.
[2025-10-10T00:34:36.059626] [INFO ] [FORECASTER] Starting predict_future for ULS
[2025-10-10T00:34:36.084969] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:36.085760] [DEBUG] [LOCAL     ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt
[2025-10-10T00:34:36.085838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:36.085911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:36.085980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:36.086081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:36.107296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:36.108235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:36.108343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:36.108411] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:36.142711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:36.142820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:36.142862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:36.142895] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:36.146060] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: DOWN (p=45.48%)
[2025-10-10T00:34:36.146337] [INFO ] [FORECASTER] Completed predict_future for ULS
[2025-10-10T00:34:36.146473] [INFO ] [sig       ] ULS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:36.289156] [INFO ] [LOCAL     ] Saved forecast: ULS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ULS.txt
[2025-10-10T00:34:36.289432] [INFO ] [sig       ] [1510/1690] Completed ULS in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 44.4s
[2025-10-10T00:34:36.289513] [INFO ] [sig       ] [1511/1690] Forecasting UMC...
[2025-10-10T00:34:36.289583] [INFO ] [sig       ] Generating forecast for: UMC
[2025-10-10T00:34:36.289692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-10-10T00:34:36.299526] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UMC'.
[2025-10-10T00:34:36.300139] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-10-10T00:34:36.326162] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:36.326974] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-10-10T00:34:36.327053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:36.327126] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:36.327206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:36.327309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:36.345442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:36.346109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:36.346219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:36.346290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:36.384066] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:36.384250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:36.384296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:36.384331] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:36.387939] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-10-10T00:34:36.388251] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-10-10T00:34:36.388396] [INFO ] [sig       ] UMC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:36.538858] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UMC.txt
[2025-10-10T00:34:36.539218] [INFO ] [sig       ] [1511/1690] Completed UMC in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 44.2s
[2025-10-10T00:34:36.539301] [INFO ] [sig       ] [1512/1690] Forecasting UMH...
[2025-10-10T00:34:36.539372] [INFO ] [sig       ] Generating forecast for: UMH
[2025-10-10T00:34:36.539508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-10-10T00:34:36.551058] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UMH'.
[2025-10-10T00:34:36.551516] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-10-10T00:34:36.577023] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:36.577806] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-10-10T00:34:36.577886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:36.577994] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:36.578078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:36.578203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:36.596012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:36.596625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:36.596756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:36.596845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:36.632000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:36.632097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:36.632140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:36.632175] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:36.635296] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-10-10T00:34:36.635578] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-10-10T00:34:36.635748] [INFO ] [sig       ] UMH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:36.779230] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UMH.txt
[2025-10-10T00:34:36.779518] [INFO ] [sig       ] [1512/1690] Completed UMH in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 43.9s
[2025-10-10T00:34:36.779625] [INFO ] [sig       ] [1513/1690] Forecasting UNF...
[2025-10-10T00:34:36.779714] [INFO ] [sig       ] Generating forecast for: UNF
[2025-10-10T00:34:36.779805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-10-10T00:34:36.789131] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UNF'.
[2025-10-10T00:34:36.789466] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-10-10T00:34:36.815002] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:36.815828] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-10-10T00:34:36.815908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:36.815980] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:36.816049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:36.816151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:36.833870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:36.834445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:36.834553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:36.834623] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:36.868735] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:36.868834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:36.868878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:36.868912] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:36.871980] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-10-10T00:34:36.872254] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-10-10T00:34:36.872396] [INFO ] [sig       ] UNF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:37.014757] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UNF.txt
[2025-10-10T00:34:37.014997] [INFO ] [sig       ] [1513/1690] Completed UNF in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 43.7s
[2025-10-10T00:34:37.015093] [INFO ] [sig       ] [1514/1690] Forecasting UNFI...
[2025-10-10T00:34:37.015144] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-10-10T00:34:37.015213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-10-10T00:34:37.024101] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UNFI'.
[2025-10-10T00:34:37.024401] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-10-10T00:34:37.050155] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:37.050926] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-10-10T00:34:37.051005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:37.051078] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:37.051148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:37.051248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:37.068803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:37.069385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:37.069494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:37.069564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:37.105390] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:37.105486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:37.105542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:37.105576] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:37.108804] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-10-10T00:34:37.109104] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-10-10T00:34:37.109238] [INFO ] [sig       ] UNFI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:37.256489] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UNFI.txt
[2025-10-10T00:34:37.256906] [INFO ] [sig       ] [1514/1690] Completed UNFI in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 43.4s
[2025-10-10T00:34:37.256989] [INFO ] [sig       ] [1515/1690] Forecasting UNH...
[2025-10-10T00:34:37.257061] [INFO ] [sig       ] Generating forecast for: UNH
[2025-10-10T00:34:37.257132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-10-10T00:34:37.267245] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UNH'.
[2025-10-10T00:34:37.267560] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-10-10T00:34:37.293999] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:37.294795] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-10-10T00:34:37.294890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:37.294993] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:37.295076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:37.295177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:37.312980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:37.313581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:37.313723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:37.313798] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:37.350499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:37.350629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:37.350719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:37.350768] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:37.354158] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-10-10T00:34:37.354451] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-10-10T00:34:37.354593] [INFO ] [sig       ] UNH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:37.497625] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UNH.txt
[2025-10-10T00:34:37.498003] [INFO ] [sig       ] [1515/1690] Completed UNH in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 43.2s
[2025-10-10T00:34:37.498093] [INFO ] [sig       ] [1516/1690] Forecasting UNM...
[2025-10-10T00:34:37.498163] [INFO ] [sig       ] Generating forecast for: UNM
[2025-10-10T00:34:37.498304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-10-10T00:34:37.508295] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UNM'.
[2025-10-10T00:34:37.508697] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-10-10T00:34:37.533831] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:37.534560] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-10-10T00:34:37.534638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:37.534729] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:37.534794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:37.534905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:37.551963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:37.552546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:37.552673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:37.552745] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:37.586964] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:37.587106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:37.587149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:37.587181] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:37.590565] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-10-10T00:34:37.590912] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-10-10T00:34:37.591065] [INFO ] [sig       ] UNM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:37.734627] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UNM.txt
[2025-10-10T00:34:37.734908] [INFO ] [sig       ] [1516/1690] Completed UNM in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 43.0s
[2025-10-10T00:34:37.735006] [INFO ] [sig       ] [1517/1690] Forecasting UNMA...
[2025-10-10T00:34:37.735074] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-10-10T00:34:37.735143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-10-10T00:34:37.744288] [DEBUG] [REMOTE    ] Successfully parsed 1805 rows of historical data for symbol 'UNMA'.
[2025-10-10T00:34:37.744736] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-10-10T00:34:37.771122] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:37.771941] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-10-10T00:34:37.772023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:37.772107] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:37.772193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:37.772309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:37.790473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:37.791133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:37.791248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:37.791334] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:37.825202] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:37.825320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:37.825362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:37.825395] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:37.828639] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=52.16%)
[2025-10-10T00:34:37.828993] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-10-10T00:34:37.829140] [INFO ] [sig       ] UNMA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:37.973784] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UNMA.txt
[2025-10-10T00:34:37.974088] [INFO ] [sig       ] [1517/1690] Completed UNMA in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 42.7s
[2025-10-10T00:34:37.974200] [INFO ] [sig       ] [1518/1690] Forecasting UNP...
[2025-10-10T00:34:37.974287] [INFO ] [sig       ] Generating forecast for: UNP
[2025-10-10T00:34:37.974373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-10-10T00:34:37.983909] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UNP'.
[2025-10-10T00:34:37.984293] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-10-10T00:34:38.010086] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:38.010846] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-10-10T00:34:38.010923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:38.010995] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:38.011063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:38.011160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:38.028445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:38.029106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:38.029214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:38.029283] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:38.063357] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:38.063483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:38.063524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:38.063557] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:38.066788] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-10-10T00:34:38.067090] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-10-10T00:34:38.067237] [INFO ] [sig       ] UNP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:38.217237] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UNP.txt
[2025-10-10T00:34:38.217598] [INFO ] [sig       ] [1518/1690] Completed UNP in 0.2s | 4.05 sym/s | Total: 6.2m | ETA: 42.5s
[2025-10-10T00:34:38.217707] [INFO ] [sig       ] [1519/1690] Forecasting UP...
[2025-10-10T00:34:38.217778] [INFO ] [sig       ] Generating forecast for: UP
[2025-10-10T00:34:38.217868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-10-10T00:34:38.230513] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UP'.
[2025-10-10T00:34:38.230994] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-10-10T00:34:38.263783] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:38.264610] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-10-10T00:34:38.264775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:38.264856] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:38.264940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:38.265048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:38.287058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:38.287898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:38.288047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:38.288122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:38.332141] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:38.332339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:38.332392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:38.332433] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:38.336948] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-10-10T00:34:38.337254] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-10-10T00:34:38.337459] [INFO ] [sig       ] UP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:38.504498] [INFO ] [LOCAL     ] Saved forecast: UP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UP.txt
[2025-10-10T00:34:38.504883] [INFO ] [sig       ] [1519/1690] Completed UP in 0.3s | 4.05 sym/s | Total: 6.2m | ETA: 42.2s
[2025-10-10T00:34:38.504956] [INFO ] [sig       ] [1520/1690] Forecasting UPS...
[2025-10-10T00:34:38.504999] [INFO ] [sig       ] Generating forecast for: UPS
[2025-10-10T00:34:38.505064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-10-10T00:34:38.515077] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UPS'.
[2025-10-10T00:34:38.515491] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-10-10T00:34:38.541212] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:38.542065] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-10-10T00:34:38.542144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:38.542216] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:38.542300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:38.542399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:38.559887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:38.560523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:38.560635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:38.560747] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:38.598158] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:38.598308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:38.598350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:38.598383] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:38.601844] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-10-10T00:34:38.602133] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-10-10T00:34:38.602274] [INFO ] [sig       ] UPS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:38.748055] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UPS.txt
[2025-10-10T00:34:38.748394] [INFO ] [sig       ] [1520/1690] Completed UPS in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 42.0s
[2025-10-10T00:34:38.748493] [INFO ] [sig       ] [1521/1690] Forecasting URI...
[2025-10-10T00:34:38.748583] [INFO ] [sig       ] Generating forecast for: URI
[2025-10-10T00:34:38.748697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-10-10T00:34:38.757609] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'URI'.
[2025-10-10T00:34:38.757972] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-10-10T00:34:38.783811] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:38.784567] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-10-10T00:34:38.784709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:38.784834] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:38.784908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:38.785046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:38.802731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:38.803350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:38.803462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:38.803513] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:38.840513] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:38.840616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:38.840689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:38.840766] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:38.844042] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-10-10T00:34:38.844328] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-10-10T00:34:38.844465] [INFO ] [sig       ] URI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:38.987950] [INFO ] [LOCAL     ] Saved forecast: URI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/URI.txt
[2025-10-10T00:34:38.988232] [INFO ] [sig       ] [1521/1690] Completed URI in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 41.7s
[2025-10-10T00:34:38.988311] [INFO ] [sig       ] [1522/1690] Forecasting USA...
[2025-10-10T00:34:38.988378] [INFO ] [sig       ] Generating forecast for: USA
[2025-10-10T00:34:38.988493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-10-10T00:34:38.997380] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USA'.
[2025-10-10T00:34:38.997704] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-10-10T00:34:39.030591] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:39.031970] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-10-10T00:34:39.032052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:39.032126] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:39.032208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:39.032397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:39.050316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:39.051052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:39.051177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:39.051264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:39.087613] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:39.087749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:39.087797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:39.087831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:39.091037] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-10-10T00:34:39.091327] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-10-10T00:34:39.091467] [INFO ] [sig       ] USA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:39.236333] [INFO ] [LOCAL     ] Saved forecast: USA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/USA.txt
[2025-10-10T00:34:39.236611] [INFO ] [sig       ] [1522/1690] Completed USA in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 41.5s
[2025-10-10T00:34:39.236735] [INFO ] [sig       ] [1523/1690] Forecasting USAC...
[2025-10-10T00:34:39.236805] [INFO ] [sig       ] Generating forecast for: USAC
[2025-10-10T00:34:39.236873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-10-10T00:34:39.247580] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USAC'.
[2025-10-10T00:34:39.248019] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-10-10T00:34:39.273455] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:39.274246] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-10-10T00:34:39.274326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:39.274397] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:39.274465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:39.274621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:39.292107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:39.292744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:39.292851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:39.292923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:39.326854] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:39.326950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:39.326990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:39.327023] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:39.330130] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-10-10T00:34:39.330402] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-10-10T00:34:39.330537] [INFO ] [sig       ] USAC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:39.474387] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/USAC.txt
[2025-10-10T00:34:39.474675] [INFO ] [sig       ] [1523/1690] Completed USAC in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 41.2s
[2025-10-10T00:34:39.474756] [INFO ] [sig       ] [1524/1690] Forecasting USB...
[2025-10-10T00:34:39.474825] [INFO ] [sig       ] Generating forecast for: USB
[2025-10-10T00:34:39.474894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-10-10T00:34:39.484105] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USB'.
[2025-10-10T00:34:39.484426] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-10-10T00:34:39.509389] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:39.510143] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-10-10T00:34:39.510220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:39.510293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:39.510375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:39.510490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:39.527486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:39.528140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:39.528245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:39.528326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:39.563130] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:39.563229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:39.563269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:39.563301] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:39.566408] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-10-10T00:34:39.566710] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-10-10T00:34:39.566860] [INFO ] [sig       ] USB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:39.708226] [INFO ] [LOCAL     ] Saved forecast: USB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/USB.txt
[2025-10-10T00:34:39.708540] [INFO ] [sig       ] [1524/1690] Completed USB in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 41.0s
[2025-10-10T00:34:39.708620] [INFO ] [sig       ] [1525/1690] Forecasting USFD...
[2025-10-10T00:34:39.708733] [INFO ] [sig       ] Generating forecast for: USFD
[2025-10-10T00:34:39.708809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-10-10T00:34:39.719760] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USFD'.
[2025-10-10T00:34:39.720285] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-10-10T00:34:39.754302] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:39.755221] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-10-10T00:34:39.755311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:39.755409] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:39.755500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:39.755637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:39.773190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:39.774078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:39.774212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:39.774300] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:39.818088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:39.818357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:39.818430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:39.818471] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:39.822698] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-10-10T00:34:39.823074] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-10-10T00:34:39.823236] [INFO ] [sig       ] USFD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:39.972972] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/USFD.txt
[2025-10-10T00:34:39.973222] [INFO ] [sig       ] [1525/1690] Completed USFD in 0.3s | 4.05 sym/s | Total: 6.3m | ETA: 40.7s
[2025-10-10T00:34:39.973300] [INFO ] [sig       ] [1526/1690] Forecasting USNA...
[2025-10-10T00:34:39.973397] [INFO ] [sig       ] Generating forecast for: USNA
[2025-10-10T00:34:39.973459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-10-10T00:34:39.983426] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USNA'.
[2025-10-10T00:34:39.983801] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-10-10T00:34:40.009601] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:40.010378] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-10-10T00:34:40.010475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:40.010576] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:40.010693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:40.010848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:40.028287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:40.028977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:40.029103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:40.029202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:40.068960] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:40.069084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:40.069128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:40.069164] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:40.072864] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-10-10T00:34:40.073173] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-10-10T00:34:40.073322] [INFO ] [sig       ] USNA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:40.215788] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/USNA.txt
[2025-10-10T00:34:40.216034] [INFO ] [sig       ] [1526/1690] Completed USNA in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 40.5s
[2025-10-10T00:34:40.216148] [INFO ] [sig       ] [1527/1690] Forecasting USPH...
[2025-10-10T00:34:40.216202] [INFO ] [sig       ] Generating forecast for: USPH
[2025-10-10T00:34:40.216266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-10-10T00:34:40.224817] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'USPH'.
[2025-10-10T00:34:40.225111] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-10-10T00:34:40.250192] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:40.251024] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-10-10T00:34:40.251101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:40.251172] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:40.251239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:40.251335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:40.268511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:40.269120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:40.269223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:40.269295] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:40.301617] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:40.301739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:40.301786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:40.301819] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:40.304935] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-10-10T00:34:40.305210] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-10-10T00:34:40.305342] [INFO ] [sig       ] USPH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:40.447317] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/USPH.txt
[2025-10-10T00:34:40.447553] [INFO ] [sig       ] [1527/1690] Completed USPH in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 40.2s
[2025-10-10T00:34:40.447667] [INFO ] [sig       ] [1528/1690] Forecasting UTF...
[2025-10-10T00:34:40.447740] [INFO ] [sig       ] Generating forecast for: UTF
[2025-10-10T00:34:40.447813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-10-10T00:34:40.456315] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UTF'.
[2025-10-10T00:34:40.456624] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-10-10T00:34:40.481630] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:40.482353] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-10-10T00:34:40.482430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:40.482501] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:40.482565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:40.482686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:40.499626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:40.500210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:40.500314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:40.500382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:40.535673] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:40.535774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:40.535815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:40.535865] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:40.540115] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-10-10T00:34:40.540620] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-10-10T00:34:40.540842] [INFO ] [sig       ] UTF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:40.683486] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UTF.txt
[2025-10-10T00:34:40.683825] [INFO ] [sig       ] [1528/1690] Completed UTF in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 40.0s
[2025-10-10T00:34:40.683906] [INFO ] [sig       ] [1529/1690] Forecasting UTI...
[2025-10-10T00:34:40.683979] [INFO ] [sig       ] Generating forecast for: UTI
[2025-10-10T00:34:40.684049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-10-10T00:34:40.693754] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UTI'.
[2025-10-10T00:34:40.694105] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-10-10T00:34:40.719408] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:40.720166] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-10-10T00:34:40.720243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:40.720314] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:40.720381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:40.720480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:40.737442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:40.738097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:40.738204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:40.738272] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:40.768894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:40.769011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:40.769060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:40.769097] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:40.772187] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-10-10T00:34:40.772463] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-10-10T00:34:40.772595] [INFO ] [sig       ] UTI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:40.915833] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UTI.txt
[2025-10-10T00:34:40.916219] [INFO ] [sig       ] [1529/1690] Completed UTI in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 39.7s
[2025-10-10T00:34:40.916300] [INFO ] [sig       ] [1530/1690] Forecasting UTL...
[2025-10-10T00:34:40.916369] [INFO ] [sig       ] Generating forecast for: UTL
[2025-10-10T00:34:40.916437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-10-10T00:34:40.925928] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UTL'.
[2025-10-10T00:34:40.926311] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-10-10T00:34:40.951564] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:40.952308] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-10-10T00:34:40.952386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:40.952458] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:40.952526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:40.952624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:40.970204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:40.970886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:40.970999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:40.971070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:41.007531] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:41.007720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:41.007784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:41.007819] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:41.011219] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-10-10T00:34:41.011508] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-10-10T00:34:41.011674] [INFO ] [sig       ] UTL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:41.155036] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UTL.txt
[2025-10-10T00:34:41.155337] [INFO ] [sig       ] [1530/1690] Completed UTL in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 39.5s
[2025-10-10T00:34:41.155415] [INFO ] [sig       ] [1531/1690] Forecasting UTZ...
[2025-10-10T00:34:41.155484] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-10-10T00:34:41.155556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-10-10T00:34:41.164868] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UTZ'.
[2025-10-10T00:34:41.165167] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-10-10T00:34:41.190375] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:41.191193] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-10-10T00:34:41.191271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:41.191342] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:41.191411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:41.191515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:41.209137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:41.209752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:41.209856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:41.209926] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:41.247145] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:41.247253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:41.247295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:41.247327] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:41.250522] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-10-10T00:34:41.250835] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-10-10T00:34:41.250989] [INFO ] [sig       ] UTZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:41.393717] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UTZ.txt
[2025-10-10T00:34:41.394089] [INFO ] [sig       ] [1531/1690] Completed UTZ in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 39.2s
[2025-10-10T00:34:41.394169] [INFO ] [sig       ] [1532/1690] Forecasting UVE...
[2025-10-10T00:34:41.394239] [INFO ] [sig       ] Generating forecast for: UVE
[2025-10-10T00:34:41.394289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-10-10T00:34:41.404419] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UVE'.
[2025-10-10T00:34:41.404875] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-10-10T00:34:41.431096] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:41.432237] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-10-10T00:34:41.432321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:41.432396] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:41.432467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:41.432567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:41.451405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:41.452383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:41.452506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:41.452581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:41.505995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:41.506260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:41.506326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:41.506372] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:41.512053] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-10-10T00:34:41.512843] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-10-10T00:34:41.513081] [INFO ] [sig       ] UVE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:41.759313] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UVE.txt
[2025-10-10T00:34:41.759846] [INFO ] [sig       ] [1532/1690] Completed UVE in 0.4s | 4.05 sym/s | Total: 6.3m | ETA: 39.0s
[2025-10-10T00:34:41.759957] [INFO ] [sig       ] [1533/1690] Forecasting UVV...
[2025-10-10T00:34:41.760049] [INFO ] [sig       ] Generating forecast for: UVV
[2025-10-10T00:34:41.760143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-10-10T00:34:41.772726] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UVV'.
[2025-10-10T00:34:41.773298] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-10-10T00:34:41.808428] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:41.809915] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-10-10T00:34:41.810031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:41.810123] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:41.810211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:41.810325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:41.838733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:41.840079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:41.840246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:41.840339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:41.891268] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:41.891536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:41.891617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:41.891716] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:41.897479] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-10-10T00:34:41.898174] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-10-10T00:34:41.898431] [INFO ] [sig       ] UVV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:42.121442] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UVV.txt
[2025-10-10T00:34:42.121980] [INFO ] [sig       ] [1533/1690] Completed UVV in 0.4s | 4.05 sym/s | Total: 6.3m | ETA: 38.8s
[2025-10-10T00:34:42.122081] [INFO ] [sig       ] [1534/1690] Forecasting UWMC...
[2025-10-10T00:34:42.122142] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-10-10T00:34:42.122199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-10-10T00:34:42.136618] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UWMC'.
[2025-10-10T00:34:42.137293] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-10-10T00:34:42.175439] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:42.176613] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-10-10T00:34:42.176733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:42.176830] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:42.176903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:42.177047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:42.200612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:42.201902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:42.202038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:42.202127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:42.242784] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:42.242995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:42.243048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:42.243084] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:42.247528] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-10-10T00:34:42.247939] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-10-10T00:34:42.248172] [INFO ] [sig       ] UWMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:42.437048] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UWMC.txt
[2025-10-10T00:34:42.437506] [INFO ] [sig       ] [1534/1690] Completed UWMC in 0.3s | 4.05 sym/s | Total: 6.3m | ETA: 38.5s
[2025-10-10T00:34:42.437615] [INFO ] [sig       ] [1535/1690] Forecasting UZD...
[2025-10-10T00:34:42.437709] [INFO ] [sig       ] Generating forecast for: UZD
[2025-10-10T00:34:42.437857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-10-10T00:34:42.451542] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UZD'.
[2025-10-10T00:34:42.452184] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-10-10T00:34:42.492855] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:42.494138] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-10-10T00:34:42.494246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:42.494346] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:42.494436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:42.494577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:42.522469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:42.523746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:42.523887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:42.523971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:42.564353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:42.564564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:42.564671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:42.564773] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:42.570277] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-10-10T00:34:42.570810] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-10-10T00:34:42.571052] [INFO ] [sig       ] UZD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:42.732296] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UZD.txt
[2025-10-10T00:34:42.732606] [INFO ] [sig       ] [1535/1690] Completed UZD in 0.3s | 4.05 sym/s | Total: 6.3m | ETA: 38.3s
[2025-10-10T00:34:42.732704] [INFO ] [sig       ] [1536/1690] Forecasting UZE...
[2025-10-10T00:34:42.732774] [INFO ] [sig       ] Generating forecast for: UZE
[2025-10-10T00:34:42.732845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-10-10T00:34:42.743774] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UZE'.
[2025-10-10T00:34:42.744320] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-10-10T00:34:42.770957] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:42.771848] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-10-10T00:34:42.771929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:42.772019] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:42.772106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:42.772237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:42.790483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:42.791570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:42.791738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:42.791813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:42.827226] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:42.827316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:42.827356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:42.827389] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:42.830577] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-10-10T00:34:42.830892] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-10-10T00:34:42.831048] [INFO ] [sig       ] UZE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:42.972699] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/UZE.txt
[2025-10-10T00:34:42.973036] [INFO ] [sig       ] [1536/1690] Completed UZE in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 38.0s
[2025-10-10T00:34:42.973118] [INFO ] [sig       ] [1537/1690] Forecasting UZF...
[2025-10-10T00:34:42.973205] [INFO ] [sig       ] Generating forecast for: UZF
[2025-10-10T00:34:42.973295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'.
[2025-10-10T00:34:42.982425] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'UZF'.
[2025-10-10T00:34:42.982781] [INFO ] [FORECASTER] Starting predict_future for UZF
[2025-10-10T00:34:43.008149] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:43.008975] [DEBUG] [LOCAL     ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt
[2025-10-10T00:34:43.009071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:43.009171] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:43.009258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:43.009380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:43.026472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:43.027096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:43.027202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:43.027290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:43.060024] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:43.060136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:43.060183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:43.060215] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:43.063278] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-10-10T00:34:43.063546] [INFO ] [FORECASTER] Completed predict_future for UZF
[2025-10-10T00:34:43.063707] [INFO ] [sig       ] UZF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:43.207856] [INFO ] [LOCAL     ] Saved forecast: UZF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/UZF.txt
[2025-10-10T00:34:43.208256] [INFO ] [sig       ] [1537/1690] Completed UZF in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 37.8s
[2025-10-10T00:34:43.208338] [INFO ] [sig       ] [1538/1690] Forecasting V...
[2025-10-10T00:34:43.208422] [INFO ] [sig       ] Generating forecast for: V
[2025-10-10T00:34:43.208508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-10-10T00:34:43.220293] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'V'.
[2025-10-10T00:34:43.220946] [INFO ] [FORECASTER] Starting predict_future for V
[2025-10-10T00:34:43.249223] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:43.250105] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-10-10T00:34:43.250185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:43.250258] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:43.250328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:43.250426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:43.268201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:43.269183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:43.269302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:43.269372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:43.306879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:43.306991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:43.307033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:43.307066] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:43.310680] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-10-10T00:34:43.310973] [INFO ] [FORECASTER] Completed predict_future for V
[2025-10-10T00:34:43.311118] [INFO ] [sig       ] V: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:43.453781] [INFO ] [LOCAL     ] Saved forecast: V	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/V.txt
[2025-10-10T00:34:43.454067] [INFO ] [sig       ] [1538/1690] Completed V in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 37.5s
[2025-10-10T00:34:43.454150] [INFO ] [sig       ] [1539/1690] Forecasting VAC...
[2025-10-10T00:34:43.454220] [INFO ] [sig       ] Generating forecast for: VAC
[2025-10-10T00:34:43.454293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-10-10T00:34:43.463363] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VAC'.
[2025-10-10T00:34:43.463703] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-10-10T00:34:43.488837] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:43.489721] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-10-10T00:34:43.489800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:43.489871] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:43.489971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:43.490109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:43.507373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:43.508043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:43.508150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:43.508220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:43.545738] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:43.545841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:43.545882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:43.545914] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:43.549004] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-10-10T00:34:43.549281] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-10-10T00:34:43.549426] [INFO ] [sig       ] VAC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:43.692312] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VAC.txt
[2025-10-10T00:34:43.692730] [INFO ] [sig       ] [1539/1690] Completed VAC in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 37.3s
[2025-10-10T00:34:43.692815] [INFO ] [sig       ] [1540/1690] Forecasting VAL...
[2025-10-10T00:34:43.692898] [INFO ] [sig       ] Generating forecast for: VAL
[2025-10-10T00:34:43.692983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-10-10T00:34:43.702574] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VAL'.
[2025-10-10T00:34:43.703013] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-10-10T00:34:43.729200] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:43.730035] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-10-10T00:34:43.730115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:43.730188] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:43.730258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:43.730360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:43.748625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:43.749306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:43.749418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:43.749489] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:43.787151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:43.787315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:43.787362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:43.787396] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:43.791147] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-10-10T00:34:43.791490] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-10-10T00:34:43.791669] [INFO ] [sig       ] VAL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:43.939875] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VAL.txt
[2025-10-10T00:34:43.940220] [INFO ] [sig       ] [1540/1690] Completed VAL in 0.2s | 4.05 sym/s | Total: 6.3m | ETA: 37.1s
[2025-10-10T00:34:43.940332] [INFO ] [sig       ] [1541/1690] Forecasting VALE...
[2025-10-10T00:34:43.940417] [INFO ] [sig       ] Generating forecast for: VALE
[2025-10-10T00:34:43.940492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-10-10T00:34:43.949924] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VALE'.
[2025-10-10T00:34:43.950282] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-10-10T00:34:43.976260] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:43.977103] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-10-10T00:34:43.977184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:43.977258] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:43.977328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:43.977430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:43.995221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:43.995907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:43.996015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:43.996086] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:44.033892] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:44.034073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:44.034118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:44.034152] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:44.037631] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-10-10T00:34:44.038110] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-10-10T00:34:44.038278] [INFO ] [sig       ] VALE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:44.193045] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VALE.txt
[2025-10-10T00:34:44.193434] [INFO ] [sig       ] [1541/1690] Completed VALE in 0.3s | 4.05 sym/s | Total: 6.3m | ETA: 36.8s
[2025-10-10T00:34:44.193534] [INFO ] [sig       ] [1542/1690] Forecasting VATE...
[2025-10-10T00:34:44.193638] [INFO ] [sig       ] Generating forecast for: VATE
[2025-10-10T00:34:44.193771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-10-10T00:34:44.202446] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VATE'.
[2025-10-10T00:34:44.202858] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-10-10T00:34:44.229786] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:44.230852] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-10-10T00:34:44.230934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:44.231013] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:44.231085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:44.231186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:44.249268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:44.250244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:44.250384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:44.250480] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:44.293353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:44.293581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:44.293631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:44.293779] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:44.297731] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: DOWN (p=24.89%)
[2025-10-10T00:34:44.298184] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-10-10T00:34:44.298557] [INFO ] [sig       ] VATE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:44.457852] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VATE.txt
[2025-10-10T00:34:44.458283] [INFO ] [sig       ] [1542/1690] Completed VATE in 0.3s | 4.05 sym/s | Total: 6.3m | ETA: 36.6s
[2025-10-10T00:34:44.458391] [INFO ] [sig       ] [1543/1690] Forecasting VBF...
[2025-10-10T00:34:44.458468] [INFO ] [sig       ] Generating forecast for: VBF
[2025-10-10T00:34:44.458553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-10-10T00:34:44.468630] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VBF'.
[2025-10-10T00:34:44.469194] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-10-10T00:34:44.495928] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:44.497006] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-10-10T00:34:44.497096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:44.497170] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:44.497326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:44.497431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:44.516508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:44.517510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:44.517631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:44.517738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:44.553124] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:44.553288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:44.553333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:44.553366] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:44.557019] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-10-10T00:34:44.557319] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-10-10T00:34:44.557461] [INFO ] [sig       ] VBF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:44.713038] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VBF.txt
[2025-10-10T00:34:44.713319] [INFO ] [sig       ] [1543/1690] Completed VBF in 0.3s | 4.05 sym/s | Total: 6.4m | ETA: 36.3s
[2025-10-10T00:34:44.713417] [INFO ] [sig       ] [1544/1690] Forecasting VCV...
[2025-10-10T00:34:44.713493] [INFO ] [sig       ] Generating forecast for: VCV
[2025-10-10T00:34:44.713566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-10-10T00:34:44.723192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VCV'.
[2025-10-10T00:34:44.723692] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-10-10T00:34:44.749676] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:44.750479] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-10-10T00:34:44.750561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:44.750670] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:44.750744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:44.750860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:44.768266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:44.769159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:44.769272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:44.769355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:44.805596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:44.805854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:44.805910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:44.805944] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:44.809770] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: UP (p=59.47%)
[2025-10-10T00:34:44.810121] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-10-10T00:34:44.810288] [INFO ] [sig       ] VCV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:44.960819] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VCV.txt
[2025-10-10T00:34:44.961186] [INFO ] [sig       ] [1544/1690] Completed VCV in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 36.1s
[2025-10-10T00:34:44.961267] [INFO ] [sig       ] [1545/1690] Forecasting VEEV...
[2025-10-10T00:34:44.961337] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-10-10T00:34:44.961431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-10-10T00:34:44.971223] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VEEV'.
[2025-10-10T00:34:44.971572] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-10-10T00:34:44.997283] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:44.998072] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-10-10T00:34:44.998151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:44.998221] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:44.998290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:44.998388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:45.016032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:45.016635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:45.016762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:45.016832] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:45.056091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:45.056188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:45.056228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:45.056260] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:45.059391] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=42.13%)
[2025-10-10T00:34:45.059708] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-10-10T00:34:45.059863] [INFO ] [sig       ] VEEV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:45.203116] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VEEV.txt
[2025-10-10T00:34:45.203358] [INFO ] [sig       ] [1545/1690] Completed VEEV in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 35.8s
[2025-10-10T00:34:45.203436] [INFO ] [sig       ] [1546/1690] Forecasting VEL...
[2025-10-10T00:34:45.203526] [INFO ] [sig       ] Generating forecast for: VEL
[2025-10-10T00:34:45.203582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-10-10T00:34:45.213700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VEL'.
[2025-10-10T00:34:45.214206] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-10-10T00:34:45.241196] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:45.242204] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-10-10T00:34:45.242287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:45.242374] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:45.242456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:45.242582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:45.259962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:45.261096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:45.261216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:45.261301] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:45.298179] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:45.298416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:45.298467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:45.298502] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:45.302241] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-10-10T00:34:45.302573] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-10-10T00:34:45.302760] [INFO ] [sig       ] VEL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:45.446357] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VEL.txt
[2025-10-10T00:34:45.446633] [INFO ] [sig       ] [1546/1690] Completed VEL in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 35.6s
[2025-10-10T00:34:45.446763] [INFO ] [sig       ] [1547/1690] Forecasting VET...
[2025-10-10T00:34:45.446834] [INFO ] [sig       ] Generating forecast for: VET
[2025-10-10T00:34:45.446906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-10-10T00:34:45.456048] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VET'.
[2025-10-10T00:34:45.456349] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-10-10T00:34:45.481681] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:45.482410] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-10-10T00:34:45.482490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:45.482561] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:45.482629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:45.482751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:45.500114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:45.500744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:45.500853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:45.500923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:45.536409] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:45.536518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:45.536560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:45.536592] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:45.539788] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-10-10T00:34:45.540096] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-10-10T00:34:45.540240] [INFO ] [sig       ] VET: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:45.682538] [INFO ] [LOCAL     ] Saved forecast: VET	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VET.txt
[2025-10-10T00:34:45.682892] [INFO ] [sig       ] [1547/1690] Completed VET in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 35.3s
[2025-10-10T00:34:45.682981] [INFO ] [sig       ] [1548/1690] Forecasting VFC...
[2025-10-10T00:34:45.683051] [INFO ] [sig       ] Generating forecast for: VFC
[2025-10-10T00:34:45.683132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-10-10T00:34:45.692557] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VFC'.
[2025-10-10T00:34:45.692920] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-10-10T00:34:45.719484] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:45.720475] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-10-10T00:34:45.720555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:45.720629] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:45.720722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:45.720825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:45.739273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:45.739952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:45.740063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:45.740137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:45.777277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:45.777414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:45.777459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:45.777492] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:45.782130] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-10-10T00:34:45.782437] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-10-10T00:34:45.782577] [INFO ] [sig       ] VFC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:45.929397] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VFC.txt
[2025-10-10T00:34:45.929825] [INFO ] [sig       ] [1548/1690] Completed VFC in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 35.1s
[2025-10-10T00:34:45.929906] [INFO ] [sig       ] [1549/1690] Forecasting VGI...
[2025-10-10T00:34:45.929976] [INFO ] [sig       ] Generating forecast for: VGI
[2025-10-10T00:34:45.930047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-10-10T00:34:45.938893] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VGI'.
[2025-10-10T00:34:45.939176] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-10-10T00:34:45.964537] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:45.965307] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-10-10T00:34:45.965386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:45.965458] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:45.965527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:45.965628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:45.983067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:45.983638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:45.983794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:45.983868] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:46.018061] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:46.018153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:46.018194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:46.018226] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:46.021259] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2025-10-10T00:34:46.021570] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-10-10T00:34:46.021765] [INFO ] [sig       ] VGI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:46.164403] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VGI.txt
[2025-10-10T00:34:46.164688] [INFO ] [sig       ] [1549/1690] Completed VGI in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 34.8s
[2025-10-10T00:34:46.164812] [INFO ] [sig       ] [1550/1690] Forecasting VGM...
[2025-10-10T00:34:46.164881] [INFO ] [sig       ] Generating forecast for: VGM
[2025-10-10T00:34:46.164952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-10-10T00:34:46.174353] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VGM'.
[2025-10-10T00:34:46.174807] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-10-10T00:34:46.200560] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:46.201498] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-10-10T00:34:46.201578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:46.201680] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:46.201752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:46.201885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:46.219355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:46.220018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:46.220128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:46.220212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:46.258131] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:46.258319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:46.258366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:46.258399] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:46.261918] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-10-10T00:34:46.262223] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-10-10T00:34:46.262365] [INFO ] [sig       ] VGM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:46.411308] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VGM.txt
[2025-10-10T00:34:46.411703] [INFO ] [sig       ] [1550/1690] Completed VGM in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 34.6s
[2025-10-10T00:34:46.411790] [INFO ] [sig       ] [1551/1690] Forecasting VHI...
[2025-10-10T00:34:46.411860] [INFO ] [sig       ] Generating forecast for: VHI
[2025-10-10T00:34:46.411933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'.
[2025-10-10T00:34:46.420927] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VHI'.
[2025-10-10T00:34:46.421359] [INFO ] [FORECASTER] Starting predict_future for VHI
[2025-10-10T00:34:46.447073] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:46.448056] [DEBUG] [LOCAL     ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt
[2025-10-10T00:34:46.448153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:46.448242] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:46.448325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:46.448439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:46.465928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:46.466819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:46.466934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:46.467015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:46.503101] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:46.503322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:46.503373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:46.503408] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:46.507117] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-10-10T00:34:46.507420] [INFO ] [FORECASTER] Completed predict_future for VHI
[2025-10-10T00:34:46.507564] [INFO ] [sig       ] VHI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:46.663352] [INFO ] [LOCAL     ] Saved forecast: VHI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VHI.txt
[2025-10-10T00:34:46.663711] [INFO ] [sig       ] [1551/1690] Completed VHI in 0.3s | 4.05 sym/s | Total: 6.4m | ETA: 34.3s
[2025-10-10T00:34:46.663796] [INFO ] [sig       ] [1552/1690] Forecasting VICI...
[2025-10-10T00:34:46.663881] [INFO ] [sig       ] Generating forecast for: VICI
[2025-10-10T00:34:46.663969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-10-10T00:34:46.673262] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VICI'.
[2025-10-10T00:34:46.673580] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-10-10T00:34:46.700206] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:46.701057] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-10-10T00:34:46.701137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:46.701219] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:46.701305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:46.701477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:46.718994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:46.719598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:46.719727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:46.719810] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:46.755035] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:46.755180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:46.755222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:46.755255] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:46.758704] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-10-10T00:34:46.758994] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-10-10T00:34:46.759134] [INFO ] [sig       ] VICI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:46.908020] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VICI.txt
[2025-10-10T00:34:46.908345] [INFO ] [sig       ] [1552/1690] Completed VICI in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 34.1s
[2025-10-10T00:34:46.908445] [INFO ] [sig       ] [1553/1690] Forecasting VIK...
[2025-10-10T00:34:46.908531] [INFO ] [sig       ] Generating forecast for: VIK
[2025-10-10T00:34:46.908620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'.
[2025-10-10T00:34:46.917308] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VIK'.
[2025-10-10T00:34:46.917638] [INFO ] [FORECASTER] Starting predict_future for VIK
[2025-10-10T00:34:46.943155] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:46.943994] [DEBUG] [LOCAL     ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt
[2025-10-10T00:34:46.944073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:46.944145] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:46.944234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:46.944402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:46.961957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:46.962584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:46.962717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:46.962802] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:47.001247] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:47.001464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:47.001515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:47.001549] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:47.005274] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-10-10T00:34:47.005602] [INFO ] [FORECASTER] Completed predict_future for VIK
[2025-10-10T00:34:47.005788] [INFO ] [sig       ] VIK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:47.152174] [INFO ] [LOCAL     ] Saved forecast: VIK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VIK.txt
[2025-10-10T00:34:47.152568] [INFO ] [sig       ] [1553/1690] Completed VIK in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 33.8s
[2025-10-10T00:34:47.152680] [INFO ] [sig       ] [1554/1690] Forecasting VIPS...
[2025-10-10T00:34:47.152767] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-10-10T00:34:47.152854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-10-10T00:34:47.162601] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VIPS'.
[2025-10-10T00:34:47.163023] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-10-10T00:34:47.188367] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:47.189142] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-10-10T00:34:47.189221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:47.189292] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:47.189361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:47.189460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:47.209578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:47.210341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:47.210451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:47.210520] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:47.248090] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:47.248221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:47.248263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:47.248297] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:47.251518] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-10-10T00:34:47.251842] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-10-10T00:34:47.251994] [INFO ] [sig       ] VIPS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:47.397104] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VIPS.txt
[2025-10-10T00:34:47.397420] [INFO ] [sig       ] [1554/1690] Completed VIPS in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 33.6s
[2025-10-10T00:34:47.397501] [INFO ] [sig       ] [1555/1690] Forecasting VIRT...
[2025-10-10T00:34:47.397578] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-10-10T00:34:47.397673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-10-10T00:34:47.408763] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VIRT'.
[2025-10-10T00:34:47.409167] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-10-10T00:34:47.434398] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:47.435156] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-10-10T00:34:47.435233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:47.435305] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:47.435386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:47.435526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:47.452683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:47.453269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:47.453374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:47.453456] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:47.490081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:47.490209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:47.490249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:47.490281] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:47.493401] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-10-10T00:34:47.493711] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-10-10T00:34:47.493870] [INFO ] [sig       ] VIRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:47.636792] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VIRT.txt
[2025-10-10T00:34:47.637080] [INFO ] [sig       ] [1555/1690] Completed VIRT in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 33.3s
[2025-10-10T00:34:47.637177] [INFO ] [sig       ] [1556/1690] Forecasting VIST...
[2025-10-10T00:34:47.637255] [INFO ] [sig       ] Generating forecast for: VIST
[2025-10-10T00:34:47.637338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-10-10T00:34:47.646287] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VIST'.
[2025-10-10T00:34:47.646588] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-10-10T00:34:47.672157] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:47.672959] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-10-10T00:34:47.673036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:47.673114] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:47.673197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:47.673353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:47.690671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:47.691261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:47.691368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:47.691450] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:47.727088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:47.727203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:47.727245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:47.727278] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:47.730478] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-10-10T00:34:47.730810] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-10-10T00:34:47.730959] [INFO ] [sig       ] VIST: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:47.874583] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VIST.txt
[2025-10-10T00:34:47.874899] [INFO ] [sig       ] [1556/1690] Completed VIST in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 33.1s
[2025-10-10T00:34:47.874970] [INFO ] [sig       ] [1557/1690] Forecasting VIV...
[2025-10-10T00:34:47.875008] [INFO ] [sig       ] Generating forecast for: VIV
[2025-10-10T00:34:47.875076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-10-10T00:34:47.884547] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VIV'.
[2025-10-10T00:34:47.884905] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-10-10T00:34:47.910054] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:47.910835] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-10-10T00:34:47.910912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:47.910987] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:47.911070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:47.911224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:47.929203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:47.929845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:47.929948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:47.930031] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:47.964813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:47.964935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:47.964977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:47.965012] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:47.968406] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-10-10T00:34:47.968725] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-10-10T00:34:47.968880] [INFO ] [sig       ] VIV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:48.115162] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VIV.txt
[2025-10-10T00:34:48.115409] [INFO ] [sig       ] [1557/1690] Completed VIV in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 32.9s
[2025-10-10T00:34:48.115532] [INFO ] [sig       ] [1558/1690] Forecasting VKQ...
[2025-10-10T00:34:48.115616] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-10-10T00:34:48.115730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-10-10T00:34:48.124735] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VKQ'.
[2025-10-10T00:34:48.125040] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-10-10T00:34:48.153928] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:48.154764] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-10-10T00:34:48.154844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:48.154918] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:48.154989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:48.155087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:48.173451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:48.174113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:48.174241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:48.174312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:48.209935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:48.210032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:48.210072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:48.210104] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:48.213135] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-10T00:34:48.213404] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-10-10T00:34:48.213535] [INFO ] [sig       ] VKQ: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:48.359367] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VKQ.txt
[2025-10-10T00:34:48.359632] [INFO ] [sig       ] [1558/1690] Completed VKQ in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 32.6s
[2025-10-10T00:34:48.359758] [INFO ] [sig       ] [1559/1690] Forecasting VLN...
[2025-10-10T00:34:48.359837] [INFO ] [sig       ] Generating forecast for: VLN
[2025-10-10T00:34:48.359908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-10-10T00:34:48.369280] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VLN'.
[2025-10-10T00:34:48.369615] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-10-10T00:34:48.396131] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:48.396911] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-10-10T00:34:48.396989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:48.397073] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:48.397156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:48.397268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:48.415241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:48.415887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:48.415992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:48.416076] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:48.450086] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:48.450186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:48.450226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:48.450258] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:48.453248] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-10-10T00:34:48.453516] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-10-10T00:34:48.453679] [INFO ] [sig       ] VLN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:48.599524] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VLN.txt
[2025-10-10T00:34:48.599835] [INFO ] [sig       ] [1559/1690] Completed VLN in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 32.4s
[2025-10-10T00:34:48.599958] [INFO ] [sig       ] [1560/1690] Forecasting VLO...
[2025-10-10T00:34:48.600032] [INFO ] [sig       ] Generating forecast for: VLO
[2025-10-10T00:34:48.600116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-10-10T00:34:48.609598] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VLO'.
[2025-10-10T00:34:48.609938] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-10-10T00:34:48.635400] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:48.636219] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-10-10T00:34:48.636301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:48.636388] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:48.636474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:48.636596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:48.654487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:48.655124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:48.655231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:48.655315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:48.689097] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:48.689221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:48.689265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:48.689303] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:48.693039] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2025-10-10T00:34:48.693321] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-10-10T00:34:48.693456] [INFO ] [sig       ] VLO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:48.841401] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VLO.txt
[2025-10-10T00:34:48.841716] [INFO ] [sig       ] [1560/1690] Completed VLO in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 32.1s
[2025-10-10T00:34:48.841800] [INFO ] [sig       ] [1561/1690] Forecasting VLRS...
[2025-10-10T00:34:48.841883] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-10-10T00:34:48.841965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-10-10T00:34:48.851622] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VLRS'.
[2025-10-10T00:34:48.851988] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-10-10T00:34:48.877617] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:48.878514] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-10-10T00:34:48.878596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:48.878703] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:48.878791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:48.878912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:48.897152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:48.897801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:48.897930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:48.898022] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:48.933729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:48.933869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:48.933930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:48.933967] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:48.937157] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-10-10T00:34:48.937435] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-10-10T00:34:48.937567] [INFO ] [sig       ] VLRS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:49.084631] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VLRS.txt
[2025-10-10T00:34:49.084940] [INFO ] [sig       ] [1561/1690] Completed VLRS in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 31.9s
[2025-10-10T00:34:49.085023] [INFO ] [sig       ] [1562/1690] Forecasting VLT...
[2025-10-10T00:34:49.085108] [INFO ] [sig       ] Generating forecast for: VLT
[2025-10-10T00:34:49.085180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-10-10T00:34:49.093897] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VLT'.
[2025-10-10T00:34:49.094189] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-10-10T00:34:49.120110] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:49.120873] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-10-10T00:34:49.120950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:49.121020] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:49.121085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:49.121186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:49.139006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:49.139594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:49.139720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:49.139792] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:49.169477] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:49.169600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:49.169663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:49.169727] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:49.172952] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-10-10T00:34:49.173231] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-10-10T00:34:49.173357] [INFO ] [sig       ] VLT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:49.317297] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VLT.txt
[2025-10-10T00:34:49.317605] [INFO ] [sig       ] [1562/1690] Completed VLT in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 31.6s
[2025-10-10T00:34:49.317706] [INFO ] [sig       ] [1563/1690] Forecasting VLTO...
[2025-10-10T00:34:49.317757] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-10-10T00:34:49.317825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-10-10T00:34:49.326736] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VLTO'.
[2025-10-10T00:34:49.327072] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-10-10T00:34:49.352992] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:49.353792] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-10-10T00:34:49.353873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:49.353952] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:49.354026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:49.354140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:49.372359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:49.373337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:49.373455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:49.373528] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:49.401285] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:49.401385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:49.401429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:49.401465] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:49.404720] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-10-10T00:34:49.405008] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-10-10T00:34:49.405140] [INFO ] [sig       ] VLTO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:49.553292] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VLTO.txt
[2025-10-10T00:34:49.553619] [INFO ] [sig       ] [1563/1690] Completed VLTO in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 31.4s
[2025-10-10T00:34:49.553735] [INFO ] [sig       ] [1564/1690] Forecasting VMC...
[2025-10-10T00:34:49.553813] [INFO ] [sig       ] Generating forecast for: VMC
[2025-10-10T00:34:49.553893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'.
[2025-10-10T00:34:49.563388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VMC'.
[2025-10-10T00:34:49.563784] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-10-10T00:34:49.589035] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:49.589821] [DEBUG] [LOCAL     ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt
[2025-10-10T00:34:49.589898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:49.589974] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:49.590042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:49.590180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:49.607512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:49.608224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:49.608334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:49.608405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:49.643069] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:49.643178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:49.643220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:49.643253] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:49.646726] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-10-10T00:34:49.647039] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-10-10T00:34:49.647185] [INFO ] [sig       ] VMC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:49.794083] [INFO ] [LOCAL     ] Saved forecast: VMC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VMC.txt
[2025-10-10T00:34:49.794469] [INFO ] [sig       ] [1564/1690] Completed VMC in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 31.1s
[2025-10-10T00:34:49.794552] [INFO ] [sig       ] [1565/1690] Forecasting VMI...
[2025-10-10T00:34:49.794637] [INFO ] [sig       ] Generating forecast for: VMI
[2025-10-10T00:34:49.794747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-10-10T00:34:49.804118] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'VMI'.
[2025-10-10T00:34:49.804508] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-10-10T00:34:49.830085] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:49.830912] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-10-10T00:34:49.830993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:49.831072] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:49.831154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:49.831276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:49.848691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:49.849275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:49.849395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:49.849466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:49.879840] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:49.879961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:49.880006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:49.880041] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:49.883283] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-10-10T00:34:49.883571] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-10-10T00:34:49.883738] [INFO ] [sig       ] VMI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:50.031390] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VMI.txt
[2025-10-10T00:34:50.031751] [INFO ] [sig       ] [1565/1690] Completed VMI in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 30.9s
[2025-10-10T00:34:50.031836] [INFO ] [sig       ] [1566/1690] Forecasting VMO...
[2025-10-10T00:34:50.031909] [INFO ] [sig       ] Generating forecast for: VMO
[2025-10-10T00:34:50.031980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-10-10T00:34:50.040769] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VMO'.
[2025-10-10T00:34:50.041087] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-10-10T00:34:50.066631] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:50.067415] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-10-10T00:34:50.067495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:50.067581] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:50.067686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:50.067801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:50.088737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:50.089688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:50.089804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:50.089886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:50.129610] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:50.129836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:50.129892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:50.129928] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:50.133608] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-10-10T00:34:50.133947] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-10-10T00:34:50.134136] [INFO ] [sig       ] VMO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:50.280377] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VMO.txt
[2025-10-10T00:34:50.280750] [INFO ] [sig       ] [1566/1690] Completed VMO in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 30.6s
[2025-10-10T00:34:50.280834] [INFO ] [sig       ] [1567/1690] Forecasting VNCE...
[2025-10-10T00:34:50.280924] [INFO ] [sig       ] Generating forecast for: VNCE
[2025-10-10T00:34:50.281008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'.
[2025-10-10T00:34:50.290928] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VNCE'.
[2025-10-10T00:34:50.291458] [INFO ] [FORECASTER] Starting predict_future for VNCE
[2025-10-10T00:34:50.320380] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:50.321326] [DEBUG] [LOCAL     ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt
[2025-10-10T00:34:50.321425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:50.321510] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:50.321594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:50.321748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:50.338927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:50.339542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:50.339675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:50.339760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:50.374416] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:50.374510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:50.374550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:50.374583] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:50.377706] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-10-10T00:34:50.378045] [INFO ] [FORECASTER] Completed predict_future for VNCE
[2025-10-10T00:34:50.378199] [INFO ] [sig       ] VNCE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:50.520695] [INFO ] [LOCAL     ] Saved forecast: VNCE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VNCE.txt
[2025-10-10T00:34:50.521012] [INFO ] [sig       ] [1567/1690] Completed VNCE in 0.2s | 4.05 sym/s | Total: 6.4m | ETA: 30.4s
[2025-10-10T00:34:50.521093] [INFO ] [sig       ] [1568/1690] Forecasting VNO...
[2025-10-10T00:34:50.521163] [INFO ] [sig       ] Generating forecast for: VNO
[2025-10-10T00:34:50.521233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-10-10T00:34:50.529691] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VNO'.
[2025-10-10T00:34:50.529971] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-10-10T00:34:50.555021] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:50.555800] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-10-10T00:34:50.555877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:50.555923] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:50.555986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:50.556090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:50.573633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:50.574226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:50.574330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:50.574400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:50.612396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:50.612515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:50.612557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:50.612590] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:50.615775] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-10-10T00:34:50.616053] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-10-10T00:34:50.616193] [INFO ] [sig       ] VNO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:50.758467] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VNO.txt
[2025-10-10T00:34:50.758816] [INFO ] [sig       ] [1568/1690] Completed VNO in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 30.1s
[2025-10-10T00:34:50.758898] [INFO ] [sig       ] [1569/1690] Forecasting VNT...
[2025-10-10T00:34:50.758975] [INFO ] [sig       ] Generating forecast for: VNT
[2025-10-10T00:34:50.759047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-10-10T00:34:50.768371] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VNT'.
[2025-10-10T00:34:50.768758] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-10-10T00:34:50.794325] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:50.795127] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-10-10T00:34:50.795205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:50.795276] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:50.795359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:50.795516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:50.812693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:50.813258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:50.813365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:50.813434] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:50.848115] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:50.848247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:50.848289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:50.848322] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:50.851613] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-10-10T00:34:50.851954] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-10-10T00:34:50.852098] [INFO ] [sig       ] VNT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:50.999328] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VNT.txt
[2025-10-10T00:34:50.999894] [INFO ] [sig       ] [1569/1690] Completed VNT in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 29.9s
[2025-10-10T00:34:50.999976] [INFO ] [sig       ] [1570/1690] Forecasting VOC...
[2025-10-10T00:34:51.000056] [INFO ] [sig       ] Generating forecast for: VOC
[2025-10-10T00:34:51.000140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-10-10T00:34:51.009697] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VOC'.
[2025-10-10T00:34:51.010079] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-10-10T00:34:51.035408] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:51.036139] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-10-10T00:34:51.036221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:51.036293] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:51.036361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:51.036462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:51.053955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:51.054570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:51.054699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:51.054760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:51.087400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:51.087493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:51.087533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:51.087565] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:51.090755] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-10-10T00:34:51.091064] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-10-10T00:34:51.091213] [INFO ] [sig       ] VOC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:51.234117] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VOC.txt
[2025-10-10T00:34:51.234439] [INFO ] [sig       ] [1570/1690] Completed VOC in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 29.6s
[2025-10-10T00:34:51.234521] [INFO ] [sig       ] [1571/1690] Forecasting VOYA...
[2025-10-10T00:34:51.234591] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-10-10T00:34:51.234686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-10-10T00:34:51.243640] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VOYA'.
[2025-10-10T00:34:51.243959] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-10-10T00:34:51.269638] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:51.270385] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-10-10T00:34:51.270464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:51.270536] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:51.270606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:51.270729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:51.288333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:51.288968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:51.289074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:51.289142] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:51.325423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:51.325520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:51.325560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:51.325594] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:51.328734] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-10-10T00:34:51.329006] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-10-10T00:34:51.329150] [INFO ] [sig       ] VOYA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:51.472913] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VOYA.txt
[2025-10-10T00:34:51.473251] [INFO ] [sig       ] [1571/1690] Completed VOYA in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 29.4s
[2025-10-10T00:34:51.473331] [INFO ] [sig       ] [1572/1690] Forecasting VPG...
[2025-10-10T00:34:51.473402] [INFO ] [sig       ] Generating forecast for: VPG
[2025-10-10T00:34:51.473473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-10-10T00:34:51.482299] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VPG'.
[2025-10-10T00:34:51.482579] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-10-10T00:34:51.507846] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:51.508605] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-10-10T00:34:51.508703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:51.508775] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:51.508843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:51.508939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:51.526084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:51.526690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:51.526812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:51.526924] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:51.564189] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:51.564289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:51.564329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:51.564361] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:51.567404] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-10-10T00:34:51.567704] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-10-10T00:34:51.567857] [INFO ] [sig       ] VPG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:51.710054] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VPG.txt
[2025-10-10T00:34:51.710341] [INFO ] [sig       ] [1572/1690] Completed VPG in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 29.1s
[2025-10-10T00:34:51.710423] [INFO ] [sig       ] [1573/1690] Forecasting VPV...
[2025-10-10T00:34:51.710493] [INFO ] [sig       ] Generating forecast for: VPV
[2025-10-10T00:34:51.710564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-10-10T00:34:51.719692] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VPV'.
[2025-10-10T00:34:51.720077] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-10-10T00:34:51.746008] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:51.746811] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-10-10T00:34:51.746891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:51.746980] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:51.747063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:51.747197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:51.764327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:51.764968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:51.765075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:51.765156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:51.796165] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:51.796298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:51.796339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:51.796372] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:51.799722] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-10-10T00:34:51.800008] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-10-10T00:34:51.800153] [INFO ] [sig       ] VPV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:51.947052] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VPV.txt
[2025-10-10T00:34:51.947386] [INFO ] [sig       ] [1573/1690] Completed VPV in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 28.9s
[2025-10-10T00:34:51.947466] [INFO ] [sig       ] [1574/1690] Forecasting VRE...
[2025-10-10T00:34:51.947550] [INFO ] [sig       ] Generating forecast for: VRE
[2025-10-10T00:34:51.947636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-10-10T00:34:51.957230] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VRE'.
[2025-10-10T00:34:51.957550] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-10-10T00:34:51.983152] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:51.984069] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-10-10T00:34:51.984168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:51.984258] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:51.984345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:51.984451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:52.001795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:52.002392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:52.002497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:52.002567] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:52.032870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:52.032969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:52.033009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:52.033041] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:52.036063] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2025-10-10T00:34:52.036341] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-10-10T00:34:52.036471] [INFO ] [sig       ] VRE: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:52.186594] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VRE.txt
[2025-10-10T00:34:52.186948] [INFO ] [sig       ] [1574/1690] Completed VRE in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 28.6s
[2025-10-10T00:34:52.187017] [INFO ] [sig       ] [1575/1690] Forecasting VRT...
[2025-10-10T00:34:52.187082] [INFO ] [sig       ] Generating forecast for: VRT
[2025-10-10T00:34:52.187131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-10-10T00:34:52.195736] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VRT'.
[2025-10-10T00:34:52.196039] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-10-10T00:34:52.221767] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:52.222520] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-10-10T00:34:52.222598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:52.222691] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:52.222758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:52.222857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:52.240349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:52.241008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:52.241114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:52.241184] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:52.270677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:52.270809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:52.270854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:52.270888] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:52.274215] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-10-10T00:34:52.274502] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-10-10T00:34:52.274637] [INFO ] [sig       ] VRT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:52.418855] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VRT.txt
[2025-10-10T00:34:52.419164] [INFO ] [sig       ] [1575/1690] Completed VRT in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 28.4s
[2025-10-10T00:34:52.419235] [INFO ] [sig       ] [1576/1690] Forecasting VRTS...
[2025-10-10T00:34:52.419299] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-10-10T00:34:52.419378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-10-10T00:34:52.427664] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VRTS'.
[2025-10-10T00:34:52.427999] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-10-10T00:34:52.453095] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:52.453846] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-10-10T00:34:52.453923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:52.453994] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:52.454062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:52.454160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:52.471537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:52.472137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:52.472242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:52.472310] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:52.498463] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:52.498582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:52.498625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:52.498697] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:52.501893] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2025-10-10T00:34:52.502174] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-10-10T00:34:52.502304] [INFO ] [sig       ] VRTS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:52.648110] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VRTS.txt
[2025-10-10T00:34:52.648381] [INFO ] [sig       ] [1576/1690] Completed VRTS in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 28.1s
[2025-10-10T00:34:52.648483] [INFO ] [sig       ] [1577/1690] Forecasting VSCO...
[2025-10-10T00:34:52.648554] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-10-10T00:34:52.648635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-10-10T00:34:52.657485] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VSCO'.
[2025-10-10T00:34:52.657825] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-10-10T00:34:52.683038] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:52.683819] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-10-10T00:34:52.683896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:52.683979] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:52.684057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:52.684178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:52.701323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:52.701967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:52.702073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:52.702157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:52.728011] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:52.728110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:52.728151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:52.728185] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:52.731186] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-10-10T00:34:52.731474] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-10-10T00:34:52.731601] [INFO ] [sig       ] VSCO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:52.874727] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VSCO.txt
[2025-10-10T00:34:52.875004] [INFO ] [sig       ] [1577/1690] Completed VSCO in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 27.9s
[2025-10-10T00:34:52.875112] [INFO ] [sig       ] [1578/1690] Forecasting VSH...
[2025-10-10T00:34:52.875192] [INFO ] [sig       ] Generating forecast for: VSH
[2025-10-10T00:34:52.875278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-10-10T00:34:52.884186] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VSH'.
[2025-10-10T00:34:52.884519] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-10-10T00:34:52.909614] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:52.910415] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-10-10T00:34:52.910495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:52.910569] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:52.910675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:52.910778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:52.928066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:52.928689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:52.928820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:52.928891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:52.955206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:52.955308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:52.955350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:52.955383] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:52.958528] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-10-10T00:34:52.958846] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-10-10T00:34:52.958993] [INFO ] [sig       ] VSH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:53.109814] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VSH.txt
[2025-10-10T00:34:53.110255] [INFO ] [sig       ] [1578/1690] Completed VSH in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 27.7s
[2025-10-10T00:34:53.110352] [INFO ] [sig       ] [1579/1690] Forecasting VST...
[2025-10-10T00:34:53.110446] [INFO ] [sig       ] Generating forecast for: VST
[2025-10-10T00:34:53.110540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'.
[2025-10-10T00:34:53.121577] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VST'.
[2025-10-10T00:34:53.122013] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-10-10T00:34:53.147092] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:53.147893] [DEBUG] [LOCAL     ] No optimal features file found for VST: ./output/feature-sets/VST.txt
[2025-10-10T00:34:53.147983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:53.148073] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:53.148151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:53.148264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:53.165398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:53.166024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:53.166159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:53.166234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:53.192839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:53.192973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:53.193015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:53.193049] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:53.196256] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-10-10T00:34:53.196538] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-10-10T00:34:53.196695] [INFO ] [sig       ] VST: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:53.340510] [INFO ] [LOCAL     ] Saved forecast: VST	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VST.txt
[2025-10-10T00:34:53.340849] [INFO ] [sig       ] [1579/1690] Completed VST in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 27.4s
[2025-10-10T00:34:53.340930] [INFO ] [sig       ] [1580/1690] Forecasting VSTS...
[2025-10-10T00:34:53.341006] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-10-10T00:34:53.341081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-10-10T00:34:53.350227] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VSTS'.
[2025-10-10T00:34:53.350554] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-10-10T00:34:53.376529] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:53.377317] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-10-10T00:34:53.377396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:53.377482] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:53.377567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:53.377704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:53.395952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:53.396574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:53.396706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:53.396792] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:53.424775] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:53.424895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:53.424938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:53.424973] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:53.428181] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-10-10T00:34:53.428465] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-10-10T00:34:53.428709] [INFO ] [sig       ] VSTS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:53.574753] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VSTS.txt
[2025-10-10T00:34:53.575005] [INFO ] [sig       ] [1580/1690] Completed VSTS in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 27.2s
[2025-10-10T00:34:53.575123] [INFO ] [sig       ] [1581/1690] Forecasting VTEX...
[2025-10-10T00:34:53.575201] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-10-10T00:34:53.575291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-10-10T00:34:53.584422] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTEX'.
[2025-10-10T00:34:53.584790] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-10-10T00:34:53.610455] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:53.611351] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-10-10T00:34:53.611445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:53.611519] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:53.611590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:53.611729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:53.629222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:53.629859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:53.629965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:53.630035] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:53.660573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:53.660703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:53.660764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:53.660800] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:53.663981] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-10-10T00:34:53.664266] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-10-10T00:34:53.664401] [INFO ] [sig       ] VTEX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:53.808704] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VTEX.txt
[2025-10-10T00:34:53.809008] [INFO ] [sig       ] [1581/1690] Completed VTEX in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 26.9s
[2025-10-10T00:34:53.809105] [INFO ] [sig       ] [1582/1690] Forecasting VTLE...
[2025-10-10T00:34:53.809175] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-10-10T00:34:53.809252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-10-10T00:34:53.818357] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTLE'.
[2025-10-10T00:34:53.818700] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-10-10T00:34:53.843717] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:53.844428] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-10-10T00:34:53.844505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:53.844577] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:53.844669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:53.844774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:53.862281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:53.862893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:53.862998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:53.863066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:53.889559] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:53.889687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:53.889750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:53.889788] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:53.892914] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-10-10T00:34:53.893197] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-10-10T00:34:53.893332] [INFO ] [sig       ] VTLE: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:54.037391] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VTLE.txt
[2025-10-10T00:34:54.037703] [INFO ] [sig       ] [1582/1690] Completed VTLE in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 26.7s
[2025-10-10T00:34:54.037789] [INFO ] [sig       ] [1583/1690] Forecasting VTMX...
[2025-10-10T00:34:54.037868] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-10-10T00:34:54.037960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-10-10T00:34:54.046813] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTMX'.
[2025-10-10T00:34:54.047137] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-10-10T00:34:54.072746] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:54.073551] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-10-10T00:34:54.073660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:54.073759] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:54.073857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:54.073997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:54.091865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:54.092503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:54.092628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:54.092742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:54.124227] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:54.124369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:54.124414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:54.124450] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:54.128365] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-10-10T00:34:54.128711] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-10-10T00:34:54.128892] [INFO ] [sig       ] VTMX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:54.282671] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VTMX.txt
[2025-10-10T00:34:54.282967] [INFO ] [sig       ] [1583/1690] Completed VTMX in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 26.4s
[2025-10-10T00:34:54.283046] [INFO ] [sig       ] [1584/1690] Forecasting VTN...
[2025-10-10T00:34:54.283127] [INFO ] [sig       ] Generating forecast for: VTN
[2025-10-10T00:34:54.283217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-10-10T00:34:54.291975] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTN'.
[2025-10-10T00:34:54.292308] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-10-10T00:34:54.317578] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:54.318378] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-10-10T00:34:54.318457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:54.318541] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:54.318624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:54.318777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:54.335894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:54.336492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:54.336598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:54.336706] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:54.362149] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:54.362261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:54.362301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:54.362334] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:54.365472] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-10-10T00:34:54.365811] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-10-10T00:34:54.365954] [INFO ] [sig       ] VTN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:54.507941] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VTN.txt
[2025-10-10T00:34:54.508260] [INFO ] [sig       ] [1584/1690] Completed VTN in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 26.2s
[2025-10-10T00:34:54.508337] [INFO ] [sig       ] [1585/1690] Forecasting VTOL...
[2025-10-10T00:34:54.508418] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-10-10T00:34:54.508504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-10-10T00:34:54.517323] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTOL'.
[2025-10-10T00:34:54.517716] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-10-10T00:34:54.543480] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:54.544256] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-10-10T00:34:54.544334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:54.544406] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:54.544509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:54.544618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:54.561884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:54.562483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:54.562588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:54.562679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:54.588509] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:54.588615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:54.588688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:54.588742] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:54.592009] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-10-10T00:34:54.592284] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-10-10T00:34:54.592412] [INFO ] [sig       ] VTOL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:54.737365] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VTOL.txt
[2025-10-10T00:34:54.737687] [INFO ] [sig       ] [1585/1690] Completed VTOL in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 25.9s
[2025-10-10T00:34:54.737771] [INFO ] [sig       ] [1586/1690] Forecasting VTR...
[2025-10-10T00:34:54.737854] [INFO ] [sig       ] Generating forecast for: VTR
[2025-10-10T00:34:54.737980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-10-10T00:34:54.747507] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTR'.
[2025-10-10T00:34:54.747882] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-10-10T00:34:54.773527] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:54.774289] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-10-10T00:34:54.774366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:54.774440] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:54.774507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:54.774603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:54.792046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:54.792690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:54.792829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:54.792922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:54.824951] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:54.825090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:54.825136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:54.825174] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:54.828815] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-10-10T00:34:54.829096] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-10-10T00:34:54.829226] [INFO ] [sig       ] VTR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:54.973532] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VTR.txt
[2025-10-10T00:34:54.973845] [INFO ] [sig       ] [1586/1690] Completed VTR in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 25.7s
[2025-10-10T00:34:54.973926] [INFO ] [sig       ] [1587/1690] Forecasting VTS...
[2025-10-10T00:34:54.973973] [INFO ] [sig       ] Generating forecast for: VTS
[2025-10-10T00:34:54.974035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-10-10T00:34:54.983288] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VTS'.
[2025-10-10T00:34:54.983601] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-10-10T00:34:55.009195] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:55.010037] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-10-10T00:34:55.010117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:55.010189] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:55.010258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:55.010358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:55.027892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:55.028507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:55.028612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:55.028698] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:55.053573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:55.053711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:55.053772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:55.053808] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:55.057032] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-10-10T00:34:55.057318] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-10-10T00:34:55.057450] [INFO ] [sig       ] VTS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:55.204152] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VTS.txt
[2025-10-10T00:34:55.204456] [INFO ] [sig       ] [1587/1690] Completed VTS in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 25.4s
[2025-10-10T00:34:55.204552] [INFO ] [sig       ] [1588/1690] Forecasting VVR...
[2025-10-10T00:34:55.204623] [INFO ] [sig       ] Generating forecast for: VVR
[2025-10-10T00:34:55.204712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-10-10T00:34:55.214098] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VVR'.
[2025-10-10T00:34:55.214485] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-10-10T00:34:55.239965] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:55.240824] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-10-10T00:34:55.240930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:55.241041] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:55.241147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:55.241308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:55.258429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:55.259079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:55.259202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:55.259304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:55.289227] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:55.289345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:55.289390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:55.289427] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:55.293105] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-10-10T00:34:55.293412] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-10-10T00:34:55.293552] [INFO ] [sig       ] VVR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:55.439547] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VVR.txt
[2025-10-10T00:34:55.439902] [INFO ] [sig       ] [1588/1690] Completed VVR in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 25.2s
[2025-10-10T00:34:55.439994] [INFO ] [sig       ] [1589/1690] Forecasting VVV...
[2025-10-10T00:34:55.440103] [INFO ] [sig       ] Generating forecast for: VVV
[2025-10-10T00:34:55.440211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-10-10T00:34:55.448991] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VVV'.
[2025-10-10T00:34:55.449291] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-10-10T00:34:55.474292] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:55.475050] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-10-10T00:34:55.475128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:55.475198] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:55.475261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:55.475359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:55.492521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:55.493131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:55.493235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:55.493304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:55.519628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:55.519774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:55.519820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:55.519854] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:55.523049] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-10-10T00:34:55.523331] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-10-10T00:34:55.523459] [INFO ] [sig       ] VVV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:55.669204] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VVV.txt
[2025-10-10T00:34:55.669505] [INFO ] [sig       ] [1589/1690] Completed VVV in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 24.9s
[2025-10-10T00:34:55.669581] [INFO ] [sig       ] [1590/1690] Forecasting VVX...
[2025-10-10T00:34:55.669672] [INFO ] [sig       ] Generating forecast for: VVX
[2025-10-10T00:34:55.669753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-10-10T00:34:55.678467] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VVX'.
[2025-10-10T00:34:55.678860] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-10-10T00:34:55.705042] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:55.705913] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-10-10T00:34:55.706007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:55.706102] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:55.706194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:55.706334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:55.724405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:55.725089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:55.725213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:55.725315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:55.755765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:55.755888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:55.755934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:55.755970] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:55.759848] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-10-10T00:34:55.760157] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-10-10T00:34:55.760318] [INFO ] [sig       ] VVX: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:55.935774] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VVX.txt
[2025-10-10T00:34:55.936104] [INFO ] [sig       ] [1590/1690] Completed VVX in 0.3s | 4.05 sym/s | Total: 6.5m | ETA: 24.7s
[2025-10-10T00:34:55.936207] [INFO ] [sig       ] [1591/1690] Forecasting VYX...
[2025-10-10T00:34:55.936306] [INFO ] [sig       ] Generating forecast for: VYX
[2025-10-10T00:34:55.936410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-10-10T00:34:55.945412] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VYX'.
[2025-10-10T00:34:55.945762] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-10-10T00:34:55.972111] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:55.972909] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-10-10T00:34:55.972989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:55.973062] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:55.973131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:55.973228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:55.991584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:55.992197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:55.992304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:55.992372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:56.018353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:56.018478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:56.018522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:56.018557] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:56.021927] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-10-10T00:34:56.022237] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-10-10T00:34:56.022371] [INFO ] [sig       ] VYX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:56.175470] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/VYX.txt
[2025-10-10T00:34:56.175766] [INFO ] [sig       ] [1591/1690] Completed VYX in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 24.4s
[2025-10-10T00:34:56.175845] [INFO ] [sig       ] [1592/1690] Forecasting VZ...
[2025-10-10T00:34:56.175914] [INFO ] [sig       ] Generating forecast for: VZ
[2025-10-10T00:34:56.175986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-10-10T00:34:56.184321] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'VZ'.
[2025-10-10T00:34:56.184637] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-10-10T00:34:56.209755] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:56.210485] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-10-10T00:34:56.210564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:56.210635] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:56.210724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:56.210824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:56.227835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:56.228467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:56.228576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:56.228674] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:56.258417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:56.258610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:56.258689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:56.258777] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:56.262239] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-10-10T00:34:56.262529] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-10-10T00:34:56.262695] [INFO ] [sig       ] VZ: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:56.414814] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/VZ.txt
[2025-10-10T00:34:56.415138] [INFO ] [sig       ] [1592/1690] Completed VZ in 0.2s | 4.05 sym/s | Total: 6.5m | ETA: 24.2s
[2025-10-10T00:34:56.415228] [INFO ] [sig       ] [1593/1690] Forecasting W...
[2025-10-10T00:34:56.415305] [INFO ] [sig       ] Generating forecast for: W
[2025-10-10T00:34:56.415375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-10-10T00:34:56.424883] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'W'.
[2025-10-10T00:34:56.425310] [INFO ] [FORECASTER] Starting predict_future for W
[2025-10-10T00:34:56.450841] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:56.451630] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-10-10T00:34:56.451731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:56.451816] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:56.451900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:56.452022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:56.469120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:56.469822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:56.469971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:56.470064] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:56.505599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:56.505785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:56.505838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:56.505871] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:56.509343] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-10-10T00:34:56.509662] [INFO ] [FORECASTER] Completed predict_future for W
[2025-10-10T00:34:56.509844] [INFO ] [sig       ] W: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:56.651203] [INFO ] [LOCAL     ] Saved forecast: W	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/W.txt
[2025-10-10T00:34:56.651519] [INFO ] [sig       ] [1593/1690] Completed W in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 23.9s
[2025-10-10T00:34:56.651619] [INFO ] [sig       ] [1594/1690] Forecasting WAB...
[2025-10-10T00:34:56.651726] [INFO ] [sig       ] Generating forecast for: WAB
[2025-10-10T00:34:56.651815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-10-10T00:34:56.660917] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WAB'.
[2025-10-10T00:34:56.661254] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-10-10T00:34:56.686292] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:56.687101] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-10-10T00:34:56.687179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:56.687264] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:56.687348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:56.687464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:56.704427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:56.705134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:56.705242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:56.705325] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:56.740114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:56.740233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:56.740275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:56.740308] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:56.743511] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-10-10T00:34:56.743832] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-10-10T00:34:56.743987] [INFO ] [sig       ] WAB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:56.884018] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WAB.txt
[2025-10-10T00:34:56.884352] [INFO ] [sig       ] [1594/1690] Completed WAB in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 23.7s
[2025-10-10T00:34:56.884433] [INFO ] [sig       ] [1595/1690] Forecasting WAL...
[2025-10-10T00:34:56.884516] [INFO ] [sig       ] Generating forecast for: WAL
[2025-10-10T00:34:56.884601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-10-10T00:34:56.893906] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WAL'.
[2025-10-10T00:34:56.894262] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-10-10T00:34:56.919671] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:56.920370] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-10-10T00:34:56.920447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:56.920559] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:56.920630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:56.920748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:56.937960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:56.938532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:56.938635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:56.938724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:56.975427] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:56.975665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:56.975742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:56.975781] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:56.979497] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-10-10T00:34:56.979841] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-10-10T00:34:56.980004] [INFO ] [sig       ] WAL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:57.123921] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WAL.txt
[2025-10-10T00:34:57.124276] [INFO ] [sig       ] [1595/1690] Completed WAL in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 23.4s
[2025-10-10T00:34:57.124356] [INFO ] [sig       ] [1596/1690] Forecasting WAT...
[2025-10-10T00:34:57.124426] [INFO ] [sig       ] Generating forecast for: WAT
[2025-10-10T00:34:57.124496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-10-10T00:34:57.134483] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WAT'.
[2025-10-10T00:34:57.134844] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-10-10T00:34:57.160105] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:57.160878] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-10-10T00:34:57.160955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:57.161027] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:57.161095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:57.161193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:57.178517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:57.179152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:57.179265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:57.179336] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:57.215948] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:57.216055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:57.216097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:57.216130] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:57.219518] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-10-10T00:34:57.219835] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-10-10T00:34:57.219985] [INFO ] [sig       ] WAT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:57.372182] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WAT.txt
[2025-10-10T00:34:57.372769] [INFO ] [sig       ] [1596/1690] Completed WAT in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 23.2s
[2025-10-10T00:34:57.372851] [INFO ] [sig       ] [1597/1690] Forecasting WBS...
[2025-10-10T00:34:57.372935] [INFO ] [sig       ] Generating forecast for: WBS
[2025-10-10T00:34:57.373023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-10-10T00:34:57.383288] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WBS'.
[2025-10-10T00:34:57.383690] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-10-10T00:34:57.409719] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:57.410470] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-10-10T00:34:57.410551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:57.410624] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:57.410730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:57.410853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:57.429070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:57.429753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:57.429941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:57.430015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:57.470061] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:57.470262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:57.470350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:57.470404] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:57.475899] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-10-10T00:34:57.476314] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-10-10T00:34:57.476475] [INFO ] [sig       ] WBS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:57.636889] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WBS.txt
[2025-10-10T00:34:57.637211] [INFO ] [sig       ] [1597/1690] Completed WBS in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 23.0s
[2025-10-10T00:34:57.637294] [INFO ] [sig       ] [1598/1690] Forecasting WBX...
[2025-10-10T00:34:57.637410] [INFO ] [sig       ] Generating forecast for: WBX
[2025-10-10T00:34:57.637484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-10-10T00:34:57.647534] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WBX'.
[2025-10-10T00:34:57.647993] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-10-10T00:34:57.673082] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:57.673854] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-10-10T00:34:57.673933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:57.674008] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:57.674080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:57.674180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:57.691230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:57.691860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:57.691973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:57.692045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:57.730765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:57.730893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:57.730936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:57.730968] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:57.734214] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-10-10T00:34:57.734509] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-10-10T00:34:57.734698] [INFO ] [sig       ] WBX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:57.965733] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WBX.txt
[2025-10-10T00:34:57.966037] [INFO ] [sig       ] [1598/1690] Completed WBX in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 22.7s
[2025-10-10T00:34:57.966147] [INFO ] [sig       ] [1599/1690] Forecasting WCC...
[2025-10-10T00:34:57.966218] [INFO ] [sig       ] Generating forecast for: WCC
[2025-10-10T00:34:57.966290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-10-10T00:34:57.976329] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WCC'.
[2025-10-10T00:34:57.976631] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-10-10T00:34:58.001743] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:58.002468] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-10-10T00:34:58.002546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:58.002618] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:58.002727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:58.002875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:58.019849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:58.020446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:58.020553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:58.020635] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:58.058053] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:58.058146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:58.058187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:58.058219] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:58.061261] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-10-10T00:34:58.061536] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-10-10T00:34:58.061701] [INFO ] [sig       ] WCC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:58.201738] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WCC.txt
[2025-10-10T00:34:58.201984] [INFO ] [sig       ] [1599/1690] Completed WCC in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 22.5s
[2025-10-10T00:34:58.202061] [INFO ] [sig       ] [1600/1690] Forecasting WCN...
[2025-10-10T00:34:58.202220] [INFO ] [sig       ] Generating forecast for: WCN
[2025-10-10T00:34:58.202291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-10-10T00:34:58.212192] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WCN'.
[2025-10-10T00:34:58.212592] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-10-10T00:34:58.238021] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:58.238883] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-10-10T00:34:58.238963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:58.239035] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:58.239103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:58.239201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:58.256448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:58.257087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:58.257194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:58.257263] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:58.292242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:58.292376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:58.292420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:58.292453] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:58.295752] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-10-10T00:34:58.296041] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-10-10T00:34:58.296177] [INFO ] [sig       ] WCN: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:34:58.437297] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WCN.txt
[2025-10-10T00:34:58.437670] [INFO ] [sig       ] [1600/1690] Completed WCN in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 22.2s
[2025-10-10T00:34:58.437750] [INFO ] [sig       ] [1601/1690] Forecasting WD...
[2025-10-10T00:34:58.437820] [INFO ] [sig       ] Generating forecast for: WD
[2025-10-10T00:34:58.437962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-10-10T00:34:58.447388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WD'.
[2025-10-10T00:34:58.447822] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-10-10T00:34:58.477758] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:58.478597] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-10-10T00:34:58.478706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:58.478801] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:58.478873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:58.479000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:58.496122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:58.496783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:58.496949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:58.497023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:58.533420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:58.533516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:58.533556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:58.533589] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:58.536746] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-10-10T00:34:58.537022] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-10-10T00:34:58.537160] [INFO ] [sig       ] WD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:58.679184] [INFO ] [LOCAL     ] Saved forecast: WD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WD.txt
[2025-10-10T00:34:58.679487] [INFO ] [sig       ] [1601/1690] Completed WD in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 22.0s
[2025-10-10T00:34:58.679584] [INFO ] [sig       ] [1602/1690] Forecasting WDH...
[2025-10-10T00:34:58.679678] [INFO ] [sig       ] Generating forecast for: WDH
[2025-10-10T00:34:58.679792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-10-10T00:34:58.690906] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WDH'.
[2025-10-10T00:34:58.691212] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-10-10T00:34:58.716165] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:58.716904] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-10-10T00:34:58.716981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:58.717067] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:58.717136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:58.717235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:58.734204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:58.734808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:58.734913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:58.734985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:58.772156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:58.772243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:58.772283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:58.772315] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:58.775319] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-10-10T00:34:58.775593] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-10-10T00:34:58.775781] [INFO ] [sig       ] WDH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:58.916468] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WDH.txt
[2025-10-10T00:34:58.916705] [INFO ] [sig       ] [1602/1690] Completed WDH in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 21.7s
[2025-10-10T00:34:58.916785] [INFO ] [sig       ] [1603/1690] Forecasting WDI...
[2025-10-10T00:34:58.916940] [INFO ] [sig       ] Generating forecast for: WDI
[2025-10-10T00:34:58.917014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-10-10T00:34:58.926767] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WDI'.
[2025-10-10T00:34:58.927154] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-10-10T00:34:58.953121] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:58.953908] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-10-10T00:34:58.953987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:58.954072] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:58.954155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:58.954257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:58.971388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:58.972141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:58.972257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:58.972358] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:59.003203] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:59.003339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:59.003399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:59.003433] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:59.006580] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-10-10T00:34:59.006894] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-10-10T00:34:59.007046] [INFO ] [sig       ] WDI: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:59.149426] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WDI.txt
[2025-10-10T00:34:59.149735] [INFO ] [sig       ] [1603/1690] Completed WDI in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 21.5s
[2025-10-10T00:34:59.149835] [INFO ] [sig       ] [1604/1690] Forecasting WDS...
[2025-10-10T00:34:59.149909] [INFO ] [sig       ] Generating forecast for: WDS
[2025-10-10T00:34:59.149983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-10-10T00:34:59.158988] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WDS'.
[2025-10-10T00:34:59.159285] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-10-10T00:34:59.185261] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:59.186052] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-10-10T00:34:59.186131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:59.186204] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:59.186274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:59.186374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:59.203844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:59.204417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:59.204524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:59.204593] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:59.234926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:59.235016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:59.235056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:59.235089] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:59.238137] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-10-10T00:34:59.238406] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-10-10T00:34:59.238540] [INFO ] [sig       ] WDS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:59.382131] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WDS.txt
[2025-10-10T00:34:59.382408] [INFO ] [sig       ] [1604/1690] Completed WDS in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 21.2s
[2025-10-10T00:34:59.382515] [INFO ] [sig       ] [1605/1690] Forecasting WEA...
[2025-10-10T00:34:59.382585] [INFO ] [sig       ] Generating forecast for: WEA
[2025-10-10T00:34:59.382677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-10-10T00:34:59.392037] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WEA'.
[2025-10-10T00:34:59.392431] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-10-10T00:34:59.418090] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:59.418856] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-10-10T00:34:59.418934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:59.419019] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:59.419101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:59.419225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:59.436633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:59.437267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:59.437398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:59.437500] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:59.470432] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:59.470520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:59.470562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:59.470595] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:59.473678] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-10-10T00:34:59.474036] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-10-10T00:34:59.474196] [INFO ] [sig       ] WEA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:59.622443] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WEA.txt
[2025-10-10T00:34:59.622835] [INFO ] [sig       ] [1605/1690] Completed WEA in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 21.0s
[2025-10-10T00:34:59.622917] [INFO ] [sig       ] [1606/1690] Forecasting WEAV...
[2025-10-10T00:34:59.623038] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-10-10T00:34:59.623111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-10-10T00:34:59.634067] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WEAV'.
[2025-10-10T00:34:59.634474] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-10-10T00:34:59.661822] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:59.662563] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-10-10T00:34:59.662664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:59.662739] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:59.662815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:59.662940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:59.680719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:59.681316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:59.681449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:59.681526] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:59.719635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:59.719770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:59.719815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:59.719883] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:59.723271] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-10-10T00:34:59.723583] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-10-10T00:34:59.723759] [INFO ] [sig       ] WEAV: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:34:59.874215] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WEAV.txt
[2025-10-10T00:34:59.874574] [INFO ] [sig       ] [1606/1690] Completed WEAV in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 20.7s
[2025-10-10T00:34:59.874679] [INFO ] [sig       ] [1607/1690] Forecasting WEC...
[2025-10-10T00:34:59.874751] [INFO ] [sig       ] Generating forecast for: WEC
[2025-10-10T00:34:59.874824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-10-10T00:34:59.884628] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WEC'.
[2025-10-10T00:34:59.884995] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-10-10T00:34:59.910887] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:34:59.911668] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-10-10T00:34:59.911749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:34:59.911822] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:34:59.911918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:34:59.912044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:34:59.929986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:34:59.930603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:34:59.930731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:34:59.930815] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:34:59.977025] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:34:59.977230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:34:59.977297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:34:59.977343] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:34:59.981153] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-10-10T00:34:59.981451] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-10-10T00:34:59.981594] [INFO ] [sig       ] WEC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:00.126081] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WEC.txt
[2025-10-10T00:35:00.126406] [INFO ] [sig       ] [1607/1690] Completed WEC in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 20.5s
[2025-10-10T00:35:00.126487] [INFO ] [sig       ] [1608/1690] Forecasting WELL...
[2025-10-10T00:35:00.126570] [INFO ] [sig       ] Generating forecast for: WELL
[2025-10-10T00:35:00.126678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-10-10T00:35:00.136551] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WELL'.
[2025-10-10T00:35:00.136948] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-10-10T00:35:00.164596] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:00.165470] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-10-10T00:35:00.165552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:00.165626] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:00.165718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:00.165820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:00.184078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:00.184924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:00.185038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:00.185109] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:00.222478] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:00.222720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:00.222793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:00.222831] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:00.228495] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-10-10T00:35:00.228957] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-10-10T00:35:00.229140] [INFO ] [sig       ] WELL: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:00.376616] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WELL.txt
[2025-10-10T00:35:00.376958] [INFO ] [sig       ] [1608/1690] Completed WELL in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 20.2s
[2025-10-10T00:35:00.377040] [INFO ] [sig       ] [1609/1690] Forecasting WES...
[2025-10-10T00:35:00.377114] [INFO ] [sig       ] Generating forecast for: WES
[2025-10-10T00:35:00.377186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-10-10T00:35:00.386502] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WES'.
[2025-10-10T00:35:00.386870] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-10-10T00:35:00.411956] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:00.412739] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-10-10T00:35:00.412816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:00.412903] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:00.412986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:00.413105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:00.430187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:00.430831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:00.430938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:00.431008] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:00.463296] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:00.463487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:00.463533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:00.463567] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:00.467073] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-10-10T00:35:00.467366] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-10-10T00:35:00.467513] [INFO ] [sig       ] WES: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:00.609263] [INFO ] [LOCAL     ] Saved forecast: WES	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WES.txt
[2025-10-10T00:35:00.609593] [INFO ] [sig       ] [1609/1690] Completed WES in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 20.0s
[2025-10-10T00:35:00.609707] [INFO ] [sig       ] [1610/1690] Forecasting WEX...
[2025-10-10T00:35:00.609791] [INFO ] [sig       ] Generating forecast for: WEX
[2025-10-10T00:35:00.609876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-10-10T00:35:00.619704] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WEX'.
[2025-10-10T00:35:00.620163] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-10-10T00:35:00.647283] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:00.648294] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-10-10T00:35:00.648375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:00.648465] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:00.648551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:00.648704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:00.666766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:00.667389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:00.667528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:00.667607] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:00.705146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:00.705245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:00.705287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:00.705322] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:00.708782] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-10-10T00:35:00.709069] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-10-10T00:35:00.709212] [INFO ] [sig       ] WEX: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:00.859247] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WEX.txt
[2025-10-10T00:35:00.859687] [INFO ] [sig       ] [1610/1690] Completed WEX in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 19.7s
[2025-10-10T00:35:00.859775] [INFO ] [sig       ] [1611/1690] Forecasting WF...
[2025-10-10T00:35:00.859862] [INFO ] [sig       ] Generating forecast for: WF
[2025-10-10T00:35:00.859958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-10-10T00:35:00.869781] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WF'.
[2025-10-10T00:35:00.870194] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-10-10T00:35:00.895760] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:00.896536] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-10-10T00:35:00.896631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:00.896747] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:00.896836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:00.896964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:00.914229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:00.914887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:00.915018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:00.915107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:00.952801] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:00.953032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:00.953086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:00.953124] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:00.957337] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-10-10T00:35:00.957739] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-10-10T00:35:00.957943] [INFO ] [sig       ] WF: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:01.111805] [INFO ] [LOCAL     ] Saved forecast: WF	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WF.txt
[2025-10-10T00:35:01.112189] [INFO ] [sig       ] [1611/1690] Completed WF in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 19.5s
[2025-10-10T00:35:01.112274] [INFO ] [sig       ] [1612/1690] Forecasting WFC...
[2025-10-10T00:35:01.112346] [INFO ] [sig       ] Generating forecast for: WFC
[2025-10-10T00:35:01.112417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-10-10T00:35:01.122999] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WFC'.
[2025-10-10T00:35:01.123331] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-10-10T00:35:01.149890] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:01.150742] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-10-10T00:35:01.150822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:01.150905] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:01.150993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:01.151135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:01.168881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:01.169531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:01.169662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:01.169751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:01.212018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:01.212246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:01.212318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:01.212356] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:01.216002] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2025-10-10T00:35:01.216297] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-10-10T00:35:01.216443] [INFO ] [sig       ] WFC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:01.362913] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WFC.txt
[2025-10-10T00:35:01.363265] [INFO ] [sig       ] [1612/1690] Completed WFC in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 19.3s
[2025-10-10T00:35:01.363346] [INFO ] [sig       ] [1613/1690] Forecasting WFG...
[2025-10-10T00:35:01.363502] [INFO ] [sig       ] Generating forecast for: WFG
[2025-10-10T00:35:01.363574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-10-10T00:35:01.375220] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WFG'.
[2025-10-10T00:35:01.375869] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-10-10T00:35:01.414014] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:01.415177] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-10-10T00:35:01.415283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:01.415407] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:01.415509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:01.415678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:01.441050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:01.442326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:01.442496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:01.442586] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:01.495602] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:01.495878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:01.495952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:01.496003] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:01.500496] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-10-10T00:35:01.500899] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-10-10T00:35:01.501072] [INFO ] [sig       ] WFG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:01.650923] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WFG.txt
[2025-10-10T00:35:01.651247] [INFO ] [sig       ] [1613/1690] Completed WFG in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 19.0s
[2025-10-10T00:35:01.651332] [INFO ] [sig       ] [1614/1690] Forecasting WGO...
[2025-10-10T00:35:01.651425] [INFO ] [sig       ] Generating forecast for: WGO
[2025-10-10T00:35:01.651562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-10-10T00:35:01.661355] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WGO'.
[2025-10-10T00:35:01.661830] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-10-10T00:35:01.687489] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:01.688373] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-10-10T00:35:01.688453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:01.688525] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:01.688593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:01.688728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:01.705555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:01.706221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:01.706335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:01.706405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:01.744585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:01.744817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:01.744892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:01.744929] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:01.748521] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-10-10T00:35:01.748871] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-10-10T00:35:01.749042] [INFO ] [sig       ] WGO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:01.899553] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WGO.txt
[2025-10-10T00:35:01.900044] [INFO ] [sig       ] [1614/1690] Completed WGO in 0.2s | 4.05 sym/s | Total: 6.6m | ETA: 18.8s
[2025-10-10T00:35:01.900141] [INFO ] [sig       ] [1615/1690] Forecasting WH...
[2025-10-10T00:35:01.900237] [INFO ] [sig       ] Generating forecast for: WH
[2025-10-10T00:35:01.900339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-10-10T00:35:01.910280] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WH'.
[2025-10-10T00:35:01.910692] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-10-10T00:35:01.936517] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:01.937414] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-10-10T00:35:01.937496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:01.937569] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:01.937638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:01.937786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:01.955079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:01.956121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:01.956242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:01.956324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:01.990785] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:01.990999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:01.991050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:01.991086] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:01.996528] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-10-10T00:35:01.997032] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-10-10T00:35:01.997241] [INFO ] [sig       ] WH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:02.155957] [INFO ] [LOCAL     ] Saved forecast: WH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WH.txt
[2025-10-10T00:35:02.156415] [INFO ] [sig       ] [1615/1690] Completed WH in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 18.5s
[2025-10-10T00:35:02.156498] [INFO ] [sig       ] [1616/1690] Forecasting WHD...
[2025-10-10T00:35:02.156583] [INFO ] [sig       ] Generating forecast for: WHD
[2025-10-10T00:35:02.156708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-10-10T00:35:02.167743] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WHD'.
[2025-10-10T00:35:02.168174] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-10-10T00:35:02.194976] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:02.195842] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-10-10T00:35:02.195921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:02.196003] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:02.196101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:02.196241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:02.214286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:02.214987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:02.215112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:02.215185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:02.247789] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:02.247988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:02.248047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:02.248084] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:02.251749] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-10-10T00:35:02.252071] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-10-10T00:35:02.252217] [INFO ] [sig       ] WHD: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:02.424772] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WHD.txt
[2025-10-10T00:35:02.425159] [INFO ] [sig       ] [1616/1690] Completed WHD in 0.3s | 4.05 sym/s | Total: 6.6m | ETA: 18.3s
[2025-10-10T00:35:02.425262] [INFO ] [sig       ] [1617/1690] Forecasting WHG...
[2025-10-10T00:35:02.425368] [INFO ] [sig       ] Generating forecast for: WHG
[2025-10-10T00:35:02.425462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-10-10T00:35:02.436063] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WHG'.
[2025-10-10T00:35:02.436581] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-10-10T00:35:02.463851] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:02.464816] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-10-10T00:35:02.464899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:02.464971] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:02.465048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:02.465172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:02.483717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:02.484700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:02.484837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:02.484910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:02.514017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:02.514217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:02.514283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:02.514361] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:02.519710] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-10-10T00:35:02.520106] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-10-10T00:35:02.520266] [INFO ] [sig       ] WHG: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:02.675807] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WHG.txt
[2025-10-10T00:35:02.676205] [INFO ] [sig       ] [1617/1690] Completed WHG in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 18.0s
[2025-10-10T00:35:02.676292] [INFO ] [sig       ] [1618/1690] Forecasting WHR...
[2025-10-10T00:35:02.676367] [INFO ] [sig       ] Generating forecast for: WHR
[2025-10-10T00:35:02.676439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-10-10T00:35:02.686353] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WHR'.
[2025-10-10T00:35:02.686819] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-10-10T00:35:02.713846] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:02.714901] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-10-10T00:35:02.714996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:02.715090] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:02.715182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:02.715324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:02.732613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:02.733661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:02.733803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:02.733893] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:02.766367] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:02.766595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:02.766672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:02.766746] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:02.771556] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-10-10T00:35:02.772056] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-10-10T00:35:02.772240] [INFO ] [sig       ] WHR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:02.921561] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WHR.txt
[2025-10-10T00:35:02.921964] [INFO ] [sig       ] [1618/1690] Completed WHR in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 17.8s
[2025-10-10T00:35:02.922043] [INFO ] [sig       ] [1619/1690] Forecasting WIA...
[2025-10-10T00:35:02.922088] [INFO ] [sig       ] Generating forecast for: WIA
[2025-10-10T00:35:02.922159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-10-10T00:35:02.931517] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WIA'.
[2025-10-10T00:35:02.932004] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-10-10T00:35:02.957973] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:02.958923] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-10-10T00:35:02.959010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:02.959107] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:02.959195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:02.959334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:02.976464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:02.977412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:02.977553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:02.977667] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:03.014945] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:03.015168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:03.015222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:03.015261] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:03.019544] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-10-10T00:35:03.019911] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-10-10T00:35:03.020085] [INFO ] [sig       ] WIA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:03.166858] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WIA.txt
[2025-10-10T00:35:03.167293] [INFO ] [sig       ] [1619/1690] Completed WIA in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 17.5s
[2025-10-10T00:35:03.167374] [INFO ] [sig       ] [1620/1690] Forecasting WINN...
[2025-10-10T00:35:03.167445] [INFO ] [sig       ] Generating forecast for: WINN
[2025-10-10T00:35:03.167524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-10-10T00:35:03.177281] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'WINN'.
[2025-10-10T00:35:03.177628] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-10-10T00:35:03.203840] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:03.204630] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-10-10T00:35:03.204734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:03.204806] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:03.204874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:03.204973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:03.222081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:03.222855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:03.222967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:03.223038] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:03.257056] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:03.257204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:03.257249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:03.257284] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:03.260766] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-10-10T00:35:03.261067] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-10-10T00:35:03.261212] [INFO ] [sig       ] WINN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:03.402268] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WINN.txt
[2025-10-10T00:35:03.402580] [INFO ] [sig       ] [1620/1690] Completed WINN in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 17.3s
[2025-10-10T00:35:03.402719] [INFO ] [sig       ] [1621/1690] Forecasting WIT...
[2025-10-10T00:35:03.402788] [INFO ] [sig       ] Generating forecast for: WIT
[2025-10-10T00:35:03.402861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-10-10T00:35:03.412286] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WIT'.
[2025-10-10T00:35:03.412790] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-10-10T00:35:03.438315] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:03.439131] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-10-10T00:35:03.439210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:03.439281] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:03.439350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:03.439451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:03.456895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:03.457496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:03.457604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:03.457696] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:03.490861] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:03.491009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:03.491071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:03.491138] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:03.494582] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-10-10T00:35:03.494913] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-10-10T00:35:03.495063] [INFO ] [sig       ] WIT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:03.636619] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WIT.txt
[2025-10-10T00:35:03.636950] [INFO ] [sig       ] [1621/1690] Completed WIT in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 17.0s
[2025-10-10T00:35:03.637030] [INFO ] [sig       ] [1622/1690] Forecasting WIW...
[2025-10-10T00:35:03.637099] [INFO ] [sig       ] Generating forecast for: WIW
[2025-10-10T00:35:03.637184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-10-10T00:35:03.646418] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WIW'.
[2025-10-10T00:35:03.646815] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-10-10T00:35:03.672141] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:03.673103] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-10-10T00:35:03.673183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:03.673269] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:03.673350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:03.673467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:03.692301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:03.693229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:03.693349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:03.693434] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:03.729243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:03.729461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:03.729509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:03.729548] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:03.733377] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-10-10T00:35:03.733758] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-10-10T00:35:03.733927] [INFO ] [sig       ] WIW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:03.892865] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WIW.txt
[2025-10-10T00:35:03.893239] [INFO ] [sig       ] [1622/1690] Completed WIW in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 16.8s
[2025-10-10T00:35:03.893324] [INFO ] [sig       ] [1623/1690] Forecasting WK...
[2025-10-10T00:35:03.893398] [INFO ] [sig       ] Generating forecast for: WK
[2025-10-10T00:35:03.893511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-10-10T00:35:03.902373] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WK'.
[2025-10-10T00:35:03.902846] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-10-10T00:35:03.929205] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:03.930188] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-10-10T00:35:03.930283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:03.930377] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:03.930469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:03.930636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:03.948440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:03.949467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:03.949611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:03.949745] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:03.996305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:03.996521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:03.996572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:03.996607] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:04.000431] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-10-10T00:35:04.000810] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-10-10T00:35:04.000982] [INFO ] [sig       ] WK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:04.145363] [INFO ] [LOCAL     ] Saved forecast: WK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WK.txt
[2025-10-10T00:35:04.145711] [INFO ] [sig       ] [1623/1690] Completed WK in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 16.5s
[2025-10-10T00:35:04.145802] [INFO ] [sig       ] [1624/1690] Forecasting WKC...
[2025-10-10T00:35:04.145854] [INFO ] [sig       ] Generating forecast for: WKC
[2025-10-10T00:35:04.145896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-10-10T00:35:04.155921] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WKC'.
[2025-10-10T00:35:04.156447] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-10-10T00:35:04.184082] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:04.185066] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-10-10T00:35:04.185146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:04.185235] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:04.185318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:04.185444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:04.202809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:04.203920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:04.204043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:04.204127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:04.254903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:04.255162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:04.255228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:04.255265] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:04.259717] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-10-10T00:35:04.260081] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-10-10T00:35:04.260277] [INFO ] [sig       ] WKC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:04.407776] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WKC.txt
[2025-10-10T00:35:04.408253] [INFO ] [sig       ] [1624/1690] Completed WKC in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 16.3s
[2025-10-10T00:35:04.408339] [INFO ] [sig       ] [1625/1690] Forecasting WLK...
[2025-10-10T00:35:04.408387] [INFO ] [sig       ] Generating forecast for: WLK
[2025-10-10T00:35:04.408452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-10-10T00:35:04.418826] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WLK'.
[2025-10-10T00:35:04.419197] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-10-10T00:35:04.444713] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:04.445426] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-10-10T00:35:04.445510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:04.445594] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:04.445698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:04.445834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:04.462841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:04.463457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:04.463585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:04.463691] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:04.497781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:04.497867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:04.497927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:04.497988] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:04.500990] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-10-10T00:35:04.501254] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-10-10T00:35:04.501391] [INFO ] [sig       ] WLK: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:04.642238] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WLK.txt
[2025-10-10T00:35:04.642533] [INFO ] [sig       ] [1625/1690] Completed WLK in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 16.0s
[2025-10-10T00:35:04.642609] [INFO ] [sig       ] [1626/1690] Forecasting WLKP...
[2025-10-10T00:35:04.642694] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-10-10T00:35:04.642745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-10-10T00:35:04.651397] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WLKP'.
[2025-10-10T00:35:04.651709] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-10-10T00:35:04.676808] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:04.677501] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-10-10T00:35:04.677583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:04.677678] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:04.677746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:04.677845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:04.695030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:04.695614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:04.695739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:04.695807] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:04.731346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:04.731433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:04.731472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:04.731504] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:04.734521] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-10-10T00:35:04.734826] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-10-10T00:35:04.734976] [INFO ] [sig       ] WLKP: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:04.877198] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WLKP.txt
[2025-10-10T00:35:04.877455] [INFO ] [sig       ] [1626/1690] Completed WLKP in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 15.8s
[2025-10-10T00:35:04.877560] [INFO ] [sig       ] [1627/1690] Forecasting WLY...
[2025-10-10T00:35:04.877635] [INFO ] [sig       ] Generating forecast for: WLY
[2025-10-10T00:35:04.877722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'.
[2025-10-10T00:35:04.888977] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WLY'.
[2025-10-10T00:35:04.889634] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-10-10T00:35:04.917900] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:04.918932] [DEBUG] [LOCAL     ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt
[2025-10-10T00:35:04.919017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:04.919108] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:04.919196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:04.919316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:04.937865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:04.939039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:04.939170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:04.939259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:04.975542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:04.975835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:04.975902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:04.975940] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:04.979952] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-10-10T00:35:04.980302] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-10-10T00:35:04.980474] [INFO ] [sig       ] WLY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:05.140565] [INFO ] [LOCAL     ] Saved forecast: WLY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WLY.txt
[2025-10-10T00:35:05.141052] [INFO ] [sig       ] [1627/1690] Completed WLY in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 15.6s
[2025-10-10T00:35:05.141140] [INFO ] [sig       ] [1628/1690] Forecasting WM...
[2025-10-10T00:35:05.141228] [INFO ] [sig       ] Generating forecast for: WM
[2025-10-10T00:35:05.141306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-10-10T00:35:05.150795] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WM'.
[2025-10-10T00:35:05.151162] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-10-10T00:35:05.177093] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:05.177986] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-10-10T00:35:05.178067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:05.178144] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:05.178193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:05.178311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:05.196150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:05.196829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:05.196945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:05.197017] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:05.232834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:05.233067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:05.233116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:05.233170] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:05.236953] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-10-10T00:35:05.237259] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-10-10T00:35:05.237413] [INFO ] [sig       ] WM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:05.423926] [INFO ] [LOCAL     ] Saved forecast: WM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WM.txt
[2025-10-10T00:35:05.424481] [INFO ] [sig       ] [1628/1690] Completed WM in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 15.3s
[2025-10-10T00:35:05.424586] [INFO ] [sig       ] [1629/1690] Forecasting WMB...
[2025-10-10T00:35:05.424760] [INFO ] [sig       ] Generating forecast for: WMB
[2025-10-10T00:35:05.424855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-10-10T00:35:05.436214] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WMB'.
[2025-10-10T00:35:05.436625] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-10-10T00:35:05.471902] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:05.472873] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-10-10T00:35:05.472954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:05.473042] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:05.473125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:05.473250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:05.491988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:05.492903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:05.493053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:05.493157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:05.533447] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:05.533723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:05.533798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:05.533835] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:05.538542] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-10-10T00:35:05.539057] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-10-10T00:35:05.539238] [INFO ] [sig       ] WMB: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:05.699344] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WMB.txt
[2025-10-10T00:35:05.699767] [INFO ] [sig       ] [1629/1690] Completed WMB in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 15.1s
[2025-10-10T00:35:05.699861] [INFO ] [sig       ] [1630/1690] Forecasting WMK...
[2025-10-10T00:35:05.699943] [INFO ] [sig       ] Generating forecast for: WMK
[2025-10-10T00:35:05.700048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-10-10T00:35:05.709554] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WMK'.
[2025-10-10T00:35:05.709925] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-10-10T00:35:05.735406] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:05.736165] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-10-10T00:35:05.736246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:05.736322] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:05.736394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:05.736483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:05.754144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:05.754795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:05.754901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:05.754971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:05.795023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:05.795199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:05.795244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:05.795278] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:05.798797] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-10-10T00:35:05.799106] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-10-10T00:35:05.799257] [INFO ] [sig       ] WMK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:05.943295] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WMK.txt
[2025-10-10T00:35:05.943572] [INFO ] [sig       ] [1630/1690] Completed WMK in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 14.8s
[2025-10-10T00:35:05.943712] [INFO ] [sig       ] [1631/1690] Forecasting WMS...
[2025-10-10T00:35:05.943784] [INFO ] [sig       ] Generating forecast for: WMS
[2025-10-10T00:35:05.943856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-10-10T00:35:05.954735] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WMS'.
[2025-10-10T00:35:05.955114] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-10-10T00:35:05.980379] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:05.981173] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-10-10T00:35:05.981276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:05.981357] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:05.981425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:05.981526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:05.998922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:05.999513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:05.999619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:05.999710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:06.033330] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:06.033502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:06.033546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:06.033578] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:06.036951] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-10-10T00:35:06.037243] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-10-10T00:35:06.037388] [INFO ] [sig       ] WMS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:06.180750] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WMS.txt
[2025-10-10T00:35:06.181044] [INFO ] [sig       ] [1631/1690] Completed WMS in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 14.6s
[2025-10-10T00:35:06.181163] [INFO ] [sig       ] [1632/1690] Forecasting WMT...
[2025-10-10T00:35:06.181233] [INFO ] [sig       ] Generating forecast for: WMT
[2025-10-10T00:35:06.181304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-10-10T00:35:06.191077] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WMT'.
[2025-10-10T00:35:06.191457] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-10-10T00:35:06.217337] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:06.218267] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-10-10T00:35:06.218346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:06.218417] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:06.218508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:06.218670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:06.239013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:06.240073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:06.240193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:06.240274] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:06.275201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:06.275328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:06.275370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:06.275404] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:06.278620] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-10-10T00:35:06.278944] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-10-10T00:35:06.279092] [INFO ] [sig       ] WMT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:06.421223] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WMT.txt
[2025-10-10T00:35:06.421507] [INFO ] [sig       ] [1632/1690] Completed WMT in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 14.3s
[2025-10-10T00:35:06.421694] [INFO ] [sig       ] [1633/1690] Forecasting WNC...
[2025-10-10T00:35:06.421772] [INFO ] [sig       ] Generating forecast for: WNC
[2025-10-10T00:35:06.421844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-10-10T00:35:06.430722] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WNC'.
[2025-10-10T00:35:06.431047] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-10-10T00:35:06.456031] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:06.456828] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-10-10T00:35:06.456909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:06.456980] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:06.457047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:06.457147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:06.474217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:06.474823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:06.474927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:06.474996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:06.510558] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:06.510708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:06.510768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:06.510803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:06.513975] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-10-10T00:35:06.514259] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-10-10T00:35:06.514393] [INFO ] [sig       ] WNC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:06.656254] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WNC.txt
[2025-10-10T00:35:06.656588] [INFO ] [sig       ] [1633/1690] Completed WNC in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 14.1s
[2025-10-10T00:35:06.656825] [INFO ] [sig       ] [1634/1690] Forecasting WNS...
[2025-10-10T00:35:06.656900] [INFO ] [sig       ] Generating forecast for: WNS
[2025-10-10T00:35:06.656970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'.
[2025-10-10T00:35:06.666789] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WNS'.
[2025-10-10T00:35:06.667185] [INFO ] [FORECASTER] Starting predict_future for WNS
[2025-10-10T00:35:06.692486] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:06.693217] [DEBUG] [LOCAL     ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt
[2025-10-10T00:35:06.693294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:06.693371] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:06.693446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:06.693545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:06.710714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:06.711276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:06.711379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:06.711449] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:06.744185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:06.744276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:06.744316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:06.744348] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:06.747392] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-10-10T00:35:06.747695] [INFO ] [FORECASTER] Completed predict_future for WNS
[2025-10-10T00:35:06.747881] [INFO ] [sig       ] WNS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:06.889899] [INFO ] [LOCAL     ] Saved forecast: WNS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WNS.txt
[2025-10-10T00:35:06.890181] [INFO ] [sig       ] [1634/1690] Completed WNS in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 13.8s
[2025-10-10T00:35:06.890284] [INFO ] [sig       ] [1635/1690] Forecasting WOLF...
[2025-10-10T00:35:06.890354] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-10-10T00:35:06.890425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-10-10T00:35:06.899926] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WOLF'.
[2025-10-10T00:35:06.900214] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-10-10T00:35:06.925169] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:06.925912] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-10-10T00:35:06.925990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:06.926060] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:06.926128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:06.926227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:06.943242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:06.943854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:06.943958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:06.944027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:06.981238] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:06.981348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:06.981389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:06.981439] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:06.984517] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-10-10T00:35:06.984830] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-10-10T00:35:06.984977] [INFO ] [sig       ] WOLF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:07.131080] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WOLF.txt
[2025-10-10T00:35:07.131396] [INFO ] [sig       ] [1635/1690] Completed WOLF in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 13.6s
[2025-10-10T00:35:07.131501] [INFO ] [sig       ] [1636/1690] Forecasting WOR...
[2025-10-10T00:35:07.131588] [INFO ] [sig       ] Generating forecast for: WOR
[2025-10-10T00:35:07.131683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-10-10T00:35:07.141347] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WOR'.
[2025-10-10T00:35:07.141695] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-10-10T00:35:07.167146] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:07.167924] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-10-10T00:35:07.168005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:07.168075] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:07.168144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:07.168243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:07.185454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:07.186083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:07.186207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:07.186279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:07.223248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:07.223345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:07.223385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:07.223417] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:07.226517] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-10-10T00:35:07.226830] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-10-10T00:35:07.226976] [INFO ] [sig       ] WOR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:07.368497] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WOR.txt
[2025-10-10T00:35:07.368816] [INFO ] [sig       ] [1636/1690] Completed WOR in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 13.3s
[2025-10-10T00:35:07.368897] [INFO ] [sig       ] [1637/1690] Forecasting WOW...
[2025-10-10T00:35:07.368969] [INFO ] [sig       ] Generating forecast for: WOW
[2025-10-10T00:35:07.369040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-10-10T00:35:07.377881] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WOW'.
[2025-10-10T00:35:07.378219] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-10-10T00:35:07.403356] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:07.404119] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-10-10T00:35:07.404197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:07.404291] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:07.404374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:07.404486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:07.422607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:07.423237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:07.423344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:07.423413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:07.457597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:07.457831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:07.457887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:07.457958] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:07.461865] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-10-10T00:35:07.462233] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-10-10T00:35:07.462385] [INFO ] [sig       ] WOW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:07.606502] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WOW.txt
[2025-10-10T00:35:07.606831] [INFO ] [sig       ] [1637/1690] Completed WOW in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 13.1s
[2025-10-10T00:35:07.606911] [INFO ] [sig       ] [1638/1690] Forecasting WPC...
[2025-10-10T00:35:07.606959] [INFO ] [sig       ] Generating forecast for: WPC
[2025-10-10T00:35:07.606998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-10-10T00:35:07.616525] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WPC'.
[2025-10-10T00:35:07.616925] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-10-10T00:35:07.642123] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:07.642891] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-10-10T00:35:07.642967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:07.643039] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:07.643106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:07.643205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:07.660458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:07.661083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:07.661189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:07.661258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:07.695974] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:07.696108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:07.696151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:07.696184] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:07.699474] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-10-10T00:35:07.699808] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-10-10T00:35:07.699958] [INFO ] [sig       ] WPC: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:07.842934] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WPC.txt
[2025-10-10T00:35:07.843226] [INFO ] [sig       ] [1638/1690] Completed WPC in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 12.8s
[2025-10-10T00:35:07.843311] [INFO ] [sig       ] [1639/1690] Forecasting WPM...
[2025-10-10T00:35:07.843378] [INFO ] [sig       ] Generating forecast for: WPM
[2025-10-10T00:35:07.843449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-10-10T00:35:07.855506] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WPM'.
[2025-10-10T00:35:07.856197] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-10-10T00:35:07.882813] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:07.883751] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-10-10T00:35:07.883833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:07.883906] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:07.883974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:07.884074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:07.901143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:07.901975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:07.902096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:07.902165] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:07.938202] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:07.941591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:07.941720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:07.941788] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:07.946477] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: DOWN (p=29.86%)
[2025-10-10T00:35:07.946904] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-10-10T00:35:07.947101] [INFO ] [sig       ] WPM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:08.096632] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WPM.txt
[2025-10-10T00:35:08.097116] [INFO ] [sig       ] [1639/1690] Completed WPM in 0.3s | 4.05 sym/s | Total: 6.7m | ETA: 12.6s
[2025-10-10T00:35:08.097200] [INFO ] [sig       ] [1640/1690] Forecasting WPP...
[2025-10-10T00:35:08.097270] [INFO ] [sig       ] Generating forecast for: WPP
[2025-10-10T00:35:08.097341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-10-10T00:35:08.107372] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WPP'.
[2025-10-10T00:35:08.107724] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-10-10T00:35:08.133971] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:08.134837] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-10-10T00:35:08.134917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:08.134992] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:08.135062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:08.135182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:08.153336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:08.154071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:08.154183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:08.154255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:08.190215] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:08.190370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:08.190414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:08.190448] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:08.193868] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-10-10T00:35:08.194158] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-10-10T00:35:08.194302] [INFO ] [sig       ] WPP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:08.338888] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WPP.txt
[2025-10-10T00:35:08.339268] [INFO ] [sig       ] [1640/1690] Completed WPP in 0.2s | 4.05 sym/s | Total: 6.7m | ETA: 12.3s
[2025-10-10T00:35:08.339375] [INFO ] [sig       ] [1641/1690] Forecasting WRB...
[2025-10-10T00:35:08.339460] [INFO ] [sig       ] Generating forecast for: WRB
[2025-10-10T00:35:08.339548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-10-10T00:35:08.348584] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WRB'.
[2025-10-10T00:35:08.349001] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-10-10T00:35:08.374333] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:08.375134] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-10-10T00:35:08.375211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:08.375283] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:08.375351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:08.375451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:08.393097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:08.394048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:08.394161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:08.394230] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:08.430859] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:08.430992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:08.431036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:08.431068] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:08.434274] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-10-10T00:35:08.434561] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-10-10T00:35:08.434738] [INFO ] [sig       ] WRB: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:08.578205] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WRB.txt
[2025-10-10T00:35:08.578591] [INFO ] [sig       ] [1641/1690] Completed WRB in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 12.1s
[2025-10-10T00:35:08.578718] [INFO ] [sig       ] [1642/1690] Forecasting WRBY...
[2025-10-10T00:35:08.578789] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-10-10T00:35:08.578859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-10-10T00:35:08.588766] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WRBY'.
[2025-10-10T00:35:08.589256] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-10-10T00:35:08.621096] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:08.622032] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-10-10T00:35:08.622111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:08.622185] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:08.622254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:08.622355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:08.642028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:08.643077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:08.643195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:08.643269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:08.679057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:08.679234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:08.679280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:08.679360] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:08.682855] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-10-10T00:35:08.683155] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-10-10T00:35:08.683298] [INFO ] [sig       ] WRBY: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:08.827395] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WRBY.txt
[2025-10-10T00:35:08.827770] [INFO ] [sig       ] [1642/1690] Completed WRBY in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 11.8s
[2025-10-10T00:35:08.827850] [INFO ] [sig       ] [1643/1690] Forecasting WS...
[2025-10-10T00:35:08.827939] [INFO ] [sig       ] Generating forecast for: WS
[2025-10-10T00:35:08.828009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'.
[2025-10-10T00:35:08.837388] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WS'.
[2025-10-10T00:35:08.837816] [INFO ] [FORECASTER] Starting predict_future for WS
[2025-10-10T00:35:08.863587] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:08.864469] [DEBUG] [LOCAL     ] No optimal features file found for WS: ./output/feature-sets/WS.txt
[2025-10-10T00:35:08.864550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:08.864622] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:08.864734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:08.864834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:08.882742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:08.883467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:08.883581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:08.883674] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:08.922329] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:08.922591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:08.922711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:08.922778] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:08.926972] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-10-10T00:35:08.927372] [INFO ] [FORECASTER] Completed predict_future for WS
[2025-10-10T00:35:08.927528] [INFO ] [sig       ] WS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:09.073413] [INFO ] [LOCAL     ] Saved forecast: WS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WS.txt
[2025-10-10T00:35:09.073824] [INFO ] [sig       ] [1643/1690] Completed WS in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 11.6s
[2025-10-10T00:35:09.073908] [INFO ] [sig       ] [1644/1690] Forecasting WSM...
[2025-10-10T00:35:09.073978] [INFO ] [sig       ] Generating forecast for: WSM
[2025-10-10T00:35:09.074050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-10-10T00:35:09.084492] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WSM'.
[2025-10-10T00:35:09.084907] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-10-10T00:35:09.112088] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:09.113001] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-10-10T00:35:09.113079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:09.113151] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:09.113219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:09.113346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:09.130505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:09.131226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:09.131333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:09.131415] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:09.167360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:09.167521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:09.167567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:09.167601] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:09.171003] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-10-10T00:35:09.171293] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-10-10T00:35:09.171433] [INFO ] [sig       ] WSM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:09.314058] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WSM.txt
[2025-10-10T00:35:09.314325] [INFO ] [sig       ] [1644/1690] Completed WSM in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 11.4s
[2025-10-10T00:35:09.314427] [INFO ] [sig       ] [1645/1690] Forecasting WSO...
[2025-10-10T00:35:09.314496] [INFO ] [sig       ] Generating forecast for: WSO
[2025-10-10T00:35:09.314568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-10-10T00:35:09.323639] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WSO'.
[2025-10-10T00:35:09.323987] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-10-10T00:35:09.349373] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:09.350142] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-10-10T00:35:09.350220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:09.350291] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:09.350370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:09.350514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:09.367854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:09.369356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:09.369620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:09.369798] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:09.407082] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:09.407266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:09.407313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:09.407346] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:09.410884] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-10-10T00:35:09.411219] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-10-10T00:35:09.411375] [INFO ] [sig       ] WSO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:09.563456] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WSO.txt
[2025-10-10T00:35:09.563854] [INFO ] [sig       ] [1645/1690] Completed WSO in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 11.1s
[2025-10-10T00:35:09.563938] [INFO ] [sig       ] [1646/1690] Forecasting WSR...
[2025-10-10T00:35:09.564019] [INFO ] [sig       ] Generating forecast for: WSR
[2025-10-10T00:35:09.564107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-10-10T00:35:09.573819] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WSR'.
[2025-10-10T00:35:09.574122] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-10-10T00:35:09.600197] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:09.601042] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-10-10T00:35:09.601121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:09.601194] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:09.601263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:09.601361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:09.620903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:09.621905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:09.622021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:09.622090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:09.664463] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:09.664704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:09.664776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:09.664813] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:09.668499] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=56.45%)
[2025-10-10T00:35:09.668843] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-10-10T00:35:09.669005] [INFO ] [sig       ] WSR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:09.828252] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WSR.txt
[2025-10-10T00:35:09.828772] [INFO ] [sig       ] [1646/1690] Completed WSR in 0.3s | 4.05 sym/s | Total: 6.8m | ETA: 10.9s
[2025-10-10T00:35:09.828859] [INFO ] [sig       ] [1647/1690] Forecasting WST...
[2025-10-10T00:35:09.829132] [INFO ] [sig       ] Generating forecast for: WST
[2025-10-10T00:35:09.829211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-10-10T00:35:09.840495] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WST'.
[2025-10-10T00:35:09.840943] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-10-10T00:35:09.867566] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:09.868401] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-10-10T00:35:09.868481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:09.868552] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:09.868627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:09.868828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:09.886011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:09.886752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:09.886864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:09.886947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:09.924962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:09.925090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:09.925131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:09.925165] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:09.928518] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-10-10T00:35:09.928844] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-10-10T00:35:09.929010] [INFO ] [sig       ] WST: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:10.071670] [INFO ] [LOCAL     ] Saved forecast: WST	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WST.txt
[2025-10-10T00:35:10.071988] [INFO ] [sig       ] [1647/1690] Completed WST in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 10.6s
[2025-10-10T00:35:10.072066] [INFO ] [sig       ] [1648/1690] Forecasting WT...
[2025-10-10T00:35:10.072145] [INFO ] [sig       ] Generating forecast for: WT
[2025-10-10T00:35:10.072216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-10-10T00:35:10.084151] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WT'.
[2025-10-10T00:35:10.084825] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-10-10T00:35:10.113276] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:10.114556] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-10-10T00:35:10.114662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:10.114743] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:10.114813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:10.114914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:10.135041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:10.136086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:10.136205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:10.136276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:10.172127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:10.172270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:10.172315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:10.172347] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:10.175935] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-10-10T00:35:10.176238] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-10-10T00:35:10.176396] [INFO ] [sig       ] WT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:10.321765] [INFO ] [LOCAL     ] Saved forecast: WT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WT.txt
[2025-10-10T00:35:10.322143] [INFO ] [sig       ] [1648/1690] Completed WT in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 10.4s
[2025-10-10T00:35:10.322225] [INFO ] [sig       ] [1649/1690] Forecasting WTI...
[2025-10-10T00:35:10.322296] [INFO ] [sig       ] Generating forecast for: WTI
[2025-10-10T00:35:10.322367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-10-10T00:35:10.332215] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WTI'.
[2025-10-10T00:35:10.332528] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-10-10T00:35:10.358266] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:10.359059] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-10-10T00:35:10.359138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:10.359213] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:10.359285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:10.359388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:10.377094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:10.377719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:10.377829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:10.377898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:10.416753] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:10.416882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:10.416925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:10.416958] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:10.420164] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-10-10T00:35:10.420471] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-10-10T00:35:10.420622] [INFO ] [sig       ] WTI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:10.562302] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WTI.txt
[2025-10-10T00:35:10.562668] [INFO ] [sig       ] [1649/1690] Completed WTI in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 10.1s
[2025-10-10T00:35:10.562751] [INFO ] [sig       ] [1650/1690] Forecasting WTRG...
[2025-10-10T00:35:10.562822] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-10-10T00:35:10.562899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-10-10T00:35:10.572718] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WTRG'.
[2025-10-10T00:35:10.573127] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-10-10T00:35:10.598699] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:10.599455] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-10-10T00:35:10.599535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:10.599622] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:10.599727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:10.599849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:10.616767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:10.617386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:10.617498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:10.617582] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:10.652011] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:10.652136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:10.652179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:10.652212] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:10.655405] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-10-10T00:35:10.655719] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-10-10T00:35:10.655876] [INFO ] [sig       ] WTRG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:10.797932] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WTRG.txt
[2025-10-10T00:35:10.798281] [INFO ] [sig       ] [1650/1690] Completed WTRG in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 9.9s
[2025-10-10T00:35:10.798359] [INFO ] [sig       ] [1651/1690] Forecasting WTS...
[2025-10-10T00:35:10.798446] [INFO ] [sig       ] Generating forecast for: WTS
[2025-10-10T00:35:10.798533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-10-10T00:35:10.811707] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WTS'.
[2025-10-10T00:35:10.812197] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-10-10T00:35:10.839058] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:10.839841] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-10-10T00:35:10.839920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:10.839991] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:10.840058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:10.840156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:10.857300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:10.858044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:10.858178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:10.858249] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:10.892829] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:10.892952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:10.892995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:10.893027] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:10.896200] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-10-10T00:35:10.896491] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-10-10T00:35:10.896631] [INFO ] [sig       ] WTS: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:11.037511] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WTS.txt
[2025-10-10T00:35:11.037830] [INFO ] [sig       ] [1651/1690] Completed WTS in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 9.6s
[2025-10-10T00:35:11.037962] [INFO ] [sig       ] [1652/1690] Forecasting WTTR...
[2025-10-10T00:35:11.038033] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-10-10T00:35:11.038104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-10-10T00:35:11.048329] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WTTR'.
[2025-10-10T00:35:11.048777] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-10-10T00:35:11.075154] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:11.075956] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-10-10T00:35:11.076036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:11.076111] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:11.076179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:11.076304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:11.094316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:11.094969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:11.095080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:11.095152] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:11.134079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:11.134203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:11.134246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:11.134279] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:11.137578] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-10-10T00:35:11.137963] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-10-10T00:35:11.138163] [INFO ] [sig       ] WTTR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:11.289682] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WTTR.txt
[2025-10-10T00:35:11.290058] [INFO ] [sig       ] [1652/1690] Completed WTTR in 0.3s | 4.05 sym/s | Total: 6.8m | ETA: 9.4s
[2025-10-10T00:35:11.290142] [INFO ] [sig       ] [1653/1690] Forecasting WU...
[2025-10-10T00:35:11.290191] [INFO ] [sig       ] Generating forecast for: WU
[2025-10-10T00:35:11.290257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-10-10T00:35:11.300111] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WU'.
[2025-10-10T00:35:11.300426] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-10-10T00:35:11.327044] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:11.327901] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-10-10T00:35:11.328031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:11.328105] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:11.328174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:11.328276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:11.346007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:11.346609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:11.346738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:11.346808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:11.385897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:11.386054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:11.386098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:11.386131] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:11.389690] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-10-10T00:35:11.389995] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-10-10T00:35:11.390150] [INFO ] [sig       ] WU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:11.536431] [INFO ] [LOCAL     ] Saved forecast: WU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WU.txt
[2025-10-10T00:35:11.536771] [INFO ] [sig       ] [1653/1690] Completed WU in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 9.1s
[2025-10-10T00:35:11.536855] [INFO ] [sig       ] [1654/1690] Forecasting WWW...
[2025-10-10T00:35:11.536925] [INFO ] [sig       ] Generating forecast for: WWW
[2025-10-10T00:35:11.536997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'.
[2025-10-10T00:35:11.546863] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WWW'.
[2025-10-10T00:35:11.547284] [INFO ] [FORECASTER] Starting predict_future for WWW
[2025-10-10T00:35:11.572811] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:11.573627] [DEBUG] [LOCAL     ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt
[2025-10-10T00:35:11.573730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:11.573817] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:11.573886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:11.573999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:11.591741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:11.592808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:11.592925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:11.593012] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:11.633935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:11.634161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:11.634231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:11.634294] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:11.638476] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-10-10T00:35:11.638867] [INFO ] [FORECASTER] Completed predict_future for WWW
[2025-10-10T00:35:11.639070] [INFO ] [sig       ] WWW: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:11.787230] [INFO ] [LOCAL     ] Saved forecast: WWW	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/WWW.txt
[2025-10-10T00:35:11.787616] [INFO ] [sig       ] [1654/1690] Completed WWW in 0.3s | 4.05 sym/s | Total: 6.8m | ETA: 8.9s
[2025-10-10T00:35:11.787728] [INFO ] [sig       ] [1655/1690] Forecasting WY...
[2025-10-10T00:35:11.787815] [INFO ] [sig       ] Generating forecast for: WY
[2025-10-10T00:35:11.787939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-10-10T00:35:11.798008] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'WY'.
[2025-10-10T00:35:11.798344] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-10-10T00:35:11.825295] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:11.826141] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-10-10T00:35:11.826222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:11.826294] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:11.826377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:11.826541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:11.844606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:11.845291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:11.845400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:11.845483] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:11.882262] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:11.882367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:11.882408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:11.882449] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:11.885685] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-10-10T00:35:11.885971] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-10-10T00:35:11.886117] [INFO ] [sig       ] WY: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:12.036583] [INFO ] [LOCAL     ] Saved forecast: WY	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/WY.txt
[2025-10-10T00:35:12.036936] [INFO ] [sig       ] [1655/1690] Completed WY in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 8.6s
[2025-10-10T00:35:12.037024] [INFO ] [sig       ] [1656/1690] Forecasting XFLT...
[2025-10-10T00:35:12.037096] [INFO ] [sig       ] Generating forecast for: XFLT
[2025-10-10T00:35:12.037167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'.
[2025-10-10T00:35:12.048259] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XFLT'.
[2025-10-10T00:35:12.048718] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-10-10T00:35:12.074402] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:12.075190] [DEBUG] [LOCAL     ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt
[2025-10-10T00:35:12.075269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:12.075343] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:12.075413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:12.075512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:12.092498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:12.093133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:12.093247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:12.093317] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:12.131131] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:12.131280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:12.131325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:12.131358] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:12.134764] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-10-10T00:35:12.135080] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-10-10T00:35:12.135227] [INFO ] [sig       ] XFLT: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:12.275974] [INFO ] [LOCAL     ] Saved forecast: XFLT	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XFLT.txt
[2025-10-10T00:35:12.276298] [INFO ] [sig       ] [1656/1690] Completed XFLT in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 8.4s
[2025-10-10T00:35:12.276392] [INFO ] [sig       ] [1657/1690] Forecasting XHR...
[2025-10-10T00:35:12.276464] [INFO ] [sig       ] Generating forecast for: XHR
[2025-10-10T00:35:12.276537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-10-10T00:35:12.286005] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XHR'.
[2025-10-10T00:35:12.286349] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-10-10T00:35:12.311637] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:12.312392] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-10-10T00:35:12.312471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:12.312544] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:12.312612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:12.312733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:12.330033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:12.330638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:12.330773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:12.330843] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:12.370864] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:12.370999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:12.371044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:12.371078] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:12.374475] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-10-10T00:35:12.374829] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-10-10T00:35:12.374995] [INFO ] [sig       ] XHR: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:12.516433] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XHR.txt
[2025-10-10T00:35:12.516758] [INFO ] [sig       ] [1657/1690] Completed XHR in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 8.1s
[2025-10-10T00:35:12.516858] [INFO ] [sig       ] [1658/1690] Forecasting XOM...
[2025-10-10T00:35:12.516930] [INFO ] [sig       ] Generating forecast for: XOM
[2025-10-10T00:35:12.517002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-10-10T00:35:12.526961] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XOM'.
[2025-10-10T00:35:12.527364] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-10-10T00:35:12.554309] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:12.555174] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-10-10T00:35:12.555253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:12.555325] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:12.555394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:12.555507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:12.575391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:12.576407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:12.576568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:12.576726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:12.615127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:12.615302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:12.615348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:12.615382] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:12.618996] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-10-10T00:35:12.619293] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-10-10T00:35:12.619438] [INFO ] [sig       ] XOM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:12.764003] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/XOM.txt
[2025-10-10T00:35:12.764377] [INFO ] [sig       ] [1658/1690] Completed XOM in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 7.9s
[2025-10-10T00:35:12.764461] [INFO ] [sig       ] [1659/1690] Forecasting XPER...
[2025-10-10T00:35:12.764531] [INFO ] [sig       ] Generating forecast for: XPER
[2025-10-10T00:35:12.764603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-10-10T00:35:12.773837] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XPER'.
[2025-10-10T00:35:12.774315] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-10-10T00:35:12.802591] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:12.803532] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-10-10T00:35:12.803615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:12.803715] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:12.803782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:12.803882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:12.822379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:12.823277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:12.823396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:12.823465] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:12.859256] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:12.859477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:12.859528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:12.859562] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:12.863222] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-10-10T00:35:12.863524] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-10-10T00:35:12.863703] [INFO ] [sig       ] XPER: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:13.011678] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/XPER.txt
[2025-10-10T00:35:13.011917] [INFO ] [sig       ] [1659/1690] Completed XPER in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 7.7s
[2025-10-10T00:35:13.012000] [INFO ] [sig       ] [1660/1690] Forecasting XPEV...
[2025-10-10T00:35:13.012097] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-10-10T00:35:13.012150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-10-10T00:35:13.021279] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XPEV'.
[2025-10-10T00:35:13.021585] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-10-10T00:35:13.046628] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:13.047344] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-10-10T00:35:13.047434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:13.047506] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:13.047573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:13.047692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:13.064689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:13.065250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:13.065354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:13.065422] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:13.107190] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:13.107399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:13.107461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:13.107498] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:13.111218] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-10-10T00:35:13.111543] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-10-10T00:35:13.111719] [INFO ] [sig       ] XPEV: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:13.253513] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XPEV.txt
[2025-10-10T00:35:13.253782] [INFO ] [sig       ] [1660/1690] Completed XPEV in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 7.4s
[2025-10-10T00:35:13.253909] [INFO ] [sig       ] [1661/1690] Forecasting XPO...
[2025-10-10T00:35:13.253982] [INFO ] [sig       ] Generating forecast for: XPO
[2025-10-10T00:35:13.254057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-10-10T00:35:13.264700] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XPO'.
[2025-10-10T00:35:13.265128] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-10-10T00:35:13.291525] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:13.292373] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-10-10T00:35:13.292455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:13.292529] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:13.292599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:13.292768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:13.309968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:13.310582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:13.310718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:13.310791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:13.347193] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:13.347392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:13.347440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:13.347475] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:13.351411] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-10-10T00:35:13.351784] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-10-10T00:35:13.351956] [INFO ] [sig       ] XPO: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:13.499118] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XPO.txt
[2025-10-10T00:35:13.499499] [INFO ] [sig       ] [1661/1690] Completed XPO in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 7.2s
[2025-10-10T00:35:13.499583] [INFO ] [sig       ] [1662/1690] Forecasting XPOF...
[2025-10-10T00:35:13.499684] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-10-10T00:35:13.499769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-10-10T00:35:13.509599] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XPOF'.
[2025-10-10T00:35:13.510031] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-10-10T00:35:13.535901] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:13.536790] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-10-10T00:35:13.536872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:13.536946] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:13.537029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:13.537199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:13.554921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:13.555556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:13.555696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:13.555783] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:13.593310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:13.593527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:13.593577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:13.593612] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:13.597201] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-10-10T00:35:13.597502] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-10-10T00:35:13.597677] [INFO ] [sig       ] XPOF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:13.755308] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XPOF.txt
[2025-10-10T00:35:13.755616] [INFO ] [sig       ] [1662/1690] Completed XPOF in 0.3s | 4.05 sym/s | Total: 6.8m | ETA: 6.9s
[2025-10-10T00:35:13.755753] [INFO ] [sig       ] [1663/1690] Forecasting XPRO...
[2025-10-10T00:35:13.755823] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-10-10T00:35:13.755897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-10-10T00:35:13.764909] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XPRO'.
[2025-10-10T00:35:13.765219] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-10-10T00:35:13.790838] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:13.791614] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-10-10T00:35:13.791716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:13.791790] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:13.791860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:13.791961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:13.810176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:13.810941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:13.811054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:13.811125] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:13.850520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:13.850741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:13.850808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:13.850843] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:13.854367] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-10-10T00:35:13.854731] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-10-10T00:35:13.854900] [INFO ] [sig       ] XPRO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:13.998003] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/XPRO.txt
[2025-10-10T00:35:13.998343] [INFO ] [sig       ] [1663/1690] Completed XPRO in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 6.7s
[2025-10-10T00:35:13.998421] [INFO ] [sig       ] [1664/1690] Forecasting XYF...
[2025-10-10T00:35:13.998491] [INFO ] [sig       ] Generating forecast for: XYF
[2025-10-10T00:35:13.998564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-10-10T00:35:14.007999] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XYF'.
[2025-10-10T00:35:14.008295] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-10-10T00:35:14.033330] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:14.034081] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-10-10T00:35:14.034158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:14.034230] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:14.034299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:14.034398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:14.051444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:14.052046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:14.052151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:14.052219] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:14.090270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:14.090396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:14.090440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:14.090479] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:14.093724] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-10-10T00:35:14.094017] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-10-10T00:35:14.094156] [INFO ] [sig       ] XYF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:14.237860] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/XYF.txt
[2025-10-10T00:35:14.238176] [INFO ] [sig       ] [1664/1690] Completed XYF in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 6.4s
[2025-10-10T00:35:14.238301] [INFO ] [sig       ] [1665/1690] Forecasting XYL...
[2025-10-10T00:35:14.238392] [INFO ] [sig       ] Generating forecast for: XYL
[2025-10-10T00:35:14.238490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-10-10T00:35:14.248709] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'XYL'.
[2025-10-10T00:35:14.249137] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-10-10T00:35:14.274931] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:14.275761] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-10-10T00:35:14.275839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:14.275911] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:14.275981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:14.276080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:14.293206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:14.293869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:14.294002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:14.294070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:14.332801] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:14.333040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:14.333093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:14.333127] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:14.336895] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-10-10T00:35:14.337232] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-10-10T00:35:14.337389] [INFO ] [sig       ] XYL: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:14.478896] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/XYL.txt
[2025-10-10T00:35:14.479223] [INFO ] [sig       ] [1665/1690] Completed XYL in 0.2s | 4.05 sym/s | Total: 6.8m | ETA: 6.2s
[2025-10-10T00:35:14.479305] [INFO ] [sig       ] [1666/1690] Forecasting YALA...
[2025-10-10T00:35:14.479376] [INFO ] [sig       ] Generating forecast for: YALA
[2025-10-10T00:35:14.479448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-10-10T00:35:14.488545] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YALA'.
[2025-10-10T00:35:14.489000] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-10-10T00:35:14.514473] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:14.515274] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-10-10T00:35:14.515351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:14.515423] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:14.515491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:14.515591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:14.532500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:14.533108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:14.533216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:14.533286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:14.569498] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:14.569602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:14.569665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:14.569731] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:14.572820] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-10-10T00:35:14.573093] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-10-10T00:35:14.573231] [INFO ] [sig       ] YALA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:14.719290] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/YALA.txt
[2025-10-10T00:35:14.719668] [INFO ] [sig       ] [1666/1690] Completed YALA in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 5.9s
[2025-10-10T00:35:14.719762] [INFO ] [sig       ] [1667/1690] Forecasting YELP...
[2025-10-10T00:35:14.719837] [INFO ] [sig       ] Generating forecast for: YELP
[2025-10-10T00:35:14.719909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-10-10T00:35:14.730514] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YELP'.
[2025-10-10T00:35:14.731047] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-10-10T00:35:14.761768] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:14.762602] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-10-10T00:35:14.762734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:14.762809] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:14.762880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:14.763012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:14.783868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:14.784513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:14.784627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:14.784723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:14.827133] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:14.827336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:14.827401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:14.827438] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:14.831317] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-10-10T00:35:14.831618] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-10-10T00:35:14.831806] [INFO ] [sig       ] YELP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:15.005963] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YELP.txt
[2025-10-10T00:35:15.006308] [INFO ] [sig       ] [1667/1690] Completed YELP in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 5.7s
[2025-10-10T00:35:15.006393] [INFO ] [sig       ] [1668/1690] Forecasting YETI...
[2025-10-10T00:35:15.006474] [INFO ] [sig       ] Generating forecast for: YETI
[2025-10-10T00:35:15.006549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-10-10T00:35:15.016077] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YETI'.
[2025-10-10T00:35:15.016400] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-10-10T00:35:15.045474] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:15.046437] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-10-10T00:35:15.046528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:15.046603] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:15.046709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:15.046849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:15.068466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:15.069189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:15.069305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:15.069377] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:15.112328] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:15.112477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:15.112522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:15.112556] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:15.116480] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-10-10T00:35:15.116857] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-10-10T00:35:15.117024] [INFO ] [sig       ] YETI: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:15.298125] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/YETI.txt
[2025-10-10T00:35:15.298467] [INFO ] [sig       ] [1668/1690] Completed YETI in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 5.4s
[2025-10-10T00:35:15.298565] [INFO ] [sig       ] [1669/1690] Forecasting YEXT...
[2025-10-10T00:35:15.298679] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-10-10T00:35:15.298786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-10-10T00:35:15.309048] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YEXT'.
[2025-10-10T00:35:15.309407] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-10-10T00:35:15.338240] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:15.339215] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-10-10T00:35:15.339297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:15.339386] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:15.339470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:15.339600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:15.359630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:15.360285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:15.360400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:15.360499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:15.405452] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:15.405715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:15.405793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:15.405864] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:15.409928] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-10-10T00:35:15.410244] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-10-10T00:35:15.410452] [INFO ] [sig       ] YEXT: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:15.594589] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YEXT.txt
[2025-10-10T00:35:15.595030] [INFO ] [sig       ] [1669/1690] Completed YEXT in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 5.2s
[2025-10-10T00:35:15.595135] [INFO ] [sig       ] [1670/1690] Forecasting YMM...
[2025-10-10T00:35:15.595224] [INFO ] [sig       ] Generating forecast for: YMM
[2025-10-10T00:35:15.595320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-10-10T00:35:15.605496] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YMM'.
[2025-10-10T00:35:15.605897] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-10-10T00:35:15.631433] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:15.632194] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-10-10T00:35:15.632273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:15.632320] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:15.632383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:15.632485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:15.649668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:15.650350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:15.650457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:15.650526] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:15.686341] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:15.686504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:15.686548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:15.686581] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:15.690027] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-10-10T00:35:15.690335] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-10-10T00:35:15.690482] [INFO ] [sig       ] YMM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:15.831531] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/YMM.txt
[2025-10-10T00:35:15.831837] [INFO ] [sig       ] [1670/1690] Completed YMM in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 4.9s
[2025-10-10T00:35:15.831954] [INFO ] [sig       ] [1671/1690] Forecasting YOU...
[2025-10-10T00:35:15.832024] [INFO ] [sig       ] Generating forecast for: YOU
[2025-10-10T00:35:15.832100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-10-10T00:35:15.841176] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YOU'.
[2025-10-10T00:35:15.841536] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-10-10T00:35:15.866712] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:15.867466] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-10-10T00:35:15.867546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:15.867617] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:15.867707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:15.867812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:15.884734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:15.885315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:15.885423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:15.885492] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:15.920318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:15.920451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:15.920495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:15.920527] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:15.923829] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-10-10T00:35:15.924131] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-10-10T00:35:15.924310] [INFO ] [sig       ] YOU: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:16.065515] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/YOU.txt
[2025-10-10T00:35:16.065816] [INFO ] [sig       ] [1671/1690] Completed YOU in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 4.7s
[2025-10-10T00:35:16.065914] [INFO ] [sig       ] [1672/1690] Forecasting YPF...
[2025-10-10T00:35:16.065962] [INFO ] [sig       ] Generating forecast for: YPF
[2025-10-10T00:35:16.066026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-10-10T00:35:16.075943] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YPF'.
[2025-10-10T00:35:16.076316] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-10-10T00:35:16.101934] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:16.102700] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-10-10T00:35:16.102779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:16.102851] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:16.102920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:16.103024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:16.120768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:16.121666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:16.121833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:16.121907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:16.157103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:16.157308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:16.157360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:16.157398] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:16.161074] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-10-10T00:35:16.161369] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-10-10T00:35:16.161508] [INFO ] [sig       ] YPF: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:16.307412] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/YPF.txt
[2025-10-10T00:35:16.307797] [INFO ] [sig       ] [1672/1690] Completed YPF in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 4.4s
[2025-10-10T00:35:16.307879] [INFO ] [sig       ] [1673/1690] Forecasting YRD...
[2025-10-10T00:35:16.307984] [INFO ] [sig       ] Generating forecast for: YRD
[2025-10-10T00:35:16.308068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-10-10T00:35:16.317344] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YRD'.
[2025-10-10T00:35:16.317703] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-10-10T00:35:16.342810] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:16.343550] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-10-10T00:35:16.343627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:16.343720] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:16.343787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:16.343882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:16.361174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:16.361794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:16.361898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:16.361963] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:16.395819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:16.395936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:16.395977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:16.396011] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:16.399149] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-10-10T00:35:16.399426] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-10-10T00:35:16.399556] [INFO ] [sig       ] YRD: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:16.545698] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YRD.txt
[2025-10-10T00:35:16.546013] [INFO ] [sig       ] [1673/1690] Completed YRD in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 4.2s
[2025-10-10T00:35:16.546084] [INFO ] [sig       ] [1674/1690] Forecasting YSG...
[2025-10-10T00:35:16.546149] [INFO ] [sig       ] Generating forecast for: YSG
[2025-10-10T00:35:16.546220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-10-10T00:35:16.555808] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YSG'.
[2025-10-10T00:35:16.556155] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-10-10T00:35:16.581955] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:16.582709] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-10-10T00:35:16.582817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:16.582903] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:16.582985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:16.583110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:16.600198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:16.600858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:16.600964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:16.601045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:16.636069] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:16.636180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:16.636221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:16.636254] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:16.639471] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-10-10T00:35:16.639794] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-10-10T00:35:16.639939] [INFO ] [sig       ] YSG: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:16.783227] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YSG.txt
[2025-10-10T00:35:16.783549] [INFO ] [sig       ] [1674/1690] Completed YSG in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 3.9s
[2025-10-10T00:35:16.783631] [INFO ] [sig       ] [1675/1690] Forecasting YUM...
[2025-10-10T00:35:16.783728] [INFO ] [sig       ] Generating forecast for: YUM
[2025-10-10T00:35:16.783803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-10-10T00:35:16.793267] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YUM'.
[2025-10-10T00:35:16.793718] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-10-10T00:35:16.819414] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:16.820203] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-10-10T00:35:16.820281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:16.820353] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:16.820421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:16.820522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:16.837625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:16.838345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:16.838457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:16.838525] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:16.874327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:16.874472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:16.874517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:16.874550] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:16.877956] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-10-10T00:35:16.878252] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-10-10T00:35:16.878394] [INFO ] [sig       ] YUM: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:17.027816] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YUM.txt
[2025-10-10T00:35:17.028260] [INFO ] [sig       ] [1675/1690] Completed YUM in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 3.7s
[2025-10-10T00:35:17.028347] [INFO ] [sig       ] [1676/1690] Forecasting YUMC...
[2025-10-10T00:35:17.028417] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-10-10T00:35:17.028499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-10-10T00:35:17.038570] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'YUMC'.
[2025-10-10T00:35:17.038976] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-10-10T00:35:17.070669] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:17.071568] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-10-10T00:35:17.071674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:17.071752] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:17.071827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:17.071929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:17.092417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:17.093129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:17.093242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:17.093312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:17.133935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:17.134088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:17.134133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:17.134168] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:17.138621] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-10-10T00:35:17.138986] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-10-10T00:35:17.139170] [INFO ] [sig       ] YUMC: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:17.310202] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/YUMC.txt
[2025-10-10T00:35:17.310703] [INFO ] [sig       ] [1676/1690] Completed YUMC in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 3.5s
[2025-10-10T00:35:17.310807] [INFO ] [sig       ] [1677/1690] Forecasting ZBH...
[2025-10-10T00:35:17.310901] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-10-10T00:35:17.311000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-10-10T00:35:17.323113] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZBH'.
[2025-10-10T00:35:17.323527] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-10-10T00:35:17.351479] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:17.352331] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-10-10T00:35:17.352414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:17.352489] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:17.352559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:17.352749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:17.373452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:17.374130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:17.374250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:17.374324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:17.415722] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:17.415919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:17.415978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:17.416014] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:17.419998] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-10-10T00:35:17.420351] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-10-10T00:35:17.420548] [INFO ] [sig       ] ZBH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:17.602748] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ZBH.txt
[2025-10-10T00:35:17.603170] [INFO ] [sig       ] [1677/1690] Completed ZBH in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 3.2s
[2025-10-10T00:35:17.603278] [INFO ] [sig       ] [1678/1690] Forecasting ZEPP...
[2025-10-10T00:35:17.603421] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-10-10T00:35:17.603497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-10-10T00:35:17.614420] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'ZEPP'.
[2025-10-10T00:35:17.614954] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-10-10T00:35:17.643829] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:17.644807] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-10-10T00:35:17.644889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:17.644964] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:17.645035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:17.645181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:17.665705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:17.666469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:17.666583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:17.666678] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:17.708128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:17.708285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:17.708331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:17.708366] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:17.711871] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-10-10T00:35:17.712170] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-10-10T00:35:17.712320] [INFO ] [sig       ] ZEPP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:17.865460] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZEPP.txt
[2025-10-10T00:35:17.865805] [INFO ] [sig       ] [1678/1690] Completed ZEPP in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 3.0s
[2025-10-10T00:35:17.865887] [INFO ] [sig       ] [1679/1690] Forecasting ZETA...
[2025-10-10T00:35:17.865955] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-10-10T00:35:17.866026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-10-10T00:35:17.875484] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZETA'.
[2025-10-10T00:35:17.875838] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-10-10T00:35:17.901519] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:17.902329] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-10-10T00:35:17.902407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:17.902493] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:17.902576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:17.902710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:17.919940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:17.920552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:17.920681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:17.920823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:17.955567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:17.955694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:17.955755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:17.955790] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:17.958904] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-10-10T00:35:17.959183] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-10-10T00:35:17.959315] [INFO ] [sig       ] ZETA: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:18.114145] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ZETA.txt
[2025-10-10T00:35:18.114454] [INFO ] [sig       ] [1679/1690] Completed ZETA in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 2.7s
[2025-10-10T00:35:18.114536] [INFO ] [sig       ] [1680/1690] Forecasting ZGN...
[2025-10-10T00:35:18.114606] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-10-10T00:35:18.114701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-10-10T00:35:18.124871] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZGN'.
[2025-10-10T00:35:18.125248] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-10-10T00:35:18.150344] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:18.151097] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-10-10T00:35:18.151174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:18.151245] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:18.151313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:18.151410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:18.168539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:18.169146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:18.169251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:18.169320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:18.202570] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:18.202707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:18.202767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:18.202803] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:18.205922] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-10-10T00:35:18.206197] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-10-10T00:35:18.206329] [INFO ] [sig       ] ZGN: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:18.351207] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZGN.txt
[2025-10-10T00:35:18.351471] [INFO ] [sig       ] [1680/1690] Completed ZGN in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 2.5s
[2025-10-10T00:35:18.351570] [INFO ] [sig       ] [1681/1690] Forecasting ZH...
[2025-10-10T00:35:18.351625] [INFO ] [sig       ] Generating forecast for: ZH
[2025-10-10T00:35:18.351710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-10-10T00:35:18.360375] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZH'.
[2025-10-10T00:35:18.360698] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-10-10T00:35:18.385965] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:18.386711] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-10-10T00:35:18.386804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:18.386875] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:18.386946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:18.387041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:18.404574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:18.405198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:18.405301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:18.405369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:18.438015] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:18.438152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:18.438194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:18.438227] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:18.441678] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-10-10T00:35:18.441965] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-10-10T00:35:18.442100] [INFO ] [sig       ] ZH: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:18.584562] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ZH.txt
[2025-10-10T00:35:18.584915] [INFO ] [sig       ] [1681/1690] Completed ZH in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 2.2s
[2025-10-10T00:35:18.584993] [INFO ] [sig       ] [1682/1690] Forecasting ZIM...
[2025-10-10T00:35:18.585059] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-10-10T00:35:18.585129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-10-10T00:35:18.594408] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZIM'.
[2025-10-10T00:35:18.594737] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-10-10T00:35:18.620870] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:18.621680] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-10-10T00:35:18.621761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:18.621839] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:18.621923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:18.622028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:18.640497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:18.641172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:18.641278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:18.641349] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:18.675576] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:18.675725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:18.675786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:18.675823] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:18.683991] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=35.26%)
[2025-10-10T00:35:18.684523] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-10-10T00:35:18.684734] [INFO ] [sig       ] ZIM: Forecast for 2025-10-09: DOWN (sign=0.00)
[2025-10-10T00:35:18.832710] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-10-10	0 -> ./output/forecasts/individual/2025-10-10/ZIM.txt
[2025-10-10T00:35:18.833001] [INFO ] [sig       ] [1682/1690] Completed ZIM in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 2.0s
[2025-10-10T00:35:18.833100] [INFO ] [sig       ] [1683/1690] Forecasting ZIP...
[2025-10-10T00:35:18.833166] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-10-10T00:35:18.833238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-10-10T00:35:18.843943] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZIP'.
[2025-10-10T00:35:18.844267] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-10-10T00:35:18.872019] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:18.872841] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-10-10T00:35:18.872922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:18.872995] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:18.873065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:18.873163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:18.891459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:18.892146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:18.892262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:18.892335] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:18.925017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:18.925150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:18.925195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:18.925231] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:18.928722] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-10-10T00:35:18.929020] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-10-10T00:35:18.929191] [INFO ] [sig       ] ZIP: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:19.093813] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZIP.txt
[2025-10-10T00:35:19.094186] [INFO ] [sig       ] [1683/1690] Completed ZIP in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 1.7s
[2025-10-10T00:35:19.094269] [INFO ] [sig       ] [1684/1690] Forecasting ZK...
[2025-10-10T00:35:19.094353] [INFO ] [sig       ] Generating forecast for: ZK
[2025-10-10T00:35:19.094437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'.
[2025-10-10T00:35:19.104064] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZK'.
[2025-10-10T00:35:19.104424] [INFO ] [FORECASTER] Starting predict_future for ZK
[2025-10-10T00:35:19.130806] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:19.131932] [DEBUG] [LOCAL     ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt
[2025-10-10T00:35:19.132012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:19.132098] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:19.132170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:19.132272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:19.150772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:19.151450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:19.151563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:19.151634] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:19.189753] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:19.189968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:19.190017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:19.190053] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:19.193935] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-10-10T00:35:19.194266] [INFO ] [FORECASTER] Completed predict_future for ZK
[2025-10-10T00:35:19.194440] [INFO ] [sig       ] ZK: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:19.349329] [INFO ] [LOCAL     ] Saved forecast: ZK	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZK.txt
[2025-10-10T00:35:19.349686] [INFO ] [sig       ] [1684/1690] Completed ZK in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 1.5s
[2025-10-10T00:35:19.349762] [INFO ] [sig       ] [1685/1690] Forecasting ZKH...
[2025-10-10T00:35:19.349847] [INFO ] [sig       ] Generating forecast for: ZKH
[2025-10-10T00:35:19.349953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'.
[2025-10-10T00:35:19.359467] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'ZKH'.
[2025-10-10T00:35:19.359878] [INFO ] [FORECASTER] Starting predict_future for ZKH
[2025-10-10T00:35:19.385708] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:19.386473] [DEBUG] [LOCAL     ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt
[2025-10-10T00:35:19.386555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:19.386628] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:19.386749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:19.386867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:19.405044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:19.405693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:19.405803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:19.405889] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:19.443041] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:19.443168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:19.443210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:19.443243] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:19.446430] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-10-10T00:35:19.446748] [INFO ] [FORECASTER] Completed predict_future for ZKH
[2025-10-10T00:35:19.446905] [INFO ] [sig       ] ZKH: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:19.592250] [INFO ] [LOCAL     ] Saved forecast: ZKH	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZKH.txt
[2025-10-10T00:35:19.592505] [INFO ] [sig       ] [1685/1690] Completed ZKH in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 1.2s
[2025-10-10T00:35:19.592611] [INFO ] [sig       ] [1686/1690] Forecasting ZTO...
[2025-10-10T00:35:19.592705] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-10-10T00:35:19.592777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-10-10T00:35:19.602240] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZTO'.
[2025-10-10T00:35:19.602616] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-10-10T00:35:19.629105] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:19.630017] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-10-10T00:35:19.630096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:19.630168] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:19.630252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:19.630367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:19.647708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:19.648342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:19.648449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:19.648531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:19.686030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:19.686260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:19.686310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:19.686344] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:19.690268] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-10-10T00:35:19.690593] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-10-10T00:35:19.690781] [INFO ] [sig       ] ZTO: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:19.864075] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZTO.txt
[2025-10-10T00:35:19.864456] [INFO ] [sig       ] [1686/1690] Completed ZTO in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 1.0s
[2025-10-10T00:35:19.864541] [INFO ] [sig       ] [1687/1690] Forecasting ZTR...
[2025-10-10T00:35:19.864613] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-10-10T00:35:19.864754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-10-10T00:35:19.874284] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZTR'.
[2025-10-10T00:35:19.874715] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-10-10T00:35:19.900734] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:19.901487] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-10-10T00:35:19.901566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:19.901638] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:19.901731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:19.901881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:19.919627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:19.920239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:19.920346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:19.920429] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:19.963131] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:19.963256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:19.963299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:19.963331] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:19.966594] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-10-10T00:35:19.966908] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-10-10T00:35:19.967063] [INFO ] [sig       ] ZTR: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:20.125320] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZTR.txt
[2025-10-10T00:35:20.126258] [INFO ] [sig       ] [1687/1690] Completed ZTR in 0.3s | 4.05 sym/s | Total: 6.9m | ETA: 0.7s
[2025-10-10T00:35:20.126357] [INFO ] [sig       ] [1688/1690] Forecasting ZTS...
[2025-10-10T00:35:20.126449] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-10-10T00:35:20.126544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-10-10T00:35:20.140586] [DEBUG] [REMOTE    ] Successfully parsed 1806 rows of historical data for symbol 'ZTS'.
[2025-10-10T00:35:20.141119] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-10-10T00:35:20.167892] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:20.168774] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-10-10T00:35:20.168852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:20.168947] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:20.169016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:20.169112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:20.186277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:20.187048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:20.187159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:20.187228] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:20.224696] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:20.224919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:20.224968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:20.225001] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:20.228699] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-10-10T00:35:20.229089] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-10-10T00:35:20.229253] [INFO ] [sig       ] ZTS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:20.376069] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZTS.txt
[2025-10-10T00:35:20.376418] [INFO ] [sig       ] [1688/1690] Completed ZTS in 0.2s | 4.05 sym/s | Total: 6.9m | ETA: 0.5s
[2025-10-10T00:35:20.376505] [INFO ] [sig       ] [1689/1690] Forecasting ZVIA...
[2025-10-10T00:35:20.376576] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-10-10T00:35:20.376673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-10-10T00:35:20.386628] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZVIA'.
[2025-10-10T00:35:20.387010] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-10-10T00:35:20.412439] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:20.413192] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-10-10T00:35:20.413271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:20.413342] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:20.413410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:20.413509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:20.431190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:20.431830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:20.431941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:20.432012] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:20.467677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:20.467802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:20.467845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:20.467879] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:20.471042] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-10-10T00:35:20.471316] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-10-10T00:35:20.471451] [INFO ] [sig       ] ZVIA: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:20.615949] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZVIA.txt
[2025-10-10T00:35:20.616214] [INFO ] [sig       ] [1689/1690] Completed ZVIA in 0.2s | 4.05 sym/s | Total: 7.0m | ETA: 0.2s
[2025-10-10T00:35:20.616318] [INFO ] [sig       ] [1690/1690] Forecasting ZWS...
[2025-10-10T00:35:20.616388] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-10-10T00:35:20.616481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-10-10T00:35:20.626318] [DEBUG] [REMOTE    ] Successfully parsed 1807 rows of historical data for symbol 'ZWS'.
[2025-10-10T00:35:20.626836] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-10-10T00:35:20.653841] [DEBUG] [FEATURES  ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days)
[2025-10-10T00:35:20.654891] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-10-10T00:35:20.654974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-10T00:35:20.655067] [DEBUG] [FORECASTER] Starting train method
[2025-10-10T00:35:20.655155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-10T00:35:20.655273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-10T00:35:20.673627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-10T00:35:20.674532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-10T00:35:20.674673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-10T00:35:20.674767] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-10T00:35:20.712525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-10T00:35:20.712769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-10T00:35:20.712837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-10T00:35:20.712876] [INFO ] [FORECASTER] Training complete
[2025-10-10T00:35:20.716606] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-10-10T00:35:20.716966] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-10-10T00:35:20.717176] [INFO ] [sig       ] ZWS: Forecast for 2025-10-09: UP (sign=1.00)
[2025-10-10T00:35:20.872021] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-10-10	1 -> ./output/forecasts/individual/2025-10-10/ZWS.txt
[2025-10-10T00:35:20.872378] [INFO ] [sig       ] [1690/1690] Completed ZWS in 0.3s | 4.05 sym/s | Total: 7.0m | ETA: 0.0s
[2025-10-10T00:35:20.872465] [INFO ] [sig       ] ==================================================
[2025-10-10T00:35:20.872536] [INFO ] [sig       ] Forecasts complete: 1690/1690 symbols succeeded
[2025-10-10T00:35:20.872608] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-10-10T00:35:20.872714] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-10-10T00:35:20.872958] [INFO ] [sig       ] Found 1 forecast dates to process
[2025-10-10T00:35:20.873033] [INFO ] [sig       ] [1/1] Processing report for 2025-10-10...
[2025-10-10T00:35:20.873136] [INFO ] [sig       ] [1/1] Report for 2025-10-10 already exists, skipping...
[2025-10-10T00:35:20.873207] [INFO ] [sig       ] ==================================================
[2025-10-10T00:35:20.873274] [INFO ] [sig       ] Report generation complete: 1/1 reports succeeded
[2025-10-10T00:35:21.381906] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-10-10T00:35:21.382249] [INFO ] [sig       ] Email notification sent
[2025-10-10T00:35:21.383407] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-10-10T00:35:21.383784] [INFO ] [STATE     ] Last completion updated: 2025-10-10T00:35:21.383529
[2025-10-10T18:30:02.608491] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-10T18:30:02.806636] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-10T18:30:02.991226] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-10T18:30:03.166993] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-10T18:30:03.168762] [WARN ] [STATE     ] State set to: WAITING
[2025-10-10T18:30:03.168846] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-10T18:30:03.177959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:03.183455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:03.188213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:03.192528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:03.192632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:06.198773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:06.204710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:06.210529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:06.216222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:06.216377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:09.222166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:09.226360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:09.230325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:09.234368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:09.234460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:12.241637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:12.246623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:12.251102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:12.254940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:12.255034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:15.262629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:15.267082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:15.271422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:15.275757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:15.275865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:18.281858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:18.287570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:18.291592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:18.295610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:18.295763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:21.302167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:21.307235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:21.311162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:21.315042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:21.315134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:24.320504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:24.324010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:24.328172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:24.331758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:24.331837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:27.338446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:27.342614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:27.346436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:27.350010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:27.350120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:30.356921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:30.362316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:30.367293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:30.371260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:30.371352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:33.376446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:33.380289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:33.384152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:33.388083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:33.388188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:36.393270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:36.396941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:36.400475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:36.404103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:36.404202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:39.409558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:39.413757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:39.417790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:39.421744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:39.421846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:42.428147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:42.431956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:42.435573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:42.439193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:42.439284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:45.445635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:45.450311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:45.455621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:45.461349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:45.461507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:48.467393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:48.471934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:48.476800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:48.481084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:48.481245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:51.487309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:51.492346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:51.496874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:51.502297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:51.502496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:54.508483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:54.512201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:54.516514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:54.520219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:54.520329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:30:57.526613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:30:57.530412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:30:57.533957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:30:57.537394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:30:57.537477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:00.544333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:00.548483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:00.552489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:00.556513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:00.556601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:03.564705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:03.569952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:03.574508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:03.580514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:03.580743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:06.587275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:06.592667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:06.597348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:06.602226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:06.602390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:09.607556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:09.611530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:09.615157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:09.618779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:09.618868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:12.625741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:12.630939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:12.635820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:12.640569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:12.640721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:15.646813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:15.652204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:15.658595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:15.663020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:15.663108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:18.669282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:18.673696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:18.677682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:18.681332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:18.681425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:21.687526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:21.693232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:21.697914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:21.702197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:21.702331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:24.709385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:24.713613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:24.717949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:24.722452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:24.722638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:27.729042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:27.732810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:27.736515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:27.740818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:27.740904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:30.747067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:30.752019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:30.756721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:30.760593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:30.760714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:33.767161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:33.771830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:33.777282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:33.781417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:33.781521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:36.789130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:36.795229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:36.799942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:36.803761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:36.803848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:39.810677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:39.822075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:39.828546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:39.833571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:39.833748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:42.839282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:42.842996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:42.846596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:42.850064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:42.850146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:45.856436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:45.860169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:45.863823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:45.867684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:45.867769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:48.873532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:48.877584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:48.881182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:48.884901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:48.884993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:51.892844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:51.897775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:51.902109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:51.906631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:51.906739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:54.912435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:54.920513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:54.924874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:54.928855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:54.928933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:31:57.935359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:31:57.940003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:31:57.945313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:31:57.949742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:31:57.949861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:00.954970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:00.958721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:00.962424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:00.966014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:00.966097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:03.972718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:03.977056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:03.980967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:03.985209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:03.985293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:06.990864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:06.996906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:07.001856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:07.005989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:07.006080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:10.012073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:10.016254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:10.020210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:10.023604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:10.023701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:13.029067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:13.033474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:13.037377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:13.041141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:13.041227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:16.047954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:16.052851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:16.058189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:16.063391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:16.063528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:19.070017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:19.076049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:19.081238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:19.085482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:19.085586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:22.091855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:22.096535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:22.100828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:22.105319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:22.105422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:25.111588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:25.116829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:25.122218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:25.126412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:25.126515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:28.132051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:28.137112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:28.141192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:28.144915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:28.145018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:31.151981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:31.157617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:31.162210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:31.166364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:31.166481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:34.172557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:34.177625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:34.181963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:34.185925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:34.186018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:37.191083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:37.194989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:37.198550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:37.202058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:37.202145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:40.207515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:40.211014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:40.214513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:40.218082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:40.218188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:43.223335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:43.227037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:43.230517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:43.234253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:43.234345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:46.241115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:46.245547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:46.249398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:46.252972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:46.253056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:49.258813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:49.262852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:49.266448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:49.270094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:49.270181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:52.275495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:52.279767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:52.283404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:52.287445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:52.287539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:55.294723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:55.299198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:55.304498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:55.308976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:55.309061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:32:58.315161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:32:58.319590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:32:58.323381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:32:58.327821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:32:58.327931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:01.334691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:01.338805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:01.343604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:01.348437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:01.348571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:04.353465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:04.357239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:04.360800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:04.364322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:04.364408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:07.369889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:07.373690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:07.377262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:07.380923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:07.381025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:10.386292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:10.389820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:10.393210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:10.396689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:10.396770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:13.403440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:13.410352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:13.417082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:13.422838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:13.422990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:16.429798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:16.435026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:16.439601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:16.443444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:16.443528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:19.449696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:19.454195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:19.457913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:19.461483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:19.461584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:22.467116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:22.471034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:22.474786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:22.478414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:22.478521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:25.483581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:25.487318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:25.491832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:25.496199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:25.496322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:28.501637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:28.506316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:28.509927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:28.513622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:28.513778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:31.519304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:31.524854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:31.529446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:31.533249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:31.533350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:34.538950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:34.542826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:34.546376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:34.549993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:34.550084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:37.556315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:37.561040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:37.567728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:37.574426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:37.574613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:40.580959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:40.585193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:40.590180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:40.594492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:40.594575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:43.599589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:43.603129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:43.606535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:43.609929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:43.610012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:46.614220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:46.617802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:46.621138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:46.624699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:46.624807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:49.629332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:49.632991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:49.636525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:49.639981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:49.640073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:52.644494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:52.647982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:52.651265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:52.654720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:52.654802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:55.660377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:55.664715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:55.669070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:55.673337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:55.673455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:33:58.678078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:33:58.681807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:33:58.685330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:33:58.689235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:33:58.689374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:01.695538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:01.699932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:01.703675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:01.707518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:01.707612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:04.713492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:04.719043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:04.725512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:04.732039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:04.732203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:07.737690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:07.741918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:07.746055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:07.749905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:07.750005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:10.756523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:10.761678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:10.765609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:10.773939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:10.774067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:13.780598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:13.786131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:13.791296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:13.796148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:13.796290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:16.803602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:16.809499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:16.813993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:16.819566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:16.819767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:19.826115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:19.830131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:19.834045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:19.838389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:19.838563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:22.843424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:22.847469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:22.851079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:22.854758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:22.854852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:25.860488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:25.864174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:25.867949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:25.872373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:25.872504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:28.878708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:28.883043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:28.886737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:28.890410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:28.890512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:31.897490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:31.901505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:31.905396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:31.909098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:31.909190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:34.915588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:34.920173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:34.924168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:34.928402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:34.928540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:37.933851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:37.937430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:37.941169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:37.944485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:37.944565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:40.950057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:40.954607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:40.959513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:40.964776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:40.964923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:43.970772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:43.974832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:43.978612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:43.982389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:43.982496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:46.988281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:46.991937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:46.995503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:46.999529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:46.999622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:50.006148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:50.010289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:50.013814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:50.017175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:50.017254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:53.022916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:53.026772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:53.030882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:53.035077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:53.035176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:56.042590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:56.047848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:56.052331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:56.056569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:56.056695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:34:59.062389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:34:59.066664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:34:59.070413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:34:59.074824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:34:59.074987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:02.080822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:02.084734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:02.088514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:02.092195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:02.092286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:05.099120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:05.103926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:05.107881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:05.112556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:05.112761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:08.118499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:08.122021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:08.125632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:08.129075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:08.129156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:11.134918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:11.138688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:11.142734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:11.146215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:11.146297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:14.154419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:14.159272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:14.164046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:14.168964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:14.169111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:17.174002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:17.177439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:17.180812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:17.184157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:17.184239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:20.189499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:20.193384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:20.196852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:20.200248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:20.200328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:23.206389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:23.210937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:23.214568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:23.218085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:23.218172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:26.223308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:26.227263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:26.230872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:26.234554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:26.234674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:29.241127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:29.245861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:29.249439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:29.253034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:29.253116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:32.259578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:32.263870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:32.267796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:32.271850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:32.271933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:35.277352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:35.281663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:35.285387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:35.289261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:35.289366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:38.294454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:38.298596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:38.302329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:38.306413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:38.306508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:41.311676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:41.315296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:41.318727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:41.322212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:41.322293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:44.328708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:44.332799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:44.337007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:44.340976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:44.341059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:47.346821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:47.350559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:47.354119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:47.357678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:47.357769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:50.364539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:50.370333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:50.375169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:50.379821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:50.379939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:53.385897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:53.390390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:53.396297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:53.400844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:53.400955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:56.407729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:56.413210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:56.422046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:56.427242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:56.427361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:35:59.432993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:35:59.437307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:35:59.441974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:35:59.446623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:35:59.446734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:02.453895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:02.458304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:02.462137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:02.466118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:02.466212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:05.472060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:05.476349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:05.480107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:05.483663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:05.483765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:08.489813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:08.493365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:08.496817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:08.500210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:08.500332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:11.505547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:11.509460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:11.513378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:11.517335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:11.517442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:14.522739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:14.526423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:14.529941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:14.533409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:14.533504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:17.539062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:17.543034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:17.546925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:17.550516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:17.550606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:20.555797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:20.559489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:20.563324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:20.568340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:20.568528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:23.575742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:23.580436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:23.585794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:23.590338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:23.590435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:26.596670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:26.601473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:26.606251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:26.609944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:26.610028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:29.617118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:29.622625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:29.627051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:29.631975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:29.632107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:32.638397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:32.644025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:32.648695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:32.652086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:32.652164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:35.658453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:35.662948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:35.666581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:35.670115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:35.670194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:38.676603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:38.682355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:38.687470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:38.692764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:38.692913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:41.699344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:41.704000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:41.707749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:41.711464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:41.711593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:44.717414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:44.721231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:44.724671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:44.728589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:44.728702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:47.735470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:47.740522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:47.745330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:47.749411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:47.749492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:50.754433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:50.757997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:50.761943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:50.765611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:50.765738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:53.772160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:53.776354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:53.780504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:53.784536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:53.784638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:56.791209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:56.795508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:56.799092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:56.803486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:56.803670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:36:59.810273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:36:59.814769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:36:59.818843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:36:59.822451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:36:59.822545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:02.828537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:02.832715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:02.836857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:02.841010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:02.841097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:05.846435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:05.850223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:05.853883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:05.860600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:05.860739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:08.866503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:08.871438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:08.875227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:08.878898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:08.878984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:11.885081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:11.890209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:11.894833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:11.898858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:11.898974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:14.905194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:14.909395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:14.913159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:14.916659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:14.916745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:17.922515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:17.927278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:17.931057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:17.935922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:17.936094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:20.944327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:20.949552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:20.954779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:20.959009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:20.959098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:23.964295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:23.968546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:23.972137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:23.975923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:23.976018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:26.982911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:26.988136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:26.992195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:26.996264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:26.996398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:30.002527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:30.006461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:30.010138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:30.014843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:30.015022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:33.021351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:33.025103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:33.028717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:33.032361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:33.032447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:36.038634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:36.042310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:36.045854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:36.049705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:36.049787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:39.056328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:39.060671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:39.064619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:39.068846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:39.068956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:42.073794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:42.078603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:42.082711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:42.086237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:42.086338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:45.093242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:45.097420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:45.101323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:45.104995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:45.105082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:48.113242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:48.118297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:48.122016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:48.125635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:48.125772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:51.136071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:51.144392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:51.151595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:51.158596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:51.158814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:54.164375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:54.168508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:54.172791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:54.177009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:54.177137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:37:57.181796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:37:57.185561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:37:57.189109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:37:57.192460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:37:57.192540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:00.199563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:00.204622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:00.208470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:00.212405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:00.212543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:03.218064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:03.222041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:03.225531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:03.228996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:03.229076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:06.234724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:06.238743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:06.242795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:06.246555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:06.246638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:09.337024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:09.372145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:09.407404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:09.411431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:09.411526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:12.416986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:12.421027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:12.425375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:12.429417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:12.429502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:15.435032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:15.439518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:15.444267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:15.448693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:15.448825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:18.453174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:18.457068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:18.460577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:18.464368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:18.464464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:21.468634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:21.472990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:21.479855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:21.483539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:21.483625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:24.490663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:24.494872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:24.498526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:24.503179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:24.503359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:27.509034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:27.514603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:27.519798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:27.523956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:27.524037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:30.530436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:30.534357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:30.539342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:30.544803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:30.544915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:33.551831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:33.556715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:33.562869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:33.567165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:33.567255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:36.573360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:36.577992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:36.582125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:36.586876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:36.586967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:39.593355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:39.598473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:39.604430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:39.608365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:39.608454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:42.613927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:42.617458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:42.621505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:42.625225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:42.625306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:45.630711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:45.634261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:45.637866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:45.641457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:45.641542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:48.650978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:48.655189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:48.659684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:48.663409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:48.663489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:51.670316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:51.674297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:51.678512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:51.682077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:51.682164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:54.689020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:54.695398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:54.704772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:54.709237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:54.709381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:38:57.714696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:38:57.718976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:38:57.722755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:38:57.726459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:38:57.726555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:00.732508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:00.737438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:00.741927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:00.745885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:00.745978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:03.752296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:03.757320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:03.762919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:03.767744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:03.767926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:06.775477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:06.780767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:06.784273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:06.788547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:06.788690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:09.793546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:09.798493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:09.803952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:09.809528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:09.809746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:12.815313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:12.820029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:12.823924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:12.827570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:12.827674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:15.832363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:15.836789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:15.841377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:15.845979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:15.846096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:18.852420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:18.857411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:18.862119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:18.867434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:18.867552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:21.874383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:21.878926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:21.882869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:21.887348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:21.887496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:24.893174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:24.897492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:24.901497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:24.905165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:24.905257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:27.911354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:27.915569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:27.919321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:27.923091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:27.923183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:30.929306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:30.933938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:30.938852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:30.943691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:30.943826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:33.950724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:33.955184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:33.960257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:33.965283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:33.965440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:36.971374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:36.975303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:36.979486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:36.983810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:36.983901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:39.988963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:39.993606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:39.998456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:40.002607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:40.002750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:43.009069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:43.014246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:43.019519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:43.024220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:43.024517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:46.032155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:46.037524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:46.042821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:46.046844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:46.046964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:49.053320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:49.058521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:49.063226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:49.067081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:49.067170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:52.074685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:52.080991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:52.088519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:52.096185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:52.096419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:55.101999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:55.107450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:55.112038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:55.115743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:55.115831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:39:58.120927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:39:58.124872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:39:58.132235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:39:58.136207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:39:58.136291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:01.142606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:01.146927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:01.151809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:01.156450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:01.156586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:04.161671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:04.166562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:04.172002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:04.177297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:04.177438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:07.183572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:07.188003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:07.192550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:07.197019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:07.197303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:10.202339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:10.207238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:10.213062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:10.217947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:10.218057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:13.252250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:13.257407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:13.262782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:13.268621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:13.269098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:16.274216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:16.310978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:16.346464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:16.350337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:16.350442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:19.357023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:19.361907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:19.366457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:19.371539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:19.371719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:22.377615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:22.383205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:22.388030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:22.392910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:22.393048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:25.398278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:25.403101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:25.407252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:25.411207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:25.411308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:28.416218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:28.420677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:28.424566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:28.428112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:28.428216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:31.433727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:31.438454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:31.443415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:31.448222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:31.448353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:34.454989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:34.459977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:34.464880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:34.469567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:34.469770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:37.474953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:37.478681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:37.482284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:37.486029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:37.486114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:40.491099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:40.496176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:40.501624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:40.506346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:40.506458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:43.512840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:43.520784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:43.526114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:43.530886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:43.530991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:46.536513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:46.540954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:46.545192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:46.550138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:46.550279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:49.557286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:49.562919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:49.567218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:49.571247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:49.571321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:52.577617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:52.582937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:52.587738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:52.592469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:52.592609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:55.599074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:55.603747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:55.608239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:55.613923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:55.614140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:40:58.620986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:40:58.625911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:40:58.630814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:40:58.635296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:40:58.635375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:01.645097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:01.649541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:01.653912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:01.658538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:01.658673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:04.664616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:04.669492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:04.673325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:04.678038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:04.678164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:07.683110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:07.686913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:07.691178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:07.694897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:07.694984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:10.700615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:10.705114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:10.711507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:10.716349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:10.716496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:13.721969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:13.728274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:13.732378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:13.736116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:13.736215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:16.742374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:16.747194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:16.753613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:16.760329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:16.760500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:19.768168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:19.773803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:19.779156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:19.783906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:19.784002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:22.791138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:22.796240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:22.801797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:22.807114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:22.807287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:25.812180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:25.815926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:25.819750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:25.823750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:25.823831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:28.832197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:28.836663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:28.841398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:28.845570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:28.845743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:31.850595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:31.855718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:31.860088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:31.864527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:31.864679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:34.870276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:34.873872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:34.877819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:34.881614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:34.881729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:37.887234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:37.891455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:37.895623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:37.900116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:37.900217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:40.907204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:40.912390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:40.917042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:40.920938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:40.921032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:43.927150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:43.932871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:43.937393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:43.941291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:43.941380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:46.947516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:46.951965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:46.957508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:46.962729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:46.963039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:49.969502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:49.973727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:49.977559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:49.981283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:49.981471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:52.988256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:52.992824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:52.997784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:53.002820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:53.002979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:56.009815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:56.017144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:56.022809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:56.026923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:56.027009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:41:59.031519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:41:59.035487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:41:59.039977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:41:59.043877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:41:59.043975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:02.051255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:02.056380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:02.062488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:02.069015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:02.069218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:05.075406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:05.081355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:05.086894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:05.092528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:05.092713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:08.097900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:08.102740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:08.107600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:08.112232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:08.112356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:11.117957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:11.122887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:11.127971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:11.132365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:11.132482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:14.138072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:14.143195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:14.148227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:14.153425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:14.153569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:17.161716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:17.168389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:17.172789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:17.176982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:17.177087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:20.181992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:20.186851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:20.191479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:20.195716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:20.195841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:23.203154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:23.209204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:23.213766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:23.217793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:23.217901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:26.223616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:26.228080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:26.231820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:26.235450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:26.235558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:29.240800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:29.245679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:29.249912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:29.253618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:29.253719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:32.258319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:32.262798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:32.266834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:32.270918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:32.271062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:35.276404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:35.281113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:35.285404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:35.289076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:35.289162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:38.294473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:38.298541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:38.302073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:38.305503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:38.305582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:41.311178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:41.316108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:41.319844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:41.323546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:41.323637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:44.329472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:44.333732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:44.338830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:44.342970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:44.343069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:47.348876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:47.353390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:47.357684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:47.362199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:47.362358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:50.369978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:50.376159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:50.381349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:50.387237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:50.387357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:53.395185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:53.400860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:53.406497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:53.411143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:53.411345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:56.418538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:56.424322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:56.428312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:56.432357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:56.432601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:42:59.438848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:42:59.444021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:42:59.449213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:42:59.453846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:42:59.453952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:02.459769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:02.465032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:02.470624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:02.475116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:02.475202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:05.480198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:05.484183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:05.488396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:05.493222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:05.493333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:08.499041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:08.503349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:08.507307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:08.512025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:08.512135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:11.518468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:11.523829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:11.528925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:11.533392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:11.533535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:14.539153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:14.543342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:14.547176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:14.550914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:14.551000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:17.556822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:17.562092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:17.567583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:17.572843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:17.572967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:20.578934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:20.582665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:20.587363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:20.591930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:20.592062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:23.597204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:23.601288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:23.605071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:23.608765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:23.608859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:26.614920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:26.619385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:26.623448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:26.627596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:26.627724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:29.634313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:29.639537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:29.644926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:29.650032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:29.650157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:32.656351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:32.660759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:32.664286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:32.668546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:32.668683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:35.673984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:35.677590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:35.682038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:35.685861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:35.685968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:38.692865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:38.698948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:38.704311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:38.709188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:38.709327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:41.715950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:41.720196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:41.724831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:41.728556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:41.728636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:44.734597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:44.739123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:44.743544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:44.748189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:44.748277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:47.753019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:47.757077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:47.761514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:47.765950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:47.766062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:50.771840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:50.776138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:50.780773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:50.785312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:50.785435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:53.791091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:53.794835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:53.799261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:53.803235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:53.803320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:56.811745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:56.816568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:56.820604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:56.824857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:56.824996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:43:59.830897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:43:59.836315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:43:59.840919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:43:59.846006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:43:59.846127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:02.853526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:02.858735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:02.864272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:02.875828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:02.876062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:05.881963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:05.886806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:05.891282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:05.896214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:05.896340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:08.903388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:08.908493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:08.912555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:08.916683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:08.916770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:11.922526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:11.928363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:11.933783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:11.937879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:11.937963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:14.944354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:14.949243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:14.953778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:14.961752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:14.961869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:17.967130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:17.971587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:17.975967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:17.980223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:17.980380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:20.985716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:20.990019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:20.994173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:20.998107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:20.998198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:24.004844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:24.010082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:24.015285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:24.019842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:24.019997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:27.026213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:27.031000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:27.036088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:27.041815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:27.041988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:30.050597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:30.057619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:30.064747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:30.071401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:30.071961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:33.079362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:33.084327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:33.089586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:33.093919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:33.094146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:36.101014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:36.106197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:36.110929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:36.114831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:36.114919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:39.120868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:39.126172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:39.130866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:39.135383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:39.135486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:42.141810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:42.148393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:42.154192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:42.158438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:42.158532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:45.163972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:45.168737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:45.173857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:45.177909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:45.178076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:48.185238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:48.190495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:48.195214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:48.199861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:48.199954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:51.207582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:51.212752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:51.217715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:51.222684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:51.222804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:54.228777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:54.233908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:54.238349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:54.242555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:54.242696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:44:57.249768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:44:57.254467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:44:57.258379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:44:57.262257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:44:57.262351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:00.267803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:00.271457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:00.276077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:00.280133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:00.280381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:03.287727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:03.293147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:03.298255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:03.303557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:03.303721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:06.309625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:06.314506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:06.320062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:06.325710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:06.325851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:09.337599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:09.343594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:09.349429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:09.354603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:09.354728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:12.360839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:12.365942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:12.370508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:12.374517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:12.374608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:15.379633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:15.384599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:15.389836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:15.394124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:15.394249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:18.398680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:18.402606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:18.407009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:18.411804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:18.412046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:21.418119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:21.423485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:21.428625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:21.433433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:21.433558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:24.439905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:24.444289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:24.448809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:24.453315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:24.453455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:27.459624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:27.464202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:27.468285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:27.472143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:27.472231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:30.481358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:30.486131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:30.490256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:30.494190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:30.494294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:33.501682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:33.506719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:33.510736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:33.514554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:33.514670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:36.520695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:36.525543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:36.529950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:36.534101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:36.534195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:39.539917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:39.545075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:39.550039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:39.554211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:39.554300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:42.560586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:42.567864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:42.573827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:42.578111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:42.578215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:45.582719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:45.586456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:45.590210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:45.593826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:45.593914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:48.601418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:48.608041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:48.612696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:48.618880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:48.619062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:51.624715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:51.628607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:51.632603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:51.637261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:51.637357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:54.642541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:54.646807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:54.650312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:54.654007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:54.654099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:45:57.659485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:45:57.664874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:45:57.669223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:45:57.673388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:45:57.673847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:00.678815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:00.682951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:00.687429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:00.691014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:00.691101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:03.697426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:03.701399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:03.704900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:03.708563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:03.708666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:06.713034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:06.717331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:06.721176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:06.725103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:06.725188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:09.731598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:09.736173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:09.740499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:09.745366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:09.745511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:12.751255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:12.755939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:12.760395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:12.764496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:12.764603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:15.771447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:15.776344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:15.780734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:15.784527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:15.784637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:18.790502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:18.795285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:18.800626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:18.804552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:18.804636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:21.809747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:21.814930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:21.819572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:21.823911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:21.824055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:24.829232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:24.833086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:24.837019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:24.840907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:24.841024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:27.847620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:27.853146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:27.858874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:27.863945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:27.864059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:30.871008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:30.877134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:30.884218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:30.891303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:30.891495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:33.897285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:33.901726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:33.905152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:33.908748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:33.908826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:36.914707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:36.919450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:36.923762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:36.928065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:36.928174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:39.934720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:39.940723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:39.946263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:39.950254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:39.950353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:42.954604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:42.959255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:42.964154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:42.968772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:42.968968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:45.974187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:45.979054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:45.983874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:45.989107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:45.989227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:48.995142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:49.003288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:49.007342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:49.011984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:49.012077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:52.018637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:52.023603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:52.028089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:52.032403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:52.032497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:55.037984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:55.042536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:55.046594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:55.050784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:55.050864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:46:58.057159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:46:58.062624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:46:58.067261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:46:58.071535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:46:58.071628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:01.077775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:01.081442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:01.085047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:01.090490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:01.090696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:04.097942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:04.103100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:04.106630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:04.110471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:04.110581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:07.116950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:07.121122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:07.125219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:07.129026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:07.129111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:10.134935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:10.139277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:10.143188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:10.147135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:10.147244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:13.449965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:13.484873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:13.521063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:13.524695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:13.524779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:16.530392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:16.535044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:16.543140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:16.548614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:16.548782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:19.552747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:19.556350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:19.559842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:19.563336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:19.563422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:22.569343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:22.573301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:22.577095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:22.580528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:22.580612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:25.585619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:25.590288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:25.594521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:25.598226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:25.598306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:28.603807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:28.607514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:28.611472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:28.615298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:28.615379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:31.621509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:31.627236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:31.631270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:31.635893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:31.636106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:34.642286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:34.648855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:34.654543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:34.659726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:34.659893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:37.670522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:37.677555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:37.681742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:37.685468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:37.685553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:40.690884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:40.695431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:40.700071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:40.704057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:40.704145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:43.710023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:43.715176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:43.720433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:43.724872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:43.724969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:46.731343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:46.735876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:46.739743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:46.743471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:46.743559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:49.748290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:49.754305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:49.759170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:49.763908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:49.764104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:52.769039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:52.773424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:52.777424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:52.781070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:52.781150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:55.790887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:55.794885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:55.798587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:55.802179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:55.802261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:47:58.808440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:47:58.814857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:47:58.819543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:47:58.824279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:47:58.824423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:01.830054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:01.834432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:01.838458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:01.842350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:01.842458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:04.849199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:04.853721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:04.857587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:04.861446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:04.861531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:07.868190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:07.874558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:07.880041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:07.885899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:07.886046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:10.892421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:10.897020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:10.901082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:10.904839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:10.904941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:13.911568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:13.916406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:13.921944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:13.926473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:13.926590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:16.933376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:16.938371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:16.942866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:16.946682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:16.946789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:19.954236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:19.959735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:19.963916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:19.968868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:19.969038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:22.975970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:22.981049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:22.985167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:22.990174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:22.990302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:25.996322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:26.000777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:26.006214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:26.011633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:26.011816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:29.018588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:29.022446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:29.026701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:29.031853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:29.032015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:32.039458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:32.044287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:32.048974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:32.053775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:32.053887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:35.060497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:35.066367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:35.071532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:35.076824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:35.077060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:38.083422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:38.087839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:38.093012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:38.097152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:38.097250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:41.102673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:41.106519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:41.111999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:41.116942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:41.117123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:44.122155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:44.128017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:44.133600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:44.138113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:44.138228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:47.143664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:47.147277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:47.151359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:47.155919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:47.156067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:50.161121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:50.165413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:50.169082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:50.172806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:50.172887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:53.178624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:53.182591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:53.186360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:53.191058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:53.191253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:56.196511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:56.201043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:56.205026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:56.208738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:56.208822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:48:59.214973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:48:59.219746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:48:59.224531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:48:59.228593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:48:59.228705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:02.233808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:02.238253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:02.243733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:02.248624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:02.248782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:05.255159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:05.259686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:05.263325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:05.266837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:05.266921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:08.274286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:08.282328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:08.290194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:08.298302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:08.298507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:11.304565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:11.309606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:11.314316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:11.318913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:11.319067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:14.326639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:14.332054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:14.337799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:14.342619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:14.342762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:17.348246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:17.352867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:17.357329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:17.361213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:17.361323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:20.365826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:20.370021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:20.374134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:20.378284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:20.378612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:23.384341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:23.388895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:23.393345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:23.397395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:23.397500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:26.403626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:26.409070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:26.414703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:26.421121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:26.421271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:29.427236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:29.431724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:29.436960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:29.441404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:29.441540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:32.446879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:32.450987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:32.454750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:32.458690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:32.458783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:35.465498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:35.470753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:35.474617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:35.479671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:35.479812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:38.486786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:38.491021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:38.494974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:38.499744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:38.499866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:41.509899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:41.514310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:41.519395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:41.523433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:41.523531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:44.530261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:44.535247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:44.540266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:44.543993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:44.544090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:47.550475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:47.555405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:47.559859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:47.564173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:47.564292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:50.569303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:50.573911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:50.578962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:50.584458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:50.584595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:53.591457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:53.596732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:53.601449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:53.605816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:53.605910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:56.611380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:56.616496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:56.620745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:56.626011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:56.626168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:49:59.632233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:49:59.636132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:49:59.640826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:49:59.645255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:49:59.645383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:02.651278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:02.655730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:02.660189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:02.665578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:02.665834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:05.671571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:05.676152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:05.681703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:05.685192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:05.685274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:08.692614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:08.697872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:08.702192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:08.707148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:08.707328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:11.712812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:11.716701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:11.720518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:11.724345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:11.724460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:15.022501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:15.057919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:15.093675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:15.097494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:15.097577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:18.102286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:18.137008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:18.172002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:18.175585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:18.175746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:21.180529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:21.184834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:21.188874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:21.192663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:21.192770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:24.198133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:24.202127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:24.205614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:24.209457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:24.209542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:27.214928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:27.218912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:27.222504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:27.226635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:27.226751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:30.232522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:30.237146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:30.242582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:30.248544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:30.248747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:33.254342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:33.258749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:33.263278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:33.268196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:33.268318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:36.273796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:36.277490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:36.280958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:36.284406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:36.284488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:39.291612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:39.295792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:39.299518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:39.303231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:39.303317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:42.308724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:42.312872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:42.316426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:42.320405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:42.320486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:45.332201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:45.337947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:45.342858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:45.347857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:45.347983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:48.354532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:48.360322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:48.364672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:48.370262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:48.370419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:51.376731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:51.381965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:51.387234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:51.392071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:51.392202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:54.397358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:54.401343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:54.404929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:54.408545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:54.408665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:50:57.413660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:50:57.417667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:50:57.421458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:50:57.425166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:50:57.425404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:00.431414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:00.436317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:00.440458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:00.444362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:00.444461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:03.450727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:03.455226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:03.458988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:03.463275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:03.463424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:06.468125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:06.472493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:06.476970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:06.481142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:06.481273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:09.487611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:09.492107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:09.496814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:09.501206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:09.501360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:12.507396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:12.512151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:12.516626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:12.520742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:12.520886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:15.526317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:15.530509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:15.534585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:15.538133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:15.538214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:18.543570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:18.547965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:18.552400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:18.556700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:18.556825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:21.562534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:21.567892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:21.572525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:21.578380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:21.578506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:24.584287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:24.588942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:24.592778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:24.596940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:24.597071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:27.603212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:27.607376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:27.610858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:27.614215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:27.614295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:30.619959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:30.624702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:30.628992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:30.632591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:30.632705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:33.639626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:33.644004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:33.647724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:33.652115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:33.652257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:36.658286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:36.662598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:36.666903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:36.671058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:36.671155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:39.677353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:39.683698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:39.688446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:39.692891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:39.693020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:42.698753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:42.702571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:42.709488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:42.713943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:42.714081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:45.720631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:45.724970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:45.729544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:45.734065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:45.734189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:48.738361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:48.742187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:48.746044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:48.749940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:48.750055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:51.757585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:51.762244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:51.766040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:51.769677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:51.769762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:54.776232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:54.780916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:54.786302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:54.791349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:54.791489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:51:57.795908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:51:57.799433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:51:57.802868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:51:57.811870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:51:57.812173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:00.822386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:00.829081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:00.835509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:00.840888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:00.841039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:03.847048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:03.851617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:03.855986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:03.860970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:03.861109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:06.867195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:06.871833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:06.876498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:06.881741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:06.881852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:09.887183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:09.892052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:09.896889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:09.901761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:09.901880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:12.908169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:12.913410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:12.917836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:12.922346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:12.922475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:15.930330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:15.937716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:15.943086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:15.947516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:15.947662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:18.952173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:18.956974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:18.962115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:18.966495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:18.966612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:21.972316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:21.976569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:21.980759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:21.985025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:21.985166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:24.991855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:24.996091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:25.004347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:25.009728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:25.009897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:28.015831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:28.020947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:28.025589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:28.029310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:28.029410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:31.034468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:31.038835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:31.042373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:31.047348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:31.047487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:34.053677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:34.058935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:34.062827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:34.066513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:34.066606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:37.072002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:37.076135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:37.080181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:37.084589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:37.084736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:40.091705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:40.096766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:40.100390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:40.105470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:40.105598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:43.114668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:43.119706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:43.124927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:43.130186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:43.130281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:46.136802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:46.142044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:46.147249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:46.151561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:46.151874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:49.157521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:49.162688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:49.167378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:49.171170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:49.171251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:52.176951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:52.182778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:52.188195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:52.192428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:52.192521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:55.198941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:55.203630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:55.208746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:55.213520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:55.213616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:52:58.219957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:52:58.224356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:52:58.228940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:52:58.234601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:52:58.234783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:01.240512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:01.244492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:01.248532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:01.252952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:01.253049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:04.259215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:04.263155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:04.267015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:04.270570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:04.270688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:07.276043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:07.280327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:07.284897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:07.289425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:07.289523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:10.295427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:10.300134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:10.303684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:10.307301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:10.307384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:13.313767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:13.319464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:13.325040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:13.329473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:13.329745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:16.336137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:16.341525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:16.346604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:16.351530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:16.351674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:19.357236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:19.361286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:19.366144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:19.370234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:19.370327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:22.376297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:22.380408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:22.384463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:22.388673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:22.388905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:25.395331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:25.400377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:25.404318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:25.408105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:25.408200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:28.413969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:28.417810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:28.422037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:28.426104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:28.426190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:31.431480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:31.435569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:31.439740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:31.443355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:31.443434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:34.449943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:34.455181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:34.459216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:34.463133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:34.463217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:37.470411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:37.476378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:37.480856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:37.489269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:37.489430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:40.496321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:40.501406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:40.505826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:40.510174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:40.510296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:43.516120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:43.521129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:43.525825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:43.529905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:43.530009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:46.535443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:46.540297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:46.544521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:46.548415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:46.548514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:49.553592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:49.558004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:49.562102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:49.566030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:49.566145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:52.573208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:52.578184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:52.583239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:52.587772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:52.587893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:55.593031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:55.597023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:55.600863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:55.604412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:55.604499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:53:58.610577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:53:58.615891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:53:58.620551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:53:58.626210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:53:58.626378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:01.633288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:01.638131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:01.643270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:01.647993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:01.648104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:04.654327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:04.659382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:04.664728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:04.669777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:04.669925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:07.675073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:07.681244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:07.685944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:07.690434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:07.690548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:10.696978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:10.702339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:10.707494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:10.711451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:10.711536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:13.720937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:13.726025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:13.731911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:13.737596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:13.737802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:16.743139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:16.748689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:16.753941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:16.758222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:16.758328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:19.765028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:19.769857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:19.773774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:19.778151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:19.778244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:22.783772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:22.788026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:22.791943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:22.795842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:22.795991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:25.803259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:25.808163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:25.813912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:25.819511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:25.819718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:28.825585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:28.830743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:28.836139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:28.841266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:28.841404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:31.846613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:31.850987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:31.855315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:31.859194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:31.859283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:34.864309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:34.869184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:34.873965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:34.877717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:34.877828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:37.882534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:37.886269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:37.890401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:37.894896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:37.895238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:40.902407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:40.907200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:40.910833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:40.915462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:40.915676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:43.922006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:43.926671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:43.931396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:43.935125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:43.935221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:46.940949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:46.950152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:46.954983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:46.958624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:46.958794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:49.963793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:49.972638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:49.977480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:49.981246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:49.981332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:52.987161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:52.991324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:52.995290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:52.999150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:52.999257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:56.007335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:56.013999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:56.018715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:56.022622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:56.022752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:54:59.028373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:54:59.033877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:54:59.037852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:54:59.041836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:54:59.041961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:02.047743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:02.052459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:02.057633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:02.063815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:02.063959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:05.069483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:05.074099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:05.078265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:05.082054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:05.082162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:08.089150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:08.095054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:08.100272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:08.105734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:08.105863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:11.113026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:11.117714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:11.121786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:11.125778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:11.125886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:14.132551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:14.137620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:14.143414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:14.148922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:14.149045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:17.356957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:17.392990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:17.430700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:17.435083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:17.435188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:20.441970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:20.446776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:20.451476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:20.455565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:20.455697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:23.460363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:23.464155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:23.467892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:23.471466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:23.471550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:26.476584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:26.481010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:26.485064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:26.489100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:26.489191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:29.494509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:29.498243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:29.501988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:29.505826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:29.505921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:32.511285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:32.514956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:32.518320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:32.521701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:32.521783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:35.527311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:35.531170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:35.535523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:35.540188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:35.540302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:38.545531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:38.549583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:38.553659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:38.557525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:38.557632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:41.566384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:41.571247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:41.576003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:41.580577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:41.580723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:44.586475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:44.590752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:44.596390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:44.600406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:44.600498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:47.610424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:47.620888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:47.633532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:47.640429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:47.640702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:50.645792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:50.650498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:50.654830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:50.658440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:50.658523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:53.663284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:53.668280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:53.672997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:53.677430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:53.677520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:56.681806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:56.685450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:56.689864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:56.694082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:56.694187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:55:59.708338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:55:59.712469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:55:59.716120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:55:59.719954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:55:59.720040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:02.728580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:02.732559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:02.736334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:02.740016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:02.740103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:05.745208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:05.749166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:05.752894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:05.756484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:05.756605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:08.761815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:08.766153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:08.770392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:08.777598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:08.777818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:11.782866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:11.787312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:11.791705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:11.796098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:11.796219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:14.800757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:14.806023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:14.810901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:14.815010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:14.815104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:17.819540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:17.823055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:17.826433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:17.830657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:17.830784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:20.837833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:20.843897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:20.850578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:20.855797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:20.855984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:23.862622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:23.868895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:23.873472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:23.877988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:23.878126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:26.884402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:26.888900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:26.892577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:26.896234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:26.896328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:29.901751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:29.906920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:29.911231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:29.915863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:29.916001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:32.920587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:32.924472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:32.928088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:32.931608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:32.931722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:35.937134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:35.942775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:35.946751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:35.950200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:35.950297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:38.956116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:38.960940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:38.966191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:38.970992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:38.971099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:41.976169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:41.979713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:41.982985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:41.986459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:41.986542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:44.991510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:44.995164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:44.998737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:45.002332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:45.002423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:48.008412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:48.013027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:48.210142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:48.215086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:48.215181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:51.220299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:51.224148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:51.228180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:51.231908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:51.231995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:54.241220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:54.245950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:54.250105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:54.254839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:54.255058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:56:57.259951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:56:57.264424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:56:57.268543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:56:57.272615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:56:57.272738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:00.277484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:00.281700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:00.285872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:00.289997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:00.290123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:03.297089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:03.303225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:03.308099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:03.312826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:03.312965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:06.319361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:06.324094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:06.330402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:06.336032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:06.336329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:09.342090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:09.346133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:09.351149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:09.355489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:09.355576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:12.360967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:12.366671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:12.372006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:12.377094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:12.377195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:15.383767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:15.388327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:15.392761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:15.397420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:15.397522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:18.405755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:18.411757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:18.416665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:18.421189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:18.421398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:21.427674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:21.433283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:21.438689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:21.443638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:21.443854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:24.448454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:24.452154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:24.456436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:24.460015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:24.460099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:27.466964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:27.472248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:27.477092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:27.481429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:27.481536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:30.489211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:30.493354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:30.498009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:30.502258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:30.502355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:33.508168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:33.513230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:33.517775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:33.522248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:33.522329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:36.528087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:36.531911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:36.535961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:36.539875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:36.539998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:39.545330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:39.549711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:39.553487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:39.557257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:39.557353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:42.563124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:42.567114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:42.571076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:42.574867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:42.574978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:45.580345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:45.584798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:45.589603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:45.595049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:45.595224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:48.601247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:48.605878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:48.610275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:48.613897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:48.613976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:51.620445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:51.625990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:51.630419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:51.635081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:51.635214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:54.642741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:54.649628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:54.654352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:54.657920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:54.658015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:57:57.664092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:57:57.670392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:57:57.675703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:57:57.681214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:57:57.681341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:00.686590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:00.690505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:00.694094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:00.698170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:00.698258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:03.702918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:03.707060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:03.710983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:03.714806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:03.714922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:06.720351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:06.724403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:06.728396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:06.732382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:06.732491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:09.738285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:09.743109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:09.747484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:09.751411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:09.751547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:12.758220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:12.762108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:12.765879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:12.769558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:12.769669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:15.774848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:15.779860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:15.784475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:15.789049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:15.789230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:18.799995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:18.806444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:18.812325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:18.817242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:18.817365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:21.823455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:21.829870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:21.835231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:21.839974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:21.840093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:24.844240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:24.847973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:24.851534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:24.855030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:24.855116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:27.861384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:27.869866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:27.874109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:27.878804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:27.878987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:30.884365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:30.888901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:30.892729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:30.896684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:30.896793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:33.902122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:33.907151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:33.911758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:33.916263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:33.916346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:36.921547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:36.925860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:36.930032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:36.934085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:36.934178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:39.942071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:39.948841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:39.954842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:39.959553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:39.959737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:42.964846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:42.969584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:42.975195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:42.979409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:42.979515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:45.984044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:45.987852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:45.991509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:45.996036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:45.996177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:49.001355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:49.006409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:49.011341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:49.016286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:49.016462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:52.022166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:52.027456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:52.032576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:52.036919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:52.037058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:55.042309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:55.046259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:55.050237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:55.054151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:55.054275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:58:58.060472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:58:58.064508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:58:58.068279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:58:58.071791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:58:58.071873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:01.078238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:01.083285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:01.087725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:01.091437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:01.091527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:04.099105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:04.104125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:04.109546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:04.114719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:04.114938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:07.121328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:07.126345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:07.131001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:07.135206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:07.135309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:10.141004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:10.146232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:10.151812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:10.155687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:10.155796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:13.161195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:13.165762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:13.170426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:13.174722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:13.174824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:16.181283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:16.185897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:16.190516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:16.195071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:16.195200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:19.200559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:19.205576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:19.210056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:19.214035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:19.214142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:22.218608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:22.222379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:22.226130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:22.229859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:22.229954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:25.235393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:25.239825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:25.244209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:25.248423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:25.248528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:28.253893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:28.258698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:28.264729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:28.269315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:28.269401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:31.275508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:31.279797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:31.283596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:31.287900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:31.288009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:34.293609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:34.298263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:34.302467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:34.307814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:34.307932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:37.313867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:37.318397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:37.322702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:37.327062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:37.327192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:40.332560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:40.337041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:40.341821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:40.346476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:40.346586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:43.351684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:43.357062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:43.361988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:43.366321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:43.366432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:46.371033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:46.375439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:46.379193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:46.382796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:46.382889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:49.390029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:49.395057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:49.400404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:49.404794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:49.404929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:52.409574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:52.413758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:52.417776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:52.421487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:52.421577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:55.426100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:55.430218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:55.434711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:55.439317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:55.439428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T18:59:58.444575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T18:59:58.448558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T18:59:58.452585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T18:59:58.457916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T18:59:58.458020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:01.464792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:01.476505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:01.483383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:01.489885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:01.490208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:04.496066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:04.500696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:04.505692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:04.510466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:04.510568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:07.517111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:07.522469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:07.527158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:07.532708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:07.532873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:10.538132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:10.543590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:10.549143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:10.553143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:10.553236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:13.560061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:13.566387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:13.571992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:13.576815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:13.576991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:16.614078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:16.620255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:16.625229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:16.630169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:16.630302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:19.637629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:19.735865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:19.771940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:19.931797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:19.931972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:22.940931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:22.948224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:22.953816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:22.958057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:22.958153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:25.963442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:25.968176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:25.973017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:25.978041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:25.978162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:28.983924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:28.988393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:28.992073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:28.996243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:28.996417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:32.002679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:32.008559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:32.015294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:32.022393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:32.022560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:35.027721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:35.032040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:35.036695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:35.041473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:35.041667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:38.047587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:38.052383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:38.057074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:38.061855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:38.061949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:41.067368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:41.072195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:41.076638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:41.081194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:41.081330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:44.087435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:44.092812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:44.100606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:44.107560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:44.107739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:47.112267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:47.116082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:47.119884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:47.123521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:47.123609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:50.323284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:50.358520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:50.393319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:50.452380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:50.452488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:53.458610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:53.462703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:53.466372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:53.470516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:53.470875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:56.476801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:56.480938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:56.484761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:56.489306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:56.489455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:00:59.495153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:00:59.498924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:00:59.503262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:00:59.507149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:00:59.507231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:02.513614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:02.518879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:02.523606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:02.529010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:02.529316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:05.535874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:05.540124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:05.545371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:05.551596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:05.551821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:08.557897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:08.561716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:08.566736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:08.571845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:08.571947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:11.577951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:11.583743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:11.588737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:11.593389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:11.593562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:14.600032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:14.605498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:14.610259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:14.614051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:14.614133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:17.620705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:17.625999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:17.630050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:17.635289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:17.635456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:20.642669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:20.649103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:20.655357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:20.660065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:20.660162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:23.666742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:23.672065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:23.684028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:23.690417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:23.690576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:26.696223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:26.700914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:26.705347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:26.709834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:26.709963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:29.715954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:29.720276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:29.724796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:29.730675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:29.730814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:32.739614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:32.747140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:32.753959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:32.760818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:32.760977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:35.765994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:35.770322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:35.774528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:35.778693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:35.778804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:38.783401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:38.787349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:38.790829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:38.794349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:38.794435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:41.800100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:41.804866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:41.809015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:41.814548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:41.814712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:44.821429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:44.826386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:44.831272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:44.836116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:44.836227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:47.841408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:47.845262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:47.849821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:47.853677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:47.853790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:50.862015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:50.867889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:50.872777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:50.876765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:50.876851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:53.882350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:53.887029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:53.892501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:53.897084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:53.897200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:56.902255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:56.906806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:56.911191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:56.915413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:56.915512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:01:59.920954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:01:59.926277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:01:59.931457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:01:59.936031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:01:59.936168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:02.940471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:02.944586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:02.948591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:02.952321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:02.952415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:05.958454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:05.963225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:05.967947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:05.973684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:05.973830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:08.979987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:08.985381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:08.989826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:08.994339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:08.994486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:12.006564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:12.010569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:12.014169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:12.017912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:12.018015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:15.023440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:15.028944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:15.033032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:15.037064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:15.037174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:18.041838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:18.046122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:18.049785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:18.054289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:18.054443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:21.061159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:21.066722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:21.071463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:21.075422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:21.075519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:24.079741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:24.083743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:24.093317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:24.098249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:24.098368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:27.104625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:27.109121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:27.113211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:27.117502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:27.117608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:30.124190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:30.129255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:30.134176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:30.139428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:30.139550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:33.145863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:33.150184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:33.154939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:33.158993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:33.159075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:36.164828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:36.169076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:36.173368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:36.177550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:36.177695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:39.184409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:39.189090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:39.194042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:39.203028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:39.203134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:42.209856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:42.214128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:42.218069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:42.222071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:42.222187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:45.228319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:45.232353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:45.236270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:45.240286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:45.240393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:48.246415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:48.250484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:48.254366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:48.262006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:48.262113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:51.268829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:51.273821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:51.279722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:51.283548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:51.283673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:54.290697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:54.296191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:54.300949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:54.305573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:54.305728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:02:57.312095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:02:57.317860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:02:57.322578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:02:57.327015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:02:57.327106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:00.333013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:00.337235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:00.341108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:00.344680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:00.344768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:03.350702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:03.354961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:03.360496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:03.365069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:03.365159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:06.369768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:06.374025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:06.378407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:06.382531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:06.382636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:09.388361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:09.392519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:09.396436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:09.399831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:09.399909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:12.405903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:12.410148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:12.414350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:12.418588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:12.418732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:15.424353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:15.429156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:15.432682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:15.436339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:15.436422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:18.443232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:18.448773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:18.453915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:18.459091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:18.459226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:21.466098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:21.474249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:21.479694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:21.484998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:21.485133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:24.490822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:24.496527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:24.501952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:24.506151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:24.506248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:27.511917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:27.516688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:27.520911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:27.525196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:27.525316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:30.531182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:30.536021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:30.540101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:30.544134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:30.544242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:33.553895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:33.558699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:33.562724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:33.567875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:33.568055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:36.575799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:36.581366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:36.586198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:36.592045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:36.592292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:39.598204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:39.603057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:39.608800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:39.613914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:39.614040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:42.620026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:42.624569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:42.629000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:42.633274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:42.633384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:45.639170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:45.643554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:45.647543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:45.651727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:45.651837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:48.656596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:48.660249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:48.664164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:48.668082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:48.668174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:51.674454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:51.680193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:51.686726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:51.692804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:51.692932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:54.701169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:54.706858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:54.712253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:54.716969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:54.717098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:03:57.722532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:03:57.727447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:03:57.731804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:03:57.735596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:03:57.735748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:00.742434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:00.747301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:00.752236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:00.756328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:00.756419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:03.763139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:03.769011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:03.773546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:03.778516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:03.778686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:06.783602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:06.787505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:06.791013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:06.795827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:06.795978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:09.802717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:09.808804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:09.815157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:09.822284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:09.822515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:12.828325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:12.832667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:12.837673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:12.841939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:12.842027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:15.848530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:15.852810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:15.857456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:15.861963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:15.862067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:18.868478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:18.874137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:18.879049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:18.882807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:18.882894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:21.888591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:21.893553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:21.901179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:21.905887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:21.906009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:24.911695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:24.916189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:24.920965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:24.925718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:24.925844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:27.931877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:27.940547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:27.944517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:27.948317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:27.948437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:30.954774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:30.960240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:30.964856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:30.973176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:30.973296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:33.979116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:33.984439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:33.988964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:33.993954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:33.994113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:36.999543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:37.003697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:37.007736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:37.011529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:37.011613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:40.016771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:40.021458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:40.025788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:40.030746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:40.030890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:43.036662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:43.040600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:43.045187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:43.050755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:43.050891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:46.056743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:46.061306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:46.065629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:46.070145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:46.070290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:49.077437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:49.083236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:49.087600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:49.092395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:49.092490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:52.099454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:52.104152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:52.109460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:52.113522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:52.113621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:55.119866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:55.125543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:55.129584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:55.133601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:55.133726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:04:58.139438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:04:58.143921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:04:58.148393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:04:58.152623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:04:58.152751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:01.158994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:01.163485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:01.168433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:01.173016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:01.173140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:04.179721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:04.184513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:04.189934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:04.194906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:04.195060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:07.202109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:07.207114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:07.211400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:07.215749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:07.215873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:10.221607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:10.226152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:10.230544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:10.235025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:10.235142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:13.241427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:13.245903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:13.251818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:13.257685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:13.257836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:16.263365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:16.267713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:16.271460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:16.275246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:16.275336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:19.281223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:19.286280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:19.290589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:19.295099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:19.295227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:22.302814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:22.307391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:22.311562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:22.315094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:22.315179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:25.321686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:25.326042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:25.329923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:25.334483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:25.334638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:28.339005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:28.342782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:28.346729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:28.350346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:28.350432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:31.355168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:31.359728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:31.364247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:31.368855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:31.368972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:34.374378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:34.378313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:34.381945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:34.385553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:34.385662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:37.392754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:37.398314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:37.403868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:37.409258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:37.409392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:40.414269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:40.418220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:40.422206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:40.425979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:40.426087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:43.430530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:43.434360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:43.438238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:43.442032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:43.442135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:46.448079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:46.452389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:46.456578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:46.460432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:46.460534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:49.465951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:49.469958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:49.473886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:49.478083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:49.478191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:52.484217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:52.488837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:52.493210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:52.500478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:52.500582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:55.505340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:55.509851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:55.514417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:55.524012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:55.524192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:05:58.530048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:05:58.534467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:05:58.538329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:05:58.542134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:05:58.542217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:01.548111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:01.552554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:01.557522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:01.561747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:01.561893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:04.567702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:04.571673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:04.575284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:04.579154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:04.579255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:07.584411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:07.588796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:07.592567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:07.596465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:07.596557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:10.603462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:10.609553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:10.615519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:10.621878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:10.622013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:13.628867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:13.633974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:13.637789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:13.642042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:13.642313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:16.650690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:16.655415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:16.660190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:16.665090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:16.665219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:19.669686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:19.673591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:19.678381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:19.682706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:19.682857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:22.690317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:22.695239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:22.704723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:22.709737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:22.709883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:25.715267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:25.719387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:25.723876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:25.729921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:25.730118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:28.736575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:28.741424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:28.745266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:28.749512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:28.749699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:31.755129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:31.760024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:31.763902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:31.767908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:31.768007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:34.773947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:34.778601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:34.782601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:34.786869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:34.787007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:37.793435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:37.798738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:37.802803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:37.807021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:37.807115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:40.813356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:40.817726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:40.821565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:40.825564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:40.825706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:43.831169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:43.834904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:43.838670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:43.842355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:43.842450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:46.849789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:46.854704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:46.859674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:46.864889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:46.865016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:49.870417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:49.874421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:49.878575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:49.882848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:49.882971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:52.889397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:52.894385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:52.899058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:52.903034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:52.903150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:55.908177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:55.913777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:55.917774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:55.921701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:55.921798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:06:58.929222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:06:58.934845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:06:58.942103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:06:58.948051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:06:58.948220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:01.956424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:01.962328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:01.967464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:01.973978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:01.974145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:04.980300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:04.985862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:04.989761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:04.993779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:04.993871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:08.000306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:08.004906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:08.008527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:08.011981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:08.012068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:11.018321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:11.023056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:11.027438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:11.031685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:11.031822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:14.038834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:14.043878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:14.049382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:14.053468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:14.053571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:17.059261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:17.064322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:17.069301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:17.074494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:17.074680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:20.079468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:20.083840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:20.088916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:20.092983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:20.093067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:23.283617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:23.288526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:23.294080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:23.298253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:23.298332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:26.304268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:26.309277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:26.313466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:26.317505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:26.317590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:29.322750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:29.332869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:29.338069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:29.342162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:29.342263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:32.347880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:32.352441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:32.356013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:32.359988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:32.360078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:35.367304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:35.373987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:35.379276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:35.383846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:35.383943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:38.389723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:38.394005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:38.398521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:38.402387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:38.402468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:41.409137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:41.413276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:41.417165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:41.420802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:41.420915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:44.427979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:44.432909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:44.438163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:44.443254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:44.443512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:47.450715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:47.455426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:47.459731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:47.465065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:47.465195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:50.469883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:50.473550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:50.477013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:50.480457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:50.480544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:53.487572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:53.493037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:53.500450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:53.504878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:53.504988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:56.510418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:56.514166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:56.519077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:56.524103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:56.524241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:07:59.529535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:07:59.534427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:07:59.538427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:07:59.542253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:07:59.542342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:02.547922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:02.552074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:02.555855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:02.559317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:02.559400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:05.564305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:05.569451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:05.573559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:05.577324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:05.577442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:08.582862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:08.587750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:08.592742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:08.597099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:08.597218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:11.603539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:11.608913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:11.614295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:11.621092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:11.621213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:14.626845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:14.631023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:14.634905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:14.639311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:14.639408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:17.645106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:17.649314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:17.653040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:17.656761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:17.656853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:20.663242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:20.668390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:20.673437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:20.678724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:20.678849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:23.683937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:23.689260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:23.694093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:23.698433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:23.698560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:26.703394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:26.707692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:26.712354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:26.716500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:26.716619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:29.721584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:29.726455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:29.730729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:29.735442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:29.735881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:32.741962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:32.746353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:32.749969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:32.754119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:32.754212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:35.759674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:35.763478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:35.767000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:35.770744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:35.770825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:38.778692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:38.783851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:38.788752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:38.793562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:38.793696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:41.799088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:41.804968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:41.810543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:41.816837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:41.816989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:44.821506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:44.825913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:44.830330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:44.834369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:44.834476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:47.840952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:47.845943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:47.850717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:47.855157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:47.855243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:50.859924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:50.863875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:50.868219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:50.871777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:50.871861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:53.876458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:53.881598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:53.891264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:53.897781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:53.897888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:56.902323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:56.907055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:56.910770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:56.914634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:56.914749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:08:59.919396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:08:59.923148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:08:59.926675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:08:59.930161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:08:59.930252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:02.938998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:02.946773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:02.952958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:02.957786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:02.957887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:05.963527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:05.967507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:05.971265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:05.975185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:05.975267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:08.980516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:08.984430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:08.988895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:08.993174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:08.993266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:12.000891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:12.005667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:12.009919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:12.013788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:12.013877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:15.019236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:15.023732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:15.028102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:15.032456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:15.032579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:18.039227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:18.044387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:18.050507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:18.055276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:18.055369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:21.060719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:21.064602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:21.068887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:21.072945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:21.073135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:24.172402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:24.178338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:24.183972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:24.188910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:24.189041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:27.193787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:27.198623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:27.202976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:27.207422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:27.207529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:30.211905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:30.215944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:30.219946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:30.224100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:30.224414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:33.232706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:33.237890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:33.241913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:33.245616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:33.245924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:36.252681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:36.256787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:36.260603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:36.264835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:36.265008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:39.271203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:39.275694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:39.279916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:39.283502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:39.283588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:42.288459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:42.293165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:42.297563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:42.301678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:42.301789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:45.308433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:45.314269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:45.319276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:45.324833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:45.324950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:48.330275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:48.334665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:48.339194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:48.343131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:48.343223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:51.349747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:51.354535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:51.358515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:51.362774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:51.362858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:54.369585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:54.380568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:54.387708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:54.392751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:54.392873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:09:57.398042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:09:57.402050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:09:57.405958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:09:57.409614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:09:57.409731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:00.416027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:00.421555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:00.426248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:00.429961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:00.430049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:03.437555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:03.442962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:03.448125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:03.453213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:03.453391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:06.459097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:06.463516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:06.467445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:06.471321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:06.471440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:09.485422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:09.490875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:09.495129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:09.499635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:09.499887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:12.504429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:12.509061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:12.512854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:12.516761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:12.516851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:15.521596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:15.525915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:15.530568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:15.534576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:15.534698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:18.567088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:18.571821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:18.577232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:18.581456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:18.581552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:21.587130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:21.623395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:21.658802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:21.662799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:21.662903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:24.668222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:24.672345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:24.676498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:24.679871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:24.679948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:27.684154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:27.687998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:27.693115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:27.697214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:27.697304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:30.702792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:30.707673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:30.712356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:30.717023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:30.717154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:33.722360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:33.727260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:33.731257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:33.734955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:33.735046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:36.740173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:36.744844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:36.748866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:36.752868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:36.753011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:39.757971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:39.762116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:39.766732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:39.770697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:39.770808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:42.775221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:42.779353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:42.783189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:42.787013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:42.787109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:45.792729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:45.797677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:45.801833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:45.805234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:45.805315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:48.810676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:48.815027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:48.819313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:48.825304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:48.825445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:51.832321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:51.837405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:51.842105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:51.846394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:51.846541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:54.853286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:54.858881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:54.863367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:54.867083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:54.867170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:10:57.875128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:10:57.882927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:10:57.889030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:10:57.894231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:10:57.894448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:00.900256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:00.905547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:00.910755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:00.915010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:00.915100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:03.920535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:03.924953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:03.929428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:03.933538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:03.933667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:06.938714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:06.943424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:06.948077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:06.952034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:06.952132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:09.958174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:09.962388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:09.966305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:09.970483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:09.970590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:12.976466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:12.981523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:12.986425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:12.990988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:12.991102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:15.997032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:16.001225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:16.005689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:16.009769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:16.009859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:19.014244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:19.018266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:19.022148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:19.026563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:19.026699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:22.033532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:22.038805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:22.044073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:22.048814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:22.048938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:25.055624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:25.061525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:25.265972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:25.271039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:25.271258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:28.276305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:28.280669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:28.285067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:28.289264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:28.289380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:31.296615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:31.301535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:31.306774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:31.312198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:31.312356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:34.318523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:34.323570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:34.329424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:34.334441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:34.334573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:37.339033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:37.342973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:37.346865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:37.350668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:37.350765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:40.357439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:40.362606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:40.367497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:40.371887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:40.372020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:43.376335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:43.380185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:43.383938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:43.387995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:43.388109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:46.393716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:46.397741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:46.401293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:46.404798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:46.404880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:49.410255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:49.414987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:49.419555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:49.424851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:49.424946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:52.431394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:52.435903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:52.440054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:52.444215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:52.444392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:55.452123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:55.457867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:55.462294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:55.466507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:55.466601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:11:58.472041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:11:58.476917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:11:58.481088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:11:58.485440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:11:58.485566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:01.491826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:01.496901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:01.501268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:01.505554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:01.505699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:04.511688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:04.516159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:04.520868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:04.525415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:04.525537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:07.532127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:07.536959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:07.541575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:07.546516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:07.546694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:10.554206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:10.559336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:10.563990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:10.567984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:10.568109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:13.574096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:13.578102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:13.582124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:13.586325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:13.586411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:16.592905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:16.597860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:16.603377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:16.608318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:16.608427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:19.613988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:19.618428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:19.622331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:19.626024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:19.626103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:22.632607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:22.637787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:22.642512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:22.646390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:22.646471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:25.652977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:25.657925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:25.662529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:25.666116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:25.666193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:28.672250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:28.676949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:28.682277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:28.687068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:28.687157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:31.692592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:31.696625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:31.700864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:31.704745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:31.704877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:34.709978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:34.714031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:34.717722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:34.722569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:34.722892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:37.730391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:37.735113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:37.739704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:37.743847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:37.743934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:40.749244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:40.753867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:40.759091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:40.764130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:40.764274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:43.770634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:43.776157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:43.780740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:43.785388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:43.785480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:46.791611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:46.796736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:46.800841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:46.805475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:46.805586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:49.811488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:49.816191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:49.819996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:49.823536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:49.823636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:52.828669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:52.832387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:52.836847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:52.841975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:52.842119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:55.849564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:55.855707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:55.861965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:55.866791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:55.866911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:12:58.872041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:12:58.877104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:12:58.881890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:12:58.886028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:12:58.886140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:01.891253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:01.896310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:01.900588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:01.905620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:01.905828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:04.911991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:04.917783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:04.923358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:04.928339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:04.928459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:07.934256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:07.938227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:07.942095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:07.945899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:07.945997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:10.952381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:10.956578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:10.960410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:10.964483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:10.964585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:13.969254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:13.974394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:13.979604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:13.984459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:13.984741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:16.994042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:16.998339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:17.002089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:17.005711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:17.005852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:20.010722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:20.014726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:20.018772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:20.022437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:20.022528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:23.029054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:23.033406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:23.036974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:23.040472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:23.040553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:26.048101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:26.260421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:26.301863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:26.306161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:26.306245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:29.312393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:29.317406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:29.322164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:29.327069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:29.327353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:32.334876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:32.339793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:32.344242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:32.350185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:32.350275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:35.356238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:35.360136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:35.365184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:35.370027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:35.370157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:38.375656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:38.380887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:38.385196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:38.390904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:38.391174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:41.397413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:41.402866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:41.408884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:41.416144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:41.416287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:44.422322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:44.426753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:44.431604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:44.436061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:44.436165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:47.441555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:47.446110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:47.450705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:47.455047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:47.455228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:50.461436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:50.465666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:50.470013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:50.474450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:50.474574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:53.481305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:53.486067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:53.490019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:53.493548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:53.493686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:56.500164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:56.506017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:56.512061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:56.518235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:56.518395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:13:59.522812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:13:59.527161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:13:59.530855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:13:59.534396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:13:59.534499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:02.539841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:02.543996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:02.547697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:02.551311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:02.551398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:05.556530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:05.561579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:05.566192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:05.570130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:05.570214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:08.575359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:08.579864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:08.584065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:08.589298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:08.589453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:11.595699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:11.603333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:11.607161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:11.611571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:11.611738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:14.617271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:14.621842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:14.626144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:14.630579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:14.630732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:17.639699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:17.645112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:17.650009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:17.654941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:17.655095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:20.660975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:20.665213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:20.670051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:20.674761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:20.674871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:23.680160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:23.684295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:23.688278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:23.692187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:23.692291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:26.697836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:26.702868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:26.708013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:26.712601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:26.712742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:29.719441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:29.723937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:29.728092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:29.731897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:29.732023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:32.737555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:32.741842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:32.745576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:32.749532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:32.749622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:35.755171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:35.759520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:35.764315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:35.768484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:35.768571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:38.774262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:38.778302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:38.782496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:38.786404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:38.786480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:41.791370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:41.795259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:41.799189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:41.803416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:41.803560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:44.808874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:44.813399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:44.817448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:44.821132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:44.821230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:47.827255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:47.832087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:47.836716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:47.841346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:47.841484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:50.846823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:50.851971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:50.856943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:50.860573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:50.860681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:53.867844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:53.873126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:53.882084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:53.887577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:53.887839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:56.893165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:56.897955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:56.902365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:56.906892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:56.907047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:14:59.913434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:14:59.919061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:14:59.924043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:14:59.928751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:14:59.928925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:02.933831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:02.938330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:02.942998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:02.947213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:02.947368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:05.954141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:05.959781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:05.965143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:05.970441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:05.970569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:08.976707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:08.981005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:08.985397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:08.990791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:08.990905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:11.997811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:12.004426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:12.010204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:12.014574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:12.014750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:15.020602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:15.025984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:15.031416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:15.040902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:15.041071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:18.046990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:18.051681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:18.055633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:18.059387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:18.059476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:21.065008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:21.069203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:21.074051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:21.078419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:21.078540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:24.083218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:24.087579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:24.092219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:24.097459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:24.097578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:27.103636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:27.108693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:27.311702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:27.317772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:27.317888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:30.323698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:30.330615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:30.335353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:30.340176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:30.340366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:33.347000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:33.350960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:33.355914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:33.361510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:33.361731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:36.367076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:36.371971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:36.377311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:36.383140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:36.383290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:39.390335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:39.395344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:39.400860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:39.405031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:39.405135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:42.410692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:42.414878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:42.418934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:42.424343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:42.424468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:45.429734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:45.434122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:45.438307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:45.443184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:45.443302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:48.448024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:48.452556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:48.457240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:48.461853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:48.462196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:51.469004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:51.473999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:51.479503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:51.484115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:51.484263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:54.491153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:54.496752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:54.501908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:54.506961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:54.507107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:15:57.511966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:15:57.517021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:15:57.521756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:15:57.526106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:15:57.526239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:00.532294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:00.536931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:00.540753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:00.544746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:00.544849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:03.549832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:03.554787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:03.560032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:03.564671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:03.565034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:06.571191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:06.575048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:06.579131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:06.582896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:06.582977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:09.588854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:09.595066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:09.600207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:09.604928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:09.605047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:12.610379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:12.615584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:12.620799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:12.626598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:12.626898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:15.633410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:15.638280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:15.642284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:15.646885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:15.647020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:18.653579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:18.658211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:18.662052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:18.665631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:18.665747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:21.671575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:21.677064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:21.681511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:21.685311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:21.685418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:24.690933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:24.697066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:24.701679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:24.706397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:24.706537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:27.712521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:27.717633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:27.722327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:27.726039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:27.726123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:30.732113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:30.736320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:30.740795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:30.744593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:30.744734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:33.752138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:33.757738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:33.763253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:33.769084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:33.769291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:36.775288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:36.780492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:36.785796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:36.789818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:36.789904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:39.796468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:39.802565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:39.807858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:39.813629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:39.813804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:42.820848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:42.825958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:42.830268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:42.834149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:42.834248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:45.839632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:45.844311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:45.848274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:45.852259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:45.852389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:48.856761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:48.860994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:48.865112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:48.869184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:48.869284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:51.875459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:51.880269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:51.885146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:51.890587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:51.890769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:54.897116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:54.901420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:54.906272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:54.910100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:54.910188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:16:57.914843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:16:57.919058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:16:57.923130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:16:57.926579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:16:57.926679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:00.932144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:00.937363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:00.942584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:00.947102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:00.947200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:03.952481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:03.956566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:03.960068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:03.963614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:03.963716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:06.968239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:06.972190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:06.976075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:06.979783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:06.979883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:09.984985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:09.989150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:09.992828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:09.996397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:09.996487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:13.002633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:13.007262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:13.011177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:13.015162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:13.015278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:16.021977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:16.026957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:16.032549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:16.042421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:16.042619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:19.049275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:19.053730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:19.058149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:19.061574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:19.061676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:22.067157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:22.071757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:22.076139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:22.079898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:22.079987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:25.084758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:25.089402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:25.094385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:25.098875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:25.099001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:28.105172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:28.110235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:28.114567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:28.122793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:28.122961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:31.128020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:31.132360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:31.137189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:31.142017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:31.142131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:34.147586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:34.153180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:34.158210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:34.162963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:34.163065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:37.168217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:37.173244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:37.177160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:37.181457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:37.181539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:40.187549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:40.192521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:40.200883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:40.206226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:40.206372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:43.213379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:43.218920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:43.223719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:43.228935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:43.229184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:46.235160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:46.239178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:46.242831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:46.247433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:46.247603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:49.255038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:49.260317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:49.264414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:49.268011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:49.268093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:52.273536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:52.279115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:52.283479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:52.287927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:52.288049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:55.293397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:55.301411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:55.307474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:55.311843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:55.311939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:17:58.319095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:17:58.324087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:17:58.329885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:17:58.333865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:17:58.333962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:01.340495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:01.345126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:01.349115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:01.353242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:01.353388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:04.360885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:04.366469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:04.371494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:04.376500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:04.376747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:07.383042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:07.388229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:07.392996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:07.397774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:07.397993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:10.403338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:10.410761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:10.414456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:10.418232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:10.418322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:13.422921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:13.426736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:13.430558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:13.434112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:13.434203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:16.439534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:16.443750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:16.447680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:16.451684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:16.451826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:19.457363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:19.461942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:19.465931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:19.470080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:19.470184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:22.477360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:22.482455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:22.486528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:22.491605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:22.491719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:25.497480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:25.501894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:25.506377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:25.510539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:25.510712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:28.520084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:28.524221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:28.528723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:28.533030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:28.533138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:31.537953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:31.541472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:31.544962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:31.548533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:31.548628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:34.553925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:34.558246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:34.563094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:34.568108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:34.568256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:37.573689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:37.578039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:37.583444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:37.588294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:37.588378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:40.594088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:40.599267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:40.604162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:40.608264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:40.608491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:43.614379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:43.619017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:43.623005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:43.627101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:43.627199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:46.632312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:46.637067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:46.640937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:46.645366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:46.645453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:49.650352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:49.654286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:49.658131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:49.661580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:49.661696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:52.667152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:52.671451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:52.675388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:52.679189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:52.679280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:55.685835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:55.690146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:55.693957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:55.697915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:55.698000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:18:58.703967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:18:58.708682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:18:58.713336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:18:58.717374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:18:58.717472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:01.721888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:01.726259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:01.730842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:01.736093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:01.736285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:04.741675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:04.745809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:04.749956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:04.753907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:04.754018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:07.760025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:07.764257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:07.769097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:07.773929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:07.774187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:10.782684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:10.788538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:10.793720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:10.798390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:10.798537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:13.803892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:13.808021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:13.811690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:13.815225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:13.815307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:16.821826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:16.825905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:16.829530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:16.833024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:16.833131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:19.839461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:19.844380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:19.849450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:19.854555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:19.854729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:22.860026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:22.863905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:22.867815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:22.871323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:22.871408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:25.877921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:25.881597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:25.885380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:25.889157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:25.889248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:28.896019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:28.901246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:28.905938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:28.910734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:28.910846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:31.916701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:31.921436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:31.926011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:31.931410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:31.931531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:34.937114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:34.941402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:34.945876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:34.950305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:34.950415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:37.955888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:37.960405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:37.964301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:37.968119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:37.968243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:40.973037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:40.977417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:40.981482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:40.985754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:40.985861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:43.992058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:43.997610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:44.002281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:44.006964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:44.007075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:47.012880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:47.017490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:47.022163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:47.027065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:47.027174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:50.034218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:50.040521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:50.045255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:50.050193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:50.050352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:53.056049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:53.060510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:53.064192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:53.068343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:53.068468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:56.074244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:56.078705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:56.082593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:56.086866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:56.087034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:19:59.388422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:19:59.393880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:19:59.398857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:19:59.403838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:19:59.403968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:02.412414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:02.419613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:02.425911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:02.431971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:02.432178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:05.438896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:05.446119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:05.452090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:05.459591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:05.460757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:08.466473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:08.472040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:08.476710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:08.481429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:08.481632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:11.487708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:11.493605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:11.498571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:11.503850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:11.504393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:14.510194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:14.515070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:14.518896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:14.522547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:14.522633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:17.527771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:17.532263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:17.536716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:17.540876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:17.540985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:20.576177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:20.580692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:20.585140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:20.590165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:20.590267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:23.595926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:23.631390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:23.668721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:23.676149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:23.676413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:26.681484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:26.685372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:26.692540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:26.697220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:26.697337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:29.703037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:29.709425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:29.715889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:29.719976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:29.720093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:32.726139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:32.732200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:32.738143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:32.743111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:32.743227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:35.748229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:35.752112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:35.755823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:35.760173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:35.760292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:38.765354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:38.770211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:38.774994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:38.779082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:38.779185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:41.783777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:41.787539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:41.791419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:41.795271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:41.795386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:44.800575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:44.804855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:44.808827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:44.812605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:44.812718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:47.818910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:47.823324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:47.827314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:47.831010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:47.831101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:50.836050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:50.840506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:50.845557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:50.850125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:50.850233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:53.857086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:53.862279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:53.867030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:53.871419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:53.871529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:56.877179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:56.882247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:56.886774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:56.890809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:56.890913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:20:59.898169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:20:59.904298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:20:59.911280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:20:59.917571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:20:59.917821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:02.926220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:02.930722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:02.935066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:02.940085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:02.940202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:05.944836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:05.949141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:05.952970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:05.956799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:05.956899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:08.963518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:08.968926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:08.973945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:08.978141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:08.978220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:11.985190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:11.994631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:12.001930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:12.008792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:12.008984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:15.016784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:15.021003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:15.024993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:15.029404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:15.029529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:18.034724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:18.038620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:18.042595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:18.046822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:18.046921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:21.052033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:21.056523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:21.060168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:21.064063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:21.064156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:24.070917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:24.076484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:24.081501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:24.085988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:24.086124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:27.091347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:27.096275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:27.101158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:27.104880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:27.104966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:30.111137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:30.117308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:30.123485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:30.128488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:30.128578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:33.134285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:33.139154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:33.143734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:33.147758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:33.147868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:36.154310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:36.163723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:36.168470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:36.172686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:36.172781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:39.179111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:39.184068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:39.187894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:39.191455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:39.191540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:42.197159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:42.201802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:42.207959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:42.212419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:42.212592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:45.217135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:45.223437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:45.228104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:45.232496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:45.232609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:48.238326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:48.242475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:48.246357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:48.249979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:48.250068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:51.255495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:51.259934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:51.266238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:51.271106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:51.271296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:54.276875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:54.281189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:54.285555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:54.290664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:54.290844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:21:57.296480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:21:57.300963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:21:57.305351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:21:57.309879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:21:57.309968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:00.315416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:00.320236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:00.324882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:00.329093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:00.329194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:03.336283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:03.341072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:03.345329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:03.350148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:03.350258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:06.356252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:06.360625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:06.364829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:06.368970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:06.369089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:09.375351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:09.379846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:09.384113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:09.388313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:09.388416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:12.394734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:12.399383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:12.404001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:12.408693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:12.408836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:15.413858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:15.418062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:15.422245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:15.426123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:15.426260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:18.432470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:18.436776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:18.440425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:18.444739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:18.444893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:21.450573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:21.455417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:21.459999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:21.464189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:21.464275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:24.469298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:24.473170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:24.476794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:24.480290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:24.480374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:27.486127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:27.490741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:27.494876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:27.498449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:27.498529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:30.504630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:30.508772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:30.512700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:30.516267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:30.516357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:33.523112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:33.528513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:33.532534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:33.536441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:33.536736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:36.541725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:36.545820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:36.551070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:36.555408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:36.555493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:39.561878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:39.566790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:39.571478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:39.576196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:39.576310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:42.582888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:42.586736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:42.590189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:42.593528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:42.593611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:45.598943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:45.602803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:45.606711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:45.610480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:45.610571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:48.616791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:48.620908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:48.625437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:48.633743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:48.633889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:51.639298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:51.643365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:51.647204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:51.650974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:51.651103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:54.656283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:54.660280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:54.664119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:54.668833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:54.668951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:22:57.676610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:22:57.682975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:22:57.690728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:22:57.697975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:22:57.698161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:00.703760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:00.708703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:00.714578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:00.719397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:00.719524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:03.725216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:03.730155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:03.733997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:03.737785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:03.737877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:06.743219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:06.748077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:06.752805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:06.757346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:06.757534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:09.761381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:09.765328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:09.769008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:09.772586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:09.772693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:12.776870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:12.781074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:12.786441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:12.790529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:12.790637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:15.797965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:15.803043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:15.807504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:15.811834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:15.811947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:18.818482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:18.823114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:18.827061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:18.832455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:18.832806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:21.837765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:21.841311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:21.845184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:21.848872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:21.848956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:24.855639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:24.860818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:24.866946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:24.871559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:24.871681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:27.877905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:27.882181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:27.885998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:27.894005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:27.894207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:30.900481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:30.905556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:30.910383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:30.914229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:30.914322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:33.919358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:33.923166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:33.926816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:33.930317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:33.930410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:36.936897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:36.941528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:36.945179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:36.948682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:36.948764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:39.955111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:39.959746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:39.964430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:39.970571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:39.970754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:42.977450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:42.981537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:42.985426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:42.989313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:42.989401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:45.995668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:46.000974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:46.006380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:46.010535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:46.010635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:49.016850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:49.022568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:49.027888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:49.032223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:49.032352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:52.039117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:52.044589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:52.049169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:52.054371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:52.054493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:55.061575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:55.069075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:55.075997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:55.080578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:55.080691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:23:58.085902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:23:58.089475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:23:58.093295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:23:58.097218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:23:58.097300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:01.380489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:01.385564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:01.392130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:01.396677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:01.396797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:04.402275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:04.406832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:04.411712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:04.416771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:04.416931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:07.423286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:07.430679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:07.435508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:07.440802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:07.440932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:10.448682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:10.453324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:10.457749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:10.462076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:10.462237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:13.469609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:13.474437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:13.479495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:13.483609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:13.483724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:16.488428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:16.492525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:16.497981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:16.503880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:16.504233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:19.508989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:19.513036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:19.516983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:19.521778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:19.521880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:22.526921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:22.532034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:22.537224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:22.541280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:22.541388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:25.547353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:25.553905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:25.559282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:25.566115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:25.566416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:28.572489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:28.576689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:28.580733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:28.584819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:28.584927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:31.590898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:31.595192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:31.599261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:31.602677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:31.602757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:34.607588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:34.611306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:34.615025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:34.618730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:34.618810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:37.624148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:37.628318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:37.632404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:37.636639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:37.636776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:40.642615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:40.647445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:40.651664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:40.655579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:40.655812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:43.662682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:43.668422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:43.673179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:43.677546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:43.677694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:46.683177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:46.687718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:46.691827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:46.695810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:46.695911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:49.701261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:49.705758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:49.709603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:49.713168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:49.713254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:52.718993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:52.724263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:52.729425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:52.734573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:52.734752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:55.739485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:55.743518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:55.747208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:55.751304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:55.751421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:24:58.757582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:24:58.761628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:24:58.766545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:24:58.770633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:24:58.770737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:01.776589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:01.783162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:01.789142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:01.794619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:01.794812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:04.800079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:04.804164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:04.808427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:04.812507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:04.812614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:07.817042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:07.820932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:07.824590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:07.828374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:07.828459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:10.834807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:10.839159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:10.843478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:10.847628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:10.847762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:13.852822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:13.856452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:13.859876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:13.863227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:13.863307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:16.868669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:16.873175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:16.877010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:16.881325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:16.881409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:19.887442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:19.892423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:19.898093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:19.902489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:19.902623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:22.908245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:22.912814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:22.916961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:22.921012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:22.921120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:25.927351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:25.932358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:25.936761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:25.941386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:25.941511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:28.948421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:28.954551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:28.960833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:28.965513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:28.965630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:31.970447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:31.976227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:31.981116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:31.986261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:31.986381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:34.993379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:34.999201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:35.005441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:35.010731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:35.011003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:38.017827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:38.023170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:38.027384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:38.031031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:38.031159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:41.037125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:41.041330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:41.045136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:41.050144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:41.050268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:44.055577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:44.059590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:44.063246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:44.067225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:44.067310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:47.072708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:47.076563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:47.083539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:47.087178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:47.087266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:50.092468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:50.096409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:50.100937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:50.105177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:50.105272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:53.113401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:53.120053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:53.125880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:53.132128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:53.132282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:56.137874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:56.142408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:56.146424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:56.150335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:56.150434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:25:59.155861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:25:59.160012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:25:59.163676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:25:59.167610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:25:59.167750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:02.372026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:02.380809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:02.385178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:02.389826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:02.389944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:05.397581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:05.403539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:05.410067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:05.414126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:05.414369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:08.420438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:08.425846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:08.430322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:08.435193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:08.435386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:11.441212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:11.444959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:11.450358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:11.454767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:11.454888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:14.460402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:14.464769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:14.469010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:14.473577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:14.473760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:17.480033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:17.485526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:17.490463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:17.495301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:17.495397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:20.501086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:20.505404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:20.509914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:20.514539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:20.514676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:23.521339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:23.525351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:23.529587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:23.533785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:23.533882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:26.540594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:26.545183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:26.548919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:26.552427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:26.552513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:29.558175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:29.561951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:29.565922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:29.570071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:29.570174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:32.576351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:32.581031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:32.585909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:32.589959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:32.590082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:35.595533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:35.600893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:35.604977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:35.608756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:35.608837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:38.614302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:38.620132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:38.624382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:38.627994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:38.628095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:41.633254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:41.640187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:41.643985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:41.648109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:41.648230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:44.653702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:44.658139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:44.662335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:44.666193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:44.666325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:47.671713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:47.675212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:47.679404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:47.683531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:47.683621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:50.689174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:50.693838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:50.700398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:50.705040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:50.705190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:53.710819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:53.716839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:53.724943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:53.729950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:53.730095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:56.735083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:56.738896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:56.743038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:56.747129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:56.747249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:26:59.752799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:26:59.756620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:26:59.760293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:26:59.763927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:26:59.764013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:02.769719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:02.774896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:02.783637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:02.788161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:02.788286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:05.793779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:05.799473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:05.803799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:05.808130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:05.808222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:08.813087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:08.821028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:08.825241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:08.829415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:08.829527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:11.835603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:11.839961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:11.843631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:11.847428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:11.847520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:14.852997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:14.863890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:14.868740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:14.872813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:14.872915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:17.878245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:17.882491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:17.886667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:17.891249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:17.891370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:20.896455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:20.900263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:20.903736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:20.907089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:20.907168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:23.913085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:23.918581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:23.922835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:23.927020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:23.927162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:26.934064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:26.938347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:26.942591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:26.946513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:26.946593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:29.953434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:29.958571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:29.962450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:29.967847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:29.968053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:32.973903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:32.980017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:32.985942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:32.990682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:32.990800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:35.995806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:36.000019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:36.004091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:36.008376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:36.008485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:39.013561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:39.018158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:39.022848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:39.027820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:39.027956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:42.032333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:42.036256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:42.040445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:42.044433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:42.044524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:45.051596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:45.056064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:45.059912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:45.064376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:45.064540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:48.070420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:48.075398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:48.079712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:48.083528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:48.083634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:51.091959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:51.097856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:51.102136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:51.106098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:51.106190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:54.120330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:54.129602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:54.136471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:54.142388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:54.142587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:27:57.149881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:27:57.154843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:27:57.158682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:27:57.162974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:27:57.163161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:00.168942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:00.173706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:00.178492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:00.182325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:00.182410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:03.187907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:03.192944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:03.198676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:03.202418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:03.202501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:06.209187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:06.213487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:06.217286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:06.221805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:06.221951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:09.228974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:09.234283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:09.239767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:09.244380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:09.244473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:12.249148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:12.254467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:12.259702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:12.263491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:12.263577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:15.269575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:15.274204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:15.278566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:15.283085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:15.283211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:18.288525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:18.294310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:18.299269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:18.303097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:18.303202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:21.307399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:21.311180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:21.315164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:21.318811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:21.318903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:24.325267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:24.331087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:24.336069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:24.340909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:24.341039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:27.346135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:27.351049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:27.355036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:27.359192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:27.359273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:30.364228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:30.368616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:30.373272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:30.376857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:30.376934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:33.381243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:33.385958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:33.391056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:33.394964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:33.395053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:36.400634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:36.404894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:36.408964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:36.412890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:36.412998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:39.417847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:39.422572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:39.427292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:39.430924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:39.431025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:42.436084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:42.440943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:42.445929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:42.451436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:42.451573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:45.456367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:45.460212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:45.463913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:45.467418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:45.467499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:48.472209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:48.475722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:48.479334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:48.483399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:48.483516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:51.489454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:51.495041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:51.500237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:51.504683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:51.504852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:54.509889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:54.514010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:54.519194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:54.523342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:54.523429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:28:57.529185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:28:57.534027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:28:57.538276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:28:57.541951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:28:57.542036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:00.548549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:00.553148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:00.556975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:00.560632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:00.560737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:03.565467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:03.570107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:03.575781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:03.579480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:03.579565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:06.585148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:06.589222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:06.592954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:06.596979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:06.597082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:09.601717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:09.605594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:09.609620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:09.613538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:09.613635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:12.618303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:12.622623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:12.627188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:12.631204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:12.631303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:15.636863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:15.641669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:15.645738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:15.650429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:15.650587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:18.656706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:18.660951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:18.665930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:18.670900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:18.671026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:21.675939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:21.679835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:21.683578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:21.687138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:21.687230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:24.692570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:24.696599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:24.700765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:24.704811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:24.704911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:27.710055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:27.713920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:27.718168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:27.721978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:27.722108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:30.729477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:30.734120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:30.738343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:30.742165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:30.742270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:33.748932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:33.753469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:33.758385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:33.762125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:33.762203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:36.768273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:36.773106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:36.777174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:36.781555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:36.781663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:39.786955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:39.790586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:39.794431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:39.799057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:39.799254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:42.803374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:42.807017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:42.811447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:42.816622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:42.819856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:45.826513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:45.831703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:45.836569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:45.842072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:45.842200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:48.847970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:48.852092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:48.856222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:48.860319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:48.860427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:51.865339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:51.870284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:51.873926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:51.877917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:51.878004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:54.884546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:54.889515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:54.893838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:54.898527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:54.898704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:29:57.905838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:29:57.913158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:29:57.918664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:29:57.923246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:29:57.923544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:00.932116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:00.937142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:00.941911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:00.946383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:00.946527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:03.952460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:03.963320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:03.969689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:03.974252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:03.974381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:06.980578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:06.987974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:06.993798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:06.999209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:06.999343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:10.005613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:10.011209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:10.015597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:10.020335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:10.020472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:13.026284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:13.030767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:13.034693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:13.038292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:13.038377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:16.043696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:16.048408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:16.053136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:16.057249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:16.057367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:19.063190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:19.067538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:19.071249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:19.074782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:19.074867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:22.109319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:22.113576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:22.117421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:22.121166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:22.121252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:25.127727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:25.164048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:25.200217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:25.204518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:25.204592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:28.209566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:28.213612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:28.218373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:28.223010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:28.223130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:31.228586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:31.232981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:31.237260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:31.241278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:31.241391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:34.246900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:34.251161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:34.255570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:34.259624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:34.259736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:37.266409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:37.271967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:37.276478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:37.282565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:37.282702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:40.286777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:40.290541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:40.294169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:40.297597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:40.297709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:43.302155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:43.306201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:43.310410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:43.314350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:43.314435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:46.320052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:46.325622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:46.330970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:46.335976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:46.336172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:49.343782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:49.349031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:49.352609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:49.356124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:49.356202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:52.361775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:52.366059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:52.374938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:52.379738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:52.379869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:55.385462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:55.390059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:55.395620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:55.401280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:55.401433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:30:58.407018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:30:58.411020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:30:58.414470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:30:58.417859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:30:58.417940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:01.423395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:01.427330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:01.430848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:01.434353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:01.434445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:04.440514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:04.445080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:04.449861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:04.453611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:04.453747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:07.459081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:07.463423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:07.467626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:07.471471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:07.471584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:10.478984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:10.483190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:10.488962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:10.494036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:10.494197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:13.500987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:13.505061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:13.513708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:13.517883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:13.518004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:16.525397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:16.530503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:16.535270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:16.540354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:16.540506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:19.545785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:19.550412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:19.556531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:19.561182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:19.561287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:22.567925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:22.573112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:22.577278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:22.581273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:22.581374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:25.586965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:25.590813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:25.594466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:25.598207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:25.598304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:28.603799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:28.608020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:28.612056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:28.615905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:28.616005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:31.621935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:31.626214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:31.630468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:31.634385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:31.634474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:34.640849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:34.646023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:34.651447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:34.655165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:34.655246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:37.662186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:37.666946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:37.671861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:37.676548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:37.676736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:40.685399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:40.689895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:40.694107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:40.701679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:40.701770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:43.706976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:43.710813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:43.714360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:43.718049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:43.718135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:46.724262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:46.729540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:46.733690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:46.741162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:46.741289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:49.747826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:49.752978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:49.758143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:49.763025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:49.763187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:52.769253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:52.773917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:52.778962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:52.783038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:52.783133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:55.787360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:55.791533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:55.795307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:55.798848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:55.798934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:31:58.805477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:31:58.810373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:31:58.814472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:31:58.819117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:31:58.819241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:01.825034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:01.830277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:01.835897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:01.841104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:01.841223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:04.847674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:04.852866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:04.857502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:04.861814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:04.861938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:07.867748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:07.871574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:07.876216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:07.880268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:07.880354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:10.884399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:10.888051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:10.892871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:10.896491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:10.896596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:13.901230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:13.905397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:13.909304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:13.913156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:13.913252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:16.917418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:16.921007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:16.924535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:16.928104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:16.928199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:19.933386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:19.937437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:19.940855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:19.944591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:19.944693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:22.951745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:22.956450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:22.960263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:22.964549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:22.964711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:25.968959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:25.972694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:25.976396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:25.980085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:25.980172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:28.987397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:28.991224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:28.994636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:28.998233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:28.998320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:32.007212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:32.014777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:32.021862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:32.028161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:32.028523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:35.240852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:35.245639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:35.250409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:35.278783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:35.278936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:38.286489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:38.291090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:38.295028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:38.299397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:38.299503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:41.306277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:41.311547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:41.316628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:41.321137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:41.321347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:44.329037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:44.333215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:44.338543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:44.343162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:44.343447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:47.349278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:47.353518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:47.357990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:47.362007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:47.362094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:50.367373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:50.373045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:50.378191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:50.383042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:50.383213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:53.388997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:53.392773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:53.396713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:53.400889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:53.400993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:56.406310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:56.410415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:56.414256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:56.422387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:56.422511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:32:59.428703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:32:59.433102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:32:59.436613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:32:59.441035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:32:59.441123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:02.447395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:02.452088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:02.457252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:02.462159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:02.462283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:05.469798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:05.475610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:05.481420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:05.486788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:05.486904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:08.492338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:08.496882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:08.500529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:08.504573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:08.504723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:11.509074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:11.512723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:11.517066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:11.520767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:11.520861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:14.527242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:14.531084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:14.534440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:14.537837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:14.537915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:17.542715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:17.546771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:17.550734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:17.554350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:17.554431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:20.559413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:20.563457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:20.567139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:20.571182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:20.571285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:23.577822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:23.582916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:23.588087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:23.592039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:23.592135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:26.596216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:26.600007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:26.605144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:26.609806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:26.609901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:29.614019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:29.617713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:29.621465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:29.625745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:29.625847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:32.632433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:32.637871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:32.643382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:32.649503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:32.649713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:35.655059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:35.661867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:35.672099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:35.677729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:35.677856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:38.683141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:38.688950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:38.695347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:38.699981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:38.700123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:41.705224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:41.709552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:41.713254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:41.716947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:41.717033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:44.723113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:44.728553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:44.733122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:44.737678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:44.737795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:47.743005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:47.751410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:47.755690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:47.759727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:47.759849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:50.764093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:50.768465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:50.772088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:50.775943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:50.776042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:53.782559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:53.789352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:53.794942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:53.799470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:53.799561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:56.806273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:56.810822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:56.815380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:56.819398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:56.819498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:33:59.824378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:33:59.829215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:33:59.833402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:33:59.837770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:33:59.837891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:02.843750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:02.847971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:02.851531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:02.855805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:02.855936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:05.862770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:05.867133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:05.871560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:05.875363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:05.875447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:08.881296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:08.885477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:08.890040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:08.894339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:08.894445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:11.900470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:11.904232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:11.908064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:11.911760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:11.911863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:14.922073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:14.926183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:14.930235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:14.935336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:14.935432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:17.942774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:17.946989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:17.951298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:17.955276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:17.955385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:20.962288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:20.967229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:20.972444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:20.976392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:20.976498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:23.981263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:23.985395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:23.988904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:23.992725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:23.992955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:26.998547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:27.003223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:27.008309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:27.013603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:27.013768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:30.018923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:30.023737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:30.028751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:30.032943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:30.033050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:33.038910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:33.043853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:33.048402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:33.052979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:33.053086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:36.060705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:36.249973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:36.255844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:36.260419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:36.260523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:39.264470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:39.268287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:39.272822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:39.276787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:39.276901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:42.281287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:42.284891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:42.288428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:42.292327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:42.292438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:45.299484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:45.304490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:45.309278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:45.313614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:45.313729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:48.317869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:48.321582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:48.325276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:48.329581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:48.329704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:51.334967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:51.339132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:51.343460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:51.347680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:51.347812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:54.352765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:54.356969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:54.361638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:54.365896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:54.366014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:34:57.370578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:34:57.374438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:34:57.378560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:34:57.382240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:34:57.382336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:00.388176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:00.392803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:00.397783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:00.402356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:00.402496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:03.408405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:03.412563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:03.416537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:03.420619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:03.420732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:06.427940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:06.433477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:06.438606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:06.442592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:06.442710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:09.448827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:09.453808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:09.459558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:09.464318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:09.464462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:12.470519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:12.476111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:12.480699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:12.484851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:12.484948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:15.490446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:15.494620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:15.498144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:15.501504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:15.501586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:18.507231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:18.511859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:18.515490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:18.519080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:18.519161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:21.524330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:21.529011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:21.533840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:21.538733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:21.538847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:24.545776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:24.551465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:24.556870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:24.562221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:24.562344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:27.568702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:27.574046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:27.578968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:27.583846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:27.583974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:30.589134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:30.593124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:30.597115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:30.601113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:30.601211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:33.606888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:33.614984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:33.619000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:33.622830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:33.622918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:36.627915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:36.631962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:36.635881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:36.639328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:36.639407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:39.645235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:39.648934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:39.652435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:39.656014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:39.656100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:42.662426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:42.666565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:42.670263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:42.673810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:42.673906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:45.678789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:45.682855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:45.691207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:45.696474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:45.696615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:48.702556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:48.707088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:48.711167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:48.715909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:48.716015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:51.722902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:51.728740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:51.734706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:51.740408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:51.740574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:54.747914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:54.753991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:54.760110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:54.764847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:54.764955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:35:57.769440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:35:57.773135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:35:57.777037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:35:57.780565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:35:57.780676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:00.785591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:00.790252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:00.794236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:00.797975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:00.798057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:03.804354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:03.809786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:03.814659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:03.819016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:03.819125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:06.823712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:06.828127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:06.833169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:06.836974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:06.837054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:09.843950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:09.848808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:09.853523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:09.861873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:09.862029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:12.868228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:12.874850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:12.880851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:12.886377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:12.886612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:15.891581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:15.895288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:15.899160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:15.903131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:15.903240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:18.908021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:18.913775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:18.918705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:18.923850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:18.923956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:21.929142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:21.934351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:21.938873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:21.942801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:21.942918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:24.948025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:24.952278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:24.956247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:24.959947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:24.960025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:27.964987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:27.969310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:27.973530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:27.978387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:27.978511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:30.985127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:30.990449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:30.995686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:31.000908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:31.001059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:34.006390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:34.011058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:34.015336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:34.019564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:34.019696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:37.325427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:37.331019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:37.336746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:37.342490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:37.342633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:40.347447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:40.351893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:40.356885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:40.361227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:40.361415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:43.366119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:43.371164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:43.376252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:43.381308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:43.381421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:46.386074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:46.391195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:46.396047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:46.401712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:46.401856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:49.407904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:49.413167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:49.418976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:49.423718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:49.423884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:52.430064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:52.434528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:52.438724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:52.443263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:52.443367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:55.449716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:55.454721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:55.459621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:55.464254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:55.464358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:36:58.470484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:36:58.475714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:36:58.480963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:36:58.485170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:36:58.485280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:01.492205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:01.497524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:01.502508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:01.507383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:01.507488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:04.511822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:04.515324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:04.518860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:04.523472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:04.523583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:07.529215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:07.534283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:07.538592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:07.542547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:07.542676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:10.549556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:10.555760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:10.562466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:10.567547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:10.567768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:13.572918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:13.578750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:13.583709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:13.588784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:13.588880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:16.594218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:16.598061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:16.601567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:16.604989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:16.605066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:19.610434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:19.614799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:19.619056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:19.623362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:19.623473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:22.628932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:22.633565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:22.637954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:22.642411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:22.642527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:25.648914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:25.652756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:25.657297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:25.661592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:25.661729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:28.668123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:28.672899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:28.677168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:28.681038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:28.681124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:31.686549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:31.690700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:31.695342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:31.699234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:31.699342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:34.705393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:34.709845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:34.713938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:34.717947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:34.718046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:37.724414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:37.729982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:37.734778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:37.739374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:37.739484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:40.744254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:40.748475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:40.752404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:40.755956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:40.756035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:43.762529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:43.766969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:43.771934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:43.776177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:43.776261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:46.781353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:46.784908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:46.794223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:46.798082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:46.798174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:49.804634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:49.809492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:49.813242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:49.817212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:49.817310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:52.822230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:52.826237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:52.831223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:52.835001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:52.835100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:55.841288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:55.845186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:55.849205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:55.854096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:55.854256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:37:58.860926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:37:58.864771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:37:58.869079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:37:58.873043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:37:58.873129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:01.878591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:01.882578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:01.886050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:01.889449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:01.889534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:04.894322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:04.897971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:04.901440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:04.904873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:04.904948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:07.910560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:07.915805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:07.921585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:07.926450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:07.926565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:10.937764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:10.942873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:10.947176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:10.951926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:10.952048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:13.958079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:13.962379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:13.967536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:13.973131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:13.973283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:16.978288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:16.983340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:16.988429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:16.994379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:16.994553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:20.000274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:20.004152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:20.008441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:20.013735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:20.013948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:23.020529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:23.027510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:23.032350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:23.037266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:23.037367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:26.042394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:26.046211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:26.050180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:26.054222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:26.054309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:29.059929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:29.063906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:29.067688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:29.071763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:29.071877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:32.077557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:32.081716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:32.085481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:32.089502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:32.089605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:35.096214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:35.105177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:35.109422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:35.113526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:35.113612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:38.315122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:38.320870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:38.325911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:38.330447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:38.330572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:41.336636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:41.342110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:41.346839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:41.351341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:41.351458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:44.358426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:44.364060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:44.369276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:44.373346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:44.373450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:47.378161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:47.382183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:47.386619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:47.395790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:47.395912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:50.401514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:50.405893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:50.409805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:50.414017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:50.414360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:53.419765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:53.424417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:53.428274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:53.432145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:53.432269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:56.440189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:56.444492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:56.448803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:56.452809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:56.452903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:38:59.459026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:38:59.464794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:38:59.469043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:38:59.472582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:38:59.472690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:02.478553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:02.484943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:02.491028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:02.495947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:02.496201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:05.504466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:05.510621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:05.515838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:05.522067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:05.522278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:08.529960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:08.536476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:08.542530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:08.548467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:08.548720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:11.554286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:11.560348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:11.566247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:11.570858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:11.570939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:14.577634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:14.581990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:14.586985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:14.592538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:14.592720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:17.600217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:17.604979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:17.610449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:17.615339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:17.615468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:20.620864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:20.624675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:20.628507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:20.632304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:20.632414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:23.638315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:23.642620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:23.646505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:23.650120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:23.650288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:26.656095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:26.659811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:26.664084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:26.668245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:26.668325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:29.674446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:29.678387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:29.682756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:29.686248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:29.686331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:32.691542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:32.695871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:32.699871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:32.703866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:32.703948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:35.708972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:35.713273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:35.721971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:35.726804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:35.726918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:38.732811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:38.737934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:38.743113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:38.747677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:38.747802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:41.753700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:41.763752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:41.768139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:41.772151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:41.772297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:44.777916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:44.782690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:44.787128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:44.791054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:44.791139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:47.797770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:47.802457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:47.807544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:47.812047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:47.812145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:50.818302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:50.822504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:50.826493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:50.830838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:50.830953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:53.836535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:53.841028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:53.845368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:53.849466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:53.849564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:56.854631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:56.859742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:56.864621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:56.869115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:56.869239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:39:59.875258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:39:59.879489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:39:59.883125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:39:59.886518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:39:59.886598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:02.893449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:02.898395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:02.903064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:02.908321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:02.908465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:05.914392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:05.921861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:05.925700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:05.929470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:05.929741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:08.935624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:08.940448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:08.945275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:08.949320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:08.949444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:11.955399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:11.960222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:11.965261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:11.969138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:11.969230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:14.976701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:14.980878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:14.984685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:14.988373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:14.988464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:17.993736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:17.997922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:18.001759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:18.006119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:18.006244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:21.011618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:21.015927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:21.020297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:21.024736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:21.024858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:24.059710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:24.064959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:24.070775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:24.076069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:24.076199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:27.082546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:27.118857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:27.154602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:27.158750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:27.158902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:30.164816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:30.170935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:30.177166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:30.181576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:30.181734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:33.186124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:33.190272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:33.194293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:33.198142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:33.198243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:36.204241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:36.209932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:36.215161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:36.218802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:36.218886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:39.225624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:39.232383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:39.237594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:39.241723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:39.241823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:42.246614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:42.251216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:42.256869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:42.260851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:42.260951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:45.265606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:45.269678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:45.274567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:45.278322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:45.278408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:48.284374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:48.290305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:48.298725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:48.305409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:48.305563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:51.310898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:51.315681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:51.319915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:51.323391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:51.323473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:54.327963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:54.332004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:54.336066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:54.339983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:54.340110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:40:57.345187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:40:57.350931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:40:57.355841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:40:57.360113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:40:57.360194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:00.366202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:00.370904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:00.374619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:00.378224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:00.378309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:03.384097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:03.388549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:03.392490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:03.396469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:03.396558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:06.402170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:06.406016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:06.410148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:06.413998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:06.414122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:09.419568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:09.423872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:09.428260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:09.432217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:09.432370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:12.439492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:12.444421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:12.448395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:12.452081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:12.452176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:15.456598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:15.460372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:15.464989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:15.469237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:15.469333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:18.473777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:18.477959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:18.482015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:18.485815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:18.485897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:21.491189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:21.495184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:21.498956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:21.502773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:21.502868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:24.508235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:24.511845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:24.515454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:24.518968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:24.519058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:27.523471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:27.528303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:27.532767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:27.537370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:27.537566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:30.543009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:30.546772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:30.550401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:30.554069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:30.554159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:33.561212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:33.567585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:33.573408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:33.579409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:33.579564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:36.584555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:36.588697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:36.592604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:36.596899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:36.597049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:39.602701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:39.607034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:39.611396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:39.615203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:39.615302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:42.620417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:42.624527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:42.628439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:42.632565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:42.632720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:45.637718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:45.641688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:45.645315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:45.649142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:45.649227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:48.657568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:48.663776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:48.670909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:48.677079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:48.677223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:51.682403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:51.686476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:51.690680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:51.694992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:51.695107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:54.700610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:54.706026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:54.710302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:54.714629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:54.714801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:41:57.720219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:41:57.724058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:41:57.727557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:41:57.731241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:41:57.731346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:00.736624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:00.740714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:00.745718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:00.750691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:00.750827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:03.756021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:03.760619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:03.766406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:03.771743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:03.771883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:06.776988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:06.781872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:06.785998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:06.789427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:06.789509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:09.795961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:09.801231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:09.805454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:09.809109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:09.809197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:12.813839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:12.817984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:12.822346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:12.827107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:12.827219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:15.831859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:15.836070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:15.840553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:15.844465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:15.844544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:18.851547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:18.857694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:18.863192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:18.868322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:18.868433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:21.873297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:21.877350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:21.881243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:21.884769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:21.884856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:24.889499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:24.893554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:24.897283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:24.900935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:24.901025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:27.911208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:27.917021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:27.921639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:27.925173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:27.925265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:30.930673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:30.935442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:30.940354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:30.945306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:30.945397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:33.951179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:33.955506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:33.959569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:33.963559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:33.963690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:36.969150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:36.973018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:36.978719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:36.983257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:36.983380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:39.988277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:39.993142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:39.997983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:40.002535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:40.002704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:43.009341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:43.013913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:43.019054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:43.024535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:43.024762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:46.031375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:46.036854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:46.042014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:46.047152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:46.047360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:49.053116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:49.058959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:49.063428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:49.067219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:49.067308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:52.073456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:52.078588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:52.083232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:52.087422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:52.087520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:55.093575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:55.098063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:55.102582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:55.107132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:55.107247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:42:58.114577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:42:58.119572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:42:58.123724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:42:58.128730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:42:58.128870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:01.135361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:01.140801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:01.146084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:01.152124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:01.152325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:04.158770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:04.162924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:04.166618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:04.170453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:04.170554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:07.176898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:07.181530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:07.185910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:07.189985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:07.190082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:10.197184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:10.203018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:10.208862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:10.213957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:10.214144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:13.220790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:13.224740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:13.228270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:13.232667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:13.232803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:16.238489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:16.243740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:16.249232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:16.253124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:16.253207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:19.258898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:19.265132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:19.269564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:19.274569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:19.274739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:22.280742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:22.284920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:22.289921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:22.294540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:22.294627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:25.299825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:25.303724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:25.307588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:25.311253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:25.311357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:28.317306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:28.323109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:28.328030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:28.332694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:28.332790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:31.337810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:31.341607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:31.345279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:31.348979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:31.349071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:34.353917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:34.357508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:34.361502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:34.365175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:34.365254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:37.371187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:37.375363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:37.378996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:37.383320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:37.383407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:40.391152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:40.397416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:40.402879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:40.407598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:40.407736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:43.414037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:43.419498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:43.424193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:43.428955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:43.429075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:46.434356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:46.438247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:46.442299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:46.446900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:46.447008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:49.453612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:49.458387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:49.462242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:49.465851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:49.465970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:52.473047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:52.478181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:52.482688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:52.487176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:52.487325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:55.494920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:55.501190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:55.507768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:55.511783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:55.511868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:43:58.517492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:43:58.522681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:43:58.527319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:43:58.531627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:43:58.531768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:01.537141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:01.541585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:01.546118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:01.550395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:01.550488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:04.554964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:04.558808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:04.562317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:04.567376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:04.567572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:07.572726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:07.577906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:07.582481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:07.586877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:07.586986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:10.592252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:10.597242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:10.602338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:10.606945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:10.607217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:13.612680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:13.617744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:13.622252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:13.626190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:13.626274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:16.631537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:16.636498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:16.645671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:16.650182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:16.650301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:19.657515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:19.663559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:19.668583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:19.673996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:19.674215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:22.681989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:22.687129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:22.691075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:22.694941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:22.695050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:25.701070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:25.705209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:25.709633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:25.714024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:25.714127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:28.719952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:28.724043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:28.727839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:28.731673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:28.731824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:31.738721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:31.743147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:31.747434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:31.751497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:31.751600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:34.757961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:34.763384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:34.769102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:34.773804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:34.773953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:37.778373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:37.782458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:37.786709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:37.790628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:37.790760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:40.798604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:40.804786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:40.811088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:40.818219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:40.818381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:43.825634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:43.830622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:43.835599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:43.841293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:43.841428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:46.849759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:46.856242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:46.861391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:46.865381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:46.865464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:49.871430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:49.876505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:49.880498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:49.884466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:49.884555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:52.889920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:52.893529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:52.897095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:52.900579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:52.900686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:55.906227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:55.910923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:55.914988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:55.918904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:55.918988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:44:58.925750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:44:58.930074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:44:58.934046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:44:58.938834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:44:58.938996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:01.946830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:01.952549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:01.961601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:01.967811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:01.967970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:04.974347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:04.979484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:04.984286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:04.988696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:04.988829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:07.994464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:07.998694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:08.002370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:08.006320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:08.006408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:11.299812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:11.443524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:11.479930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:11.484812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:11.484943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:14.489883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:14.494898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:14.499850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:14.504761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:14.504871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:17.511003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:17.522790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:17.531146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:17.537625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:17.537944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:20.545452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:20.549999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:20.553908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:20.558234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:20.558337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:23.563105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:23.569279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:23.574555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:23.579749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:23.579879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:26.584246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:26.588933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:26.593255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:26.597531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:26.597669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:29.601846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:29.606219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:29.609924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:29.613476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:29.613563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:32.619554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:32.624274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:32.628132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:32.632321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:32.632477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:35.637460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:35.641290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:35.645554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:35.649702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:35.649821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:38.653914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:38.657787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:38.661679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:38.665358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:38.665452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:41.670502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:41.674724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:41.679214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:41.683883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:41.683996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:44.689287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:44.693333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:44.697205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:44.700765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:44.700861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:47.706368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:47.711870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:47.716862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:47.720864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:47.720960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:50.726480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:50.731009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:50.735266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:50.740921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:50.741125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:53.746548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:53.751010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:53.755192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:53.760019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:53.760165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:56.765187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:56.769888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:56.774500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:56.781892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:56.782030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:45:59.788664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:45:59.794002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:45:59.799196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:45:59.803462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:45:59.803542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:02.809829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:02.814555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:02.818686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:02.824211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:02.824386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:05.829901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:05.834040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:05.837596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:05.841804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:05.841928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:08.847806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:08.852580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:08.858078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:08.863689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:08.863834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:11.867972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:11.872491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:11.876815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:11.880308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:11.880392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:14.887224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:14.891538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:14.896925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:14.901173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:14.901288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:17.905999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:17.910816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:17.916076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:17.920157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:17.920249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:20.926349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:20.931178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:20.934970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:20.939086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:20.939179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:23.943780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:23.947925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:23.951765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:23.955762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:23.955887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:26.961002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:26.964901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:26.968735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:26.972302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:26.972394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:29.977688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:29.982088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:29.986170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:29.991052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:29.991159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:32.998513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:33.003854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:33.008596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:33.015894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:33.016027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:36.020633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:36.024568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:36.028460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:36.033199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:36.033349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:39.040591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:39.045598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:39.050969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:39.054952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:39.055058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:42.061037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:42.260755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:42.296995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:42.301421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:42.301548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:45.306544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:45.311717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:45.317864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:45.322514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:45.322608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:48.327489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:48.331442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:48.336288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:48.340845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:48.340963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:51.346343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:51.351286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:51.355524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:51.360054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:51.360161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:54.365028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:54.369299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:54.374215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:54.379870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:54.379988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:46:57.384962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:46:57.389878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:46:57.395051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:46:57.400710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:46:57.400821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:00.407212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:00.412286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:00.417296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:00.422124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:00.422251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:03.428414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:03.432932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:03.436994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:03.440802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:03.440892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:06.445994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:06.450839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:06.455246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:06.459231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:06.459317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:09.464111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:09.468069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:09.471696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:09.475378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:09.475466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:12.481211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:12.485570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:12.489963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:12.493515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:12.493611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:15.498616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:15.502897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:15.507029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:15.511094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:15.511200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:18.516974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:18.523170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:18.527022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:18.530986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:18.531084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:21.537147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:21.541628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:21.546431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:21.551044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:21.551182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:24.556831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:24.561062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:24.565188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:24.569185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:24.569303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:27.575399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:27.579840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:27.583850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:27.587928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:27.588062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:30.593051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:30.597928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:30.602121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:30.605933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:30.606069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:33.618358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:33.624990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:33.631575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:33.637786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:33.638004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:36.644164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:36.649184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:36.654194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:36.659416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:36.659542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:39.664270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:39.668468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:39.672325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:39.675796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:39.675880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:42.680936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:42.686040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:42.691049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:42.695776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:42.695884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:45.700923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:45.705000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:45.708500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:45.711853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:45.711932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:48.718197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:48.723138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:48.727040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:48.730757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:48.730883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:51.737323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:51.742625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:51.746356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:51.751787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:51.751904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:54.757109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:54.762394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:54.766471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:54.770322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:54.770408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:47:57.775307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:47:57.779378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:47:57.783044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:47:57.786865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:47:57.786950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:00.792423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:00.796460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:00.800269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:00.803891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:00.803974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:03.809469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:03.813549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:03.817238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:03.821176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:03.821304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:06.826595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:06.831030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:06.835567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:06.839785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:06.839897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:09.845491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:09.849727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:09.853707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:09.857509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:09.857612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:12.863687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:12.868746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:12.872966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:12.876601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:12.876709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:15.882195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:15.886169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:15.889829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:15.893376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:15.893460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:18.898518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:18.902333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:18.906237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:18.910481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:18.910777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:21.916291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:21.921495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:21.926554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:21.931026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:21.931172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:24.937551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:24.942285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:24.947226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:24.952002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:24.952124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:27.957838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:27.961778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:27.965223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:27.968806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:27.968894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:30.974613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:30.978587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:30.982247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:30.986319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:30.986462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:33.991551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:33.995752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:33.999531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:34.003131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:34.003222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:37.008308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:37.012162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:37.015901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:37.019566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:37.019683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:40.025338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:40.029176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:40.032588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:40.035992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:40.036072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:43.043040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:43.049411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:43.149608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:43.244530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:43.244724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:46.251243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:46.256342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:46.260538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:46.265827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:46.265989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:49.272586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:49.276298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:49.280289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:49.283981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:49.284070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:52.295290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:52.301387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:52.307981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:52.314934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:52.315062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:55.319988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:55.324307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:55.329895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:55.335121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:55.335743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:48:58.341954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:48:58.346002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:48:58.349855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:48:58.354974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:48:58.355155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:01.361500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:01.367109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:01.371678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:01.377012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:01.377217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:04.381979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:04.386095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:04.390112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:04.393919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:04.394007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:07.399182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:07.402853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:07.406246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:07.410222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:07.410319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:10.415872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:10.419751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:10.423846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:10.427856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:10.427951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:13.434488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:13.439684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:13.444235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:13.451774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:13.451945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:16.457932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:16.461771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:16.465516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:16.469612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:16.469753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:19.475222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:19.479002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:19.482628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:19.486473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:19.486565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:22.493609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:22.498026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:22.501690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:22.505150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:22.505231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:25.510492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:25.514116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:25.517577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:25.521019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:25.521099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:28.526568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:28.531963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:28.536516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:28.540744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:28.540872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:31.546941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:31.551415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:31.556379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:31.560698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:31.560814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:34.566104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:34.570356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:34.574482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:34.578732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:34.578926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:37.585433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:37.590591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:37.594519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:37.598343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:37.598438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:40.603895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:40.608423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:40.612403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:40.616090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:40.616199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:43.624300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:43.630373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:43.635090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:43.638832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:43.638914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:46.645370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:46.651272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:46.658247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:46.663174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:46.663343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:49.667687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:49.671590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:49.675308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:49.678959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:49.679048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:52.683341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:52.687983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:52.692698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:52.697471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:52.697597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:55.704359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:55.709232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:55.713810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:55.717942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:55.718077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:49:58.723184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:49:58.728015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:49:58.733390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:49:58.738769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:49:58.738910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:01.746217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:01.751719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:01.758685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:01.764749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:01.764932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:04.771610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:04.776465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:04.782097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:04.786638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:04.786799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:07.793142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:07.798108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:07.802844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:07.808627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:07.808754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:10.814967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:10.820124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:10.824003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:10.827527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:10.827614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:13.834268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:13.840203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:13.846231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:13.850264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:13.850350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:16.855295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:16.860293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:16.865019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:16.868882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:16.868972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:19.873921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:19.877831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:19.882224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:19.886737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:19.886867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:22.893465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:22.898905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:22.904604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:22.909007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:22.909123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:25.946830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:25.951263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:25.955177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:25.960296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:25.960485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:28.966917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:29.002993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:29.039481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:29.044285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:29.044420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:32.049538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:32.053441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:32.057969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:32.062391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:32.062533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:35.068735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:35.072956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:35.077673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:35.081363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:35.081451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:38.087053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:38.092133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:38.096342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:38.099943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:38.100026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:41.104266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:41.109048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:41.113474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:41.118011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:41.118115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:44.422252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:44.430708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:44.460030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:44.466031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:44.466175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:47.471274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:47.476740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:47.481093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:47.485100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:47.485236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:50.490551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:50.494464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:50.498344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:50.502118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:50.502192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:53.507706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:53.514598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:53.520862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:53.526305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:53.526759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:56.532127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:56.537723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:56.543831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:56.549541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:56.549708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:50:59.554769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:50:59.559488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:50:59.565229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:50:59.569462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:50:59.569552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:02.574172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:02.578698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:02.584625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:02.589263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:02.589401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:05.593555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:05.597060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:05.600517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:05.603997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:05.604084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:08.609878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:08.614772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:08.623957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:08.628613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:08.628725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:11.634414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:11.639138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:11.643150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:11.646875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:11.646961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:14.653374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:14.659139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:14.664152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:14.668426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:14.668544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:17.673762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:17.678668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:17.683879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:17.689052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:17.689170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:20.694977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:20.700967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:20.705832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:20.711742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:20.711869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:23.716564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:23.720247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:23.724036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:23.727766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:23.727850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:26.734350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:26.738921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:26.742520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:26.745981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:26.746063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:29.750986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:29.755820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:29.760800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:29.765824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:29.765978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:32.770952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:32.774871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:32.779549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:32.783971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:32.784066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:35.789146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:35.794308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:35.799047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:35.803286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:35.803396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:38.809066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:38.813187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:38.816808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:38.820687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:38.820783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:41.827566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:41.831574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:41.835803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:41.839475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:41.839692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:44.847113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:44.852162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:44.856402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:44.860134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:44.860209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:47.867710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:47.874436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:47.881846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:47.888236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:47.888466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:50.892530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:50.896576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:50.900210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:50.903684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:50.903772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:53.908061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:53.912033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:53.915764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:53.919325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:53.919407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:56.923967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:56.931965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:56.936476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:56.940540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:56.940663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:51:59.945926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:51:59.950207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:51:59.954270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:51:59.958329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:51:59.958411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:02.962845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:02.966989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:02.971518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:02.975207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:02.975301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:05.981580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:05.985745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:05.989847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:05.993856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:05.993941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:08.999709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:09.005542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:09.009733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:09.013721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:09.013835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:12.021855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:12.028798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:12.037248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:12.044238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:12.044398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:15.052447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:15.058540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:15.063140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:15.067308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:15.067466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:18.072539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:18.076397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:18.080514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:18.084786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:18.084921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:21.091032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:21.096567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:21.102897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:21.109054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:21.109576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:24.114840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:24.119146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:24.123191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:24.127676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:24.127807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:27.134278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:27.138877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:27.143589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:27.148061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:27.148171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:30.153505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:30.158256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:30.162873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:30.166671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:30.166764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:33.172862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:33.176907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:33.180908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:33.184778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:33.184878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:36.190202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:36.193925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:36.198430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:36.203087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:36.203194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:39.208956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:39.214192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:39.218895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:39.223240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:39.223398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:42.228445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:42.232739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:42.236561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:42.240688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:42.240811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:45.245135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:45.249576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:45.254754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:45.258873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:45.258968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:48.263756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:48.268494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:48.273361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:48.277914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:48.278035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:51.283607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:51.287918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:51.292548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:51.297211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:51.297328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:54.303631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:54.312979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:54.319535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:54.325049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:54.325177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:52:57.333220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:52:57.338801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:52:57.343022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:52:57.347223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:52:57.347327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:00.353974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:00.359365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:00.364089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:00.368877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:00.369014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:03.374985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:03.379394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:03.383785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:03.387714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:03.387824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:06.393213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:06.398197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:06.402786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:06.407696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:06.407815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:09.413629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:09.417499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:09.421354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:09.426357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:09.426527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:12.431156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:12.435756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:12.440324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:12.444631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:12.445074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:15.451536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:15.457304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:15.462607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:15.466838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:15.466979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:18.471509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:18.475833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:18.480264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:18.484373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:18.484467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:21.488600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:21.492263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:21.495927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:21.499488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:21.499581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:24.504418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:24.510716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:24.514875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:24.519067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:24.519180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:27.523449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:27.528170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:27.532929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:27.536699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:27.536791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:30.542939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:30.547959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:30.553285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:30.558224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:30.558359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:33.562890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:33.566828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:33.572738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:33.576415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:33.576496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:36.581138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:36.584851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:36.589818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:36.594814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:36.594990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:39.599801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:39.603684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:39.607425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:39.611020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:39.611113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:42.616726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:42.620693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:42.624179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:42.627480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:42.627560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:45.632462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:45.637082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:45.641376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:45.645047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:45.645151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:48.651532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:48.655813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:48.660444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:48.664842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:48.664980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:51.670190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:51.674795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:51.679711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:51.684710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:51.684818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:54.690387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:54.695164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:54.699802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:54.704068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:54.704204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:53:57.709074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:53:57.712737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:53:57.716237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:53:57.721934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:53:57.722015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:00.731163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:00.736020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:00.740752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:00.744931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:00.745047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:03.750128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:03.754713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:03.759890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:03.765030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:03.765284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:06.770623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:06.775559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:06.780119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:06.786206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:06.786310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:09.795266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:09.800056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:09.803918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:09.807821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:09.807947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:12.816109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:12.823486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:12.829414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:12.835011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:12.835192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:15.840114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:15.845967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:15.849846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:15.853634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:15.853762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:18.859839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:18.863997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:18.868755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:18.872799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:18.872880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:21.877727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:21.882090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:21.885859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:21.889472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:21.889582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:24.895262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:24.899211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:24.903331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:24.907483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:24.907587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:27.912001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:27.915889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:27.920158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:27.924227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:27.924484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:30.930154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:30.935001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:30.938785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:30.942414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:30.942498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:33.948433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:33.953270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:33.958817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:33.963807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:33.963974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:36.968425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:36.971972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:36.975506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:36.980270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:36.980383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:39.985969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:39.990983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:39.994855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:39.998493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:39.998573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:43.003893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:43.008567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:43.013360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:43.017528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:43.017619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:46.022337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:46.026963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:46.221025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:46.225145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:46.225254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:49.230816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:49.235387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:49.239088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:49.242930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:49.243014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:52.249229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:52.252946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:52.256570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:52.260106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:52.260186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:55.265388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:55.270029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:55.274589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:55.278698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:55.278824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:54:58.284128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:54:58.288015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:54:58.291666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:54:58.295283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:54:58.295382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:01.302710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:01.309587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:01.315682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:01.320968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:01.321085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:04.327717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:04.332802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:04.338224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:04.343714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:04.343854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:07.349895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:07.354051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:07.357704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:07.361287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:07.361371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:10.371379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:10.378626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:10.384160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:10.389269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:10.389475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:13.395999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:13.401016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:13.405116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:13.408907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:13.408994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:16.414580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:16.421014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:16.427280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:16.432110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:16.432217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:19.439556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:19.445185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:19.451484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:19.457990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:19.458186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:22.463907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:22.468782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:22.473936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:22.479113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:22.479253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:25.484202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:25.489754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:25.494028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:25.498138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:25.498247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:28.503015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:28.507306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:28.512358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:28.517332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:28.517463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:31.524987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:31.529292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:31.532943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:31.536470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:31.536561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:34.541387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:34.545561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:34.549965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:34.554094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:34.554217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:37.558530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:37.562424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:37.566165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:37.569828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:37.569927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:40.573889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:40.577551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:40.581332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:40.585353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:40.585458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:43.591832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:43.597146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:43.601379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:43.605522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:43.605704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:46.612157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:46.618539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:46.624423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:46.628897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:46.629007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:49.635314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:49.641370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:49.646951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:49.652884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:49.653014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:52.657473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:52.662865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:52.668298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:52.672355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:52.672452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:55.677549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:55.682403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:55.686564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:55.690488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:55.690580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:55:58.695355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:55:58.699526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:55:58.704190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:55:58.707870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:55:58.707974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:01.712829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:01.716613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:01.720737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:01.724531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:01.724628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:04.730238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:04.734298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:04.738098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:04.741863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:04.741956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:07.746830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:07.750784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:07.754787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:07.758545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:07.758667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:10.764025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:10.769070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:10.773260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:10.777129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:10.777220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:13.783587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:13.787442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:13.791039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:13.795042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:13.795123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:16.800967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:16.806208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:16.811806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:16.815619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:16.815744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:19.819902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:19.823443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:19.826852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:19.830448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:19.830533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:22.835336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:22.840014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:22.843772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:22.847783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:22.847885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:25.852928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:25.856713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:25.860249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:25.863678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:25.863758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:28.869045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:28.873148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:28.876735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:28.883207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:28.883303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:31.890376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:31.896144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:31.901816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:31.908081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:31.908232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:34.912777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:34.917807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:34.922471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:34.926840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:34.926989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:37.932417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:37.936141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:37.939694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:37.943166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:37.943248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:40.949059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:40.953822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:40.958058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:40.962500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:40.962611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:43.969098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:43.973461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:43.977436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:43.981210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:43.981307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:46.986934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:46.991474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:46.995997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:47.003681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:47.003826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:50.010764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:50.016892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:50.024699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:50.030959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:50.031126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:53.036243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:53.040455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:53.044579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:53.048400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:53.048493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:56.053587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:56.057680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:56.061455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:56.065156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:56.065255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:56:59.070975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:56:59.076022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:56:59.079876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:56:59.084477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:56:59.084581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:02.089989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:02.094172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:02.098485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:02.102804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:02.102924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:05.108100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:05.112142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:05.116160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:05.120258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:05.120357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:08.127624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:08.134035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:08.138707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:08.142336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:08.142417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:11.148626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:11.152757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:11.156693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:11.160393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:11.160509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:14.164813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:14.171549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:14.175869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:14.179771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:14.179928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:17.184535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:17.189265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:17.193989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:17.197912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:17.198018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:20.203841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:20.208607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:20.213348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:20.218152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:20.218265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:23.222970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:23.227413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:23.231586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:23.235589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:23.235718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:26.239878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:26.243919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:26.247834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:26.251341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:26.251440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:29.256212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:29.260700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:29.265076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:29.269463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:29.270326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:32.275609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:32.279399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:32.283186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:32.286895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:32.287040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:35.293204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:35.301269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:35.305771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:35.310823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:35.310945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:38.315986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:38.320318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:38.324286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:38.328097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:38.328192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:41.334093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:41.338735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:41.342234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:41.345908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:41.345990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:44.350975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:44.355067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:44.359092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:44.362855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:44.362983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:47.369586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:47.375026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:47.381006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:47.385043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:47.385130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:50.392020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:50.397012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:50.401078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:50.404927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:50.405020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:53.412352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:53.416329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:53.420207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:53.423910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:53.424000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:56.429683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:56.434232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:56.438679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:56.443610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:56.443918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:57:59.450011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:57:59.455148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:57:59.460823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:57:59.466716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:57:59.466864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:02.471862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:02.475774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:02.479619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:02.483791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:02.483897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:05.489488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:05.493737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:05.498141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:05.502422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:05.502633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:08.509183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:08.513517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:08.518801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:08.525362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:08.525535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:11.532267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:11.536813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:11.540505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:11.545730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:11.545875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:14.551568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:14.556523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:14.560615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:14.564604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:14.564717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:17.572440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:17.577845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:17.583378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:17.588623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:17.588783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:20.593909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:20.597888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:20.601505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:20.605120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:20.605211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:23.610854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:23.615399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:23.620910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:23.625284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:23.625391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:26.629778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:26.633782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:26.637776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:26.641711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:26.641818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:29.646155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:29.650395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:29.654823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:29.659507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:29.659618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:32.665050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:32.672051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:32.675874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:32.679586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:32.679710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:35.685382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:35.689598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:35.693717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:35.698867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:35.699003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:38.703632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:38.708029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:38.712214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:38.716635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:38.716797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:41.723040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:41.727175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:41.731580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:41.735985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:41.736096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:44.744782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:44.749748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:44.753849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:44.758381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:44.758547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:47.764513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:47.770052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:47.774970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:47.779226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:47.779337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:50.786301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:50.793376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:50.799826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:50.806552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:50.807025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:53.812217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:53.816373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:53.820415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:53.824947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:53.825065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:56.831486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:56.836379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:56.841080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:56.845633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:56.845822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:58:59.851225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:58:59.857140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:58:59.861913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:58:59.867082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:58:59.867224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:02.873851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:02.881332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:02.886704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:02.893221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:02.893371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:05.898358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:05.902443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:05.906209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:05.914483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:05.914605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:08.919537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:08.923747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:08.927878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:08.931977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:08.932094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:11.937716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:11.942037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:11.946111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:11.950027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:11.950181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:14.955735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:14.959890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:14.963572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:14.968455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:14.968538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:17.975414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:17.989846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:17.995981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:18.000970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:18.001125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:21.007240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:21.012060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:21.017011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:21.021474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:21.021579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:24.029818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:24.035670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:24.043602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:24.048587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:24.048717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:27.053898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:27.059061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:27.064112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:27.072347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:27.072470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:30.079990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:30.085376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:30.090363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:30.095203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:30.095466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:33.103788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:33.109483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:33.114398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:33.119075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:33.119201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:36.125920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:36.131383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:36.135276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:36.141708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:36.141861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:39.147829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:39.153847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:39.158710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:39.162580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:39.162717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:42.169340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:42.174201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:42.179225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:42.183306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:42.183410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:45.187818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:45.191952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:45.197113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:45.201373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:45.201469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:48.207784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:48.213461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:48.218511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:48.223377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:48.223526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:51.228709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:51.233224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:51.238011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:51.241864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:51.241968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:54.247069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:54.252090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:54.257234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:54.262150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:54.262287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T19:59:57.266957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T19:59:57.271080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T19:59:57.275244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T19:59:57.279932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T19:59:57.280048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:00.284985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:00.289721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:00.294830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:00.301685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:00.301890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:03.307990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:03.313052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:03.317617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:03.323672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:03.323873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:06.331261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:06.337900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:06.341961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:06.346539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:06.346633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:09.353909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:09.358758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:09.363578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:09.368084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:09.368190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:12.375551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:12.380790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:12.385531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:12.389738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:12.389836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:15.394790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:15.398909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:15.402570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:15.406762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:15.406889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:18.413374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:18.419842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:18.424962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:18.429919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:18.430036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:21.435179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:21.439050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:21.442534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:21.446105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:21.446186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:24.451546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:24.456282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:24.460401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:24.465747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:24.465955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:27.503727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:27.508401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:27.513155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:27.518455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:27.518928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:30.525554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:30.561185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:30.595993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:30.600154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:30.600277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:33.604249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:33.607863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:33.611310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:33.614865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:33.614953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:36.620318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:36.625056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:36.629746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:36.634033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:36.634131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:39.639738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:39.644250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:39.648437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:39.652318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:39.652399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:42.657926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:42.662349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:42.667000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:42.671257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:42.671383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:45.677131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:45.681887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:45.688248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:45.693032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:45.693128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:48.698896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:48.703841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:48.708720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:48.712566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:48.712701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:51.717438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:51.721045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:51.724664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:51.728224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:51.728317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:54.733421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:54.737256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:54.740756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:54.744500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:54.744580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:00:57.751113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:00:57.755736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:00:57.760053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:00:57.764292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:00:57.764407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:00.770294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:00.776124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:00.781417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:00.787207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:00.787365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:03.792149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:03.796179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:03.804229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:03.808107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:03.808212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:06.812671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:06.817216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:06.821610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:06.827065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:06.830543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:09.836921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:09.841409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:09.845840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:09.849938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:09.850047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:12.854584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:12.858677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:12.862739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:12.866514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:12.866621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:15.872111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:15.877870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:15.882605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:15.887138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:15.887689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:18.894307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:18.899164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:18.904261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:18.909183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:18.909310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:21.913361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:21.917006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:21.924105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:21.929062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:21.929178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:24.936216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:24.941114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:24.945993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:24.950928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:24.951233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:27.956273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:27.960530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:27.964422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:27.968108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:27.968204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:30.974225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:30.978860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:30.982926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:30.986972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:30.987096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:33.992986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:33.998518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:34.002986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:34.007277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:34.007368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:37.012484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:37.016960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:37.020932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:37.025010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:37.025119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:40.030332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:40.034982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:40.039259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:40.043148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:40.043232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:43.049253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:43.055918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:43.061804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:43.068041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:43.068185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:46.073056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:46.077143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:46.082113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:46.087113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:46.087248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:49.093871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:49.192456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:49.197996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:49.202938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:49.203051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:52.208010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:52.211776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:52.215332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:52.219133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:52.219224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:55.224985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:55.229808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:55.234699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:55.238495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:55.238616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:01:58.243833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:01:58.248341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:01:58.253449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:01:58.258343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:01:58.258476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:01.264081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:01.268191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:01.272339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:01.276001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:01.276095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:04.281482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:04.286189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:04.290854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:04.296894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:04.297085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:07.304373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:07.310089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:07.314821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:07.319135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:07.319275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:10.324224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:10.328355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:10.332427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:10.336184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:10.336279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:13.341425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:13.345447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:13.349307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:13.353042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:13.353132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:16.358101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:16.362917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:16.367511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:16.371338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:16.371432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:19.377111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:19.382186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:19.387105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:19.391750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:19.391977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:22.397545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:22.401616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:22.405311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:22.409077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:22.409158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:25.414241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:25.418908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:25.423842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:25.428165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:25.428265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:28.433353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:28.437150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:28.443692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:28.447515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:28.447625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:31.452827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:31.456517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:31.460283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:31.464133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:31.464218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:34.469527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:34.473392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:34.477174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:34.480555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:34.480638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:37.485781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:37.489925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:37.494001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:37.498152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:37.498271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:40.503756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:40.508777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:40.513156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:40.517797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:40.517931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:43.523712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:43.528040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:43.532595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:43.536685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:43.536802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:46.543020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:46.548668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:46.554327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:46.560411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:46.560561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:49.566288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:49.572718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:49.578046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:49.582211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:49.582297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:52.588124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:52.592308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:52.596462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:52.600339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:52.600429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:55.607376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:55.614251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:55.619931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:55.624780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:55.624862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:02:58.630682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:02:58.634913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:02:58.638691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:02:58.642689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:02:58.642801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:01.648234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:01.652195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:01.655761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:01.659639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:01.659766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:04.664711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:04.672237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:04.676527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:04.680281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:04.680365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:07.685601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:07.689785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:07.693511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:07.698062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:07.698174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:10.704093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:10.709160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:10.714425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:10.719083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:10.719229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:13.724712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:13.729032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:13.733104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:13.737060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:13.737167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:16.741977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:16.745969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:16.750142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:16.755059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:16.755159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:19.763503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:19.769290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:19.773821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:19.777856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:19.777940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:22.784183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:22.790146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:22.795868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:22.800076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:22.800202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:25.805913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:25.810255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:25.814696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:25.819120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:25.819249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:28.828328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:28.836184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:28.842373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:28.849462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:28.849692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:31.855574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:31.860622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:31.865268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:31.869438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:31.869584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:34.877722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:34.884466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:34.889670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:34.894605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:34.894879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:37.900047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:37.904634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:37.908947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:37.913177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:37.913302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:40.918607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:40.923319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:40.927447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:40.932018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:40.932165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:43.938049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:43.942607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:43.947303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:43.951526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:43.951729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:46.959226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:46.963598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:46.967957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:46.972299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:46.972406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:49.978210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:49.982459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:49.987409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:49.991404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:49.991491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:52.996876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:53.000981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:53.004671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:53.008882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:53.008984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:56.013869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:56.018970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:56.023070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:56.027318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:56.027438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:03:59.033063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:03:59.037353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:03:59.041666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:03:59.046177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:03:59.046315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:02.054002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:02.060332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:02.065378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:02.070524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:02.070705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:05.075350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:05.079477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:05.083620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:05.087747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:05.087848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:08.093010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:08.098024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:08.103690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:08.108457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:08.108589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:11.113067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:11.117198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:11.121607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:11.125878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:11.126011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:14.132924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:14.137929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:14.142094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:14.145959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:14.146063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:17.152443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:17.156568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:17.160420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:17.163980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:17.164062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:20.168238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:20.182184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:20.186870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:20.190452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:20.190538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:23.195929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:23.200809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:23.205392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:23.209129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:23.209218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:26.213888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:26.218091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:26.222284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:26.226144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:26.226263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:29.230845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:29.235126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:29.239627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:29.243745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:29.243892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:32.248426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:32.252142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:32.255980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:32.259989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:32.260085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:35.265029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:35.269182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:35.272922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:35.276361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:35.276441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:38.282181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:38.286841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:38.291535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:38.296230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:38.296353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:41.301319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:41.305639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:41.310008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:41.314284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:41.314404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:44.319548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:44.323930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:44.328479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:44.332765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:44.332899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:47.338379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:47.342397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:47.346137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:47.349878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:47.349973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:50.355801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:50.359987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:50.363959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:50.367424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:50.367503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:53.375143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:53.381386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:53.386705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:53.392195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:53.392312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:56.398905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:56.404805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:56.410519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:56.416797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:56.417019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:04:59.423409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:04:59.432281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:04:59.436899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:04:59.441347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:04:59.441455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:02.445916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:02.449682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:02.453263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:02.456806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:02.456900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:05.461908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:05.466035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:05.469451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:05.472849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:05.472930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:08.477496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:08.481528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:08.485417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:08.489405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:08.489495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:11.494908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:11.500109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:11.504506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:11.508957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:11.509073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:14.513914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:14.517950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:14.522546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:14.526813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:14.526931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:17.531574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:17.535971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:17.540463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:17.544326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:17.544424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:20.553037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:20.558957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:20.563864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:20.568858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:20.568979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:23.573244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:23.577468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:23.581816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:23.586241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:23.586372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:26.592683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:26.598126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:26.603128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:26.608322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:26.608568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:29.616526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:29.622537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:29.630742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:29.637511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:29.637724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:32.643585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:32.648696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:32.652670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:32.656223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:32.656317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:35.660633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:35.664287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:35.667900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:35.671419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:35.671520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:38.676138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:38.680249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:38.684165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:38.688006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:38.688117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:41.693466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:41.698739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:41.703085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:41.707197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:41.707302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:44.712615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:44.717077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:44.721109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:44.724984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:44.725078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:47.731775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:47.735783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:47.739522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:47.743393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:47.743493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:50.752444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:50.758261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:50.764409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:50.770037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:50.770589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:53.780075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:53.785443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:53.790375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:53.794898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:53.795010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:56.800675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:56.804600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:56.808439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:56.812411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:56.812528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:05:59.819069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:05:59.824614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:05:59.830373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:05:59.834598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:05:59.834747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:02.840556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:02.844924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:02.852725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:02.857577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:02.857716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:05.864731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:05.868992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:05.873154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:05.877237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:05.877357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:08.882483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:08.886624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:08.891009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:08.894857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:08.894967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:11.900045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:11.904533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:11.909726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:11.914816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:11.914944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:14.920098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:14.924427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:14.928552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:14.933371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:14.933508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:17.939375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:17.944532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:17.950049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:17.954887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:17.955063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:20.961040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:20.965402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:20.970797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:20.974907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:20.974993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:23.980039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:23.984414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:23.988672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:23.992721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:23.992824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:26.998081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:27.002322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:27.006200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:27.010704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:27.010814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:30.016548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:30.021836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:30.025964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:30.031110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:30.031220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:33.036759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:33.041542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:33.046351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:33.050420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:33.050745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:36.057254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:36.061915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:36.065872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:36.069601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:36.069711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:39.075003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:39.079217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:39.083920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:39.087936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:39.088025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:42.094163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:42.098864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:42.103134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:42.112044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:42.112210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:45.116454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:45.120379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:45.124784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:45.128606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:45.128717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:48.135153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:48.140098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:48.145686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:48.151182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:48.151290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:51.158045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:51.163573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:51.168360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:51.172131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:51.172220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:54.178097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:54.185612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:54.190309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:54.194378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:54.194478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:06:57.199700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:06:57.204199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:06:57.208761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:06:57.213204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:06:57.213318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:00.218934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:00.223866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:00.228942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:00.233997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:00.234118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:03.238460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:03.242436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:03.246552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:03.250467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:03.250561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:06.255808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:06.260426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:06.265107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:06.269555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:06.269688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:09.274013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:09.277924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:09.281747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:09.285585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:09.285711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:12.291027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:12.294553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:12.298361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:12.301735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:12.301819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:15.307792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:15.311786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:15.315637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:15.320348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:15.320507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:18.327166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:18.331527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:18.335886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:18.340100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:18.340212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:21.345988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:21.350616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:21.355107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:21.358944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:21.359042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:24.364192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:24.368098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:24.371779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:24.375557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:24.375643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:27.381229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:27.385476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:27.390182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:27.394413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:27.394521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:30.400868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:30.405139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:30.409257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:30.413119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:30.413211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:33.418590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:33.423232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:33.427280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:33.431776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:33.431870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:36.436757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:36.442279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:36.446908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:36.450836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:36.450953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:39.456612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:39.464679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:39.468303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:39.471911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:39.472030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:42.478239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:42.482844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:42.487431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:42.491905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:42.492042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:45.497381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:45.502267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:45.507236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:45.512527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:45.512680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:48.517771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:48.521601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:48.525349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:48.528976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:48.529064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:51.533742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:51.537987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:51.542599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:51.546634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:51.546777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:54.552246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:54.556930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:54.561541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:54.566270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:54.566435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:07:57.572022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:07:57.575723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:07:57.579579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:07:57.583032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:07:57.583127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:00.589073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:00.594784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:00.599249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:00.604126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:00.604284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:03.610729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:03.617615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:03.623902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:03.631305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:03.631715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:06.638281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:06.643537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:06.649867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:06.657505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:06.657717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:09.662470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:09.666355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:09.670548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:09.674385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:09.674476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:12.680204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:12.684568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:12.688951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:12.692845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:12.692956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:15.698601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:15.703281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:15.708336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:15.712509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:15.712630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:18.717517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:18.721527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:18.725378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:18.729005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:18.729092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:21.735768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:21.740496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:21.745153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:21.748923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:21.749005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:24.753956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:24.758588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:24.762722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:24.766852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:24.767000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:27.772247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:27.776172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:27.779919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:27.783631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:27.783748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:30.788099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:30.792148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:30.797285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:30.801717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:30.801805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:33.809747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:33.814014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:33.817867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:33.823447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:33.823623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:36.829538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:36.834165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:36.839022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:36.843289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:36.843384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:39.851077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:39.856075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:39.860615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:39.864564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:39.864683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:42.870891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:42.875985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:42.884237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:42.888991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:42.889127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:45.896049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:45.900773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:45.905902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:45.914114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:45.914291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:48.921737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:48.926807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:48.931082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:48.935403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:48.935543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:51.950189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:51.961438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:51.966231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:51.970278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:51.970386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:54.977909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:54.983367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:54.988241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:54.992521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:54.992635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:08:57.999549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:08:58.005410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:08:58.010325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:08:58.014128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:08:58.014212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:01.020188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:01.024323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:01.028058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:01.031613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:01.031712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:04.037422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:04.041269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:04.045416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:04.050080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:04.050200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:07.057085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:07.062100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:07.066665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:07.071351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:07.071458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:10.078943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:10.084029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:10.088975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:10.092733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:10.092821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:13.098097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:13.102796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:13.107781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:13.113158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:13.113322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:16.124284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:16.131192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:16.138051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:16.145964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:16.146125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:19.151347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:19.155921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:19.159938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:19.165031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:19.165204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:22.170913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:22.176309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:22.181250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:22.186131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:22.186349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:25.192732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:25.197441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:25.201234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:25.206610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:25.206725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:28.212758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:28.218190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:28.224339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:28.230892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:28.231023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:31.236136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:31.240546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:31.244857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:31.248578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:31.248685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:34.253751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:34.257990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:34.261910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:34.266321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:34.266425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:37.272955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:37.277842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:37.281591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:37.285471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:37.285556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:40.290865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:40.296022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:40.301036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:40.306700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:40.306788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:43.312985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:43.317822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:43.322405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:43.326314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:43.326445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:46.337416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:46.341536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:46.345496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:46.349321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:46.349416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:49.354945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:49.358627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:49.362237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:49.367500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:49.367738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:52.373233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:52.383974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:52.390452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:52.395347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:52.395489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:55.400613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:55.404706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:55.409138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:55.413012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:55.413100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:09:58.419262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:09:58.423427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:09:58.428023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:09:58.432188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:09:58.432343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:01.440518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:01.446360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:01.451507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:01.456349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:01.456476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:04.463242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:04.468309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:04.472311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:04.476750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:04.476853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:07.483198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:07.488267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:07.492823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:07.496686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:07.496771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:10.503880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:10.509302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:10.513893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:10.519198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:10.519348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:13.524884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:13.529438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:13.533016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:13.536446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:13.536527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:16.543111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:16.548363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:16.553756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:16.560089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:16.560298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:19.567500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:19.573975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:19.579241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:19.583985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:19.584263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:22.591532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:22.598346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:22.604805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:22.610079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:22.610227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:25.616290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:25.620890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:25.624740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:25.628521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:25.628637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:28.665267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:28.669851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:28.673848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:28.677765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:28.677885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:31.682387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:31.717391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:31.752971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:31.756942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:31.757069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:34.761752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:34.765590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:34.769294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:34.772985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:34.773070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:37.778863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:37.783151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:37.787323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:37.791223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:37.791332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:40.796406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:40.801009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:40.805916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:40.810710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:40.810825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:43.815519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:43.819362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:43.823406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:43.827214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:43.827387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:46.832195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:46.835797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:46.840196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:46.843909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:46.844004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:49.851614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:49.856380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:49.861222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:49.865195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:49.865278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:52.871491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:52.876238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:52.880843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:52.884911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:52.885011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:55.892098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:55.898161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:55.903748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:55.909152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:55.909307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:10:58.914480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:10:58.919154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:10:58.922928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:10:58.926626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:10:58.926724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:01.931095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:01.936302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:01.941837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:01.947454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:01.947576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:04.954196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:04.959706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:04.963927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:04.967777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:04.967866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:07.972709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:07.976535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:07.980155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:07.983794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:07.983982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:10.989794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:10.994302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:10.998035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:11.002210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:11.002462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:14.007304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:14.011502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:14.015624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:14.020491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:14.020601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:17.026051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:17.029862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:17.033541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:17.037048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:17.037133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:20.042941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:20.047157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:20.052151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:20.057284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:20.057389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:23.062756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:23.269396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:23.274449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:23.278886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:23.278983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:26.284047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:26.287919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:26.291972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:26.295545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:26.295629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:29.301721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:29.306465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:29.314712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:29.319200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:29.319317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:32.324303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:32.329751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:32.335389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:32.340520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:32.340674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:35.345755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:35.349468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:35.352977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:35.356473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:35.356559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:38.361391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:38.366006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:38.370732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:38.376145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:38.376304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:41.382608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:41.389577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:41.394291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:41.398854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:41.398960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:44.404054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:44.408689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:44.413283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:44.417533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:44.417672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:47.422683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:47.427472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:47.431572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:47.435671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:47.435787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:50.441696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:50.445708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:50.450110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:50.453832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:50.453937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:53.460572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:53.467011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:53.472850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:53.478493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:53.478632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:56.483253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:56.487720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:56.491964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:56.496057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:56.496156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:11:59.502532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:11:59.508261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:11:59.512724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:11:59.517035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:11:59.517285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:02.522784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:02.530560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:02.535326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:02.539536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:02.539692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:05.546760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:05.551278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:05.555691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:05.559707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:05.559800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:08.564144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:08.568198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:08.572291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:08.577078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:08.577182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:11.582950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:11.588069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:11.592365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:11.595985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:11.596083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:14.601440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:14.605580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:14.609905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:14.613821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:14.613915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:17.618667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:17.622506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:17.627213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:17.632160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:17.632277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:20.638584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:20.642556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:20.646143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:20.649686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:20.649778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:23.655706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:23.660235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:23.665424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:23.669813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:23.669979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:26.676736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:26.682699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:26.687290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:26.692456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:26.692600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:29.700198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:29.704504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:29.709502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:29.714005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:29.714112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:32.718483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:32.723184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:32.727549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:32.732633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:32.732773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:35.737851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:35.741807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:35.745676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:35.750809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:35.750979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:38.757020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:38.761601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:38.766266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:38.770361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:38.770447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:41.776263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:41.780075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:41.783515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:41.787741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:41.787871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:44.794717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:44.800139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:44.805267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:44.810014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:44.810100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:47.815271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:47.822768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:47.826998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:47.830704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:47.830795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:50.835495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:50.839541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:50.843320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:50.847197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:50.847307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:53.852858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:53.858297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:53.862915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:53.870513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:53.870723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:56.875456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:56.879604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:56.883624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:56.887474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:56.887568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:12:59.891947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:12:59.895637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:12:59.899204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:12:59.903726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:12:59.903891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:02.913277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:02.917868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:02.921682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:02.925462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:02.925563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:05.930880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:05.936124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:05.941288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:05.947028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:05.947187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:08.954297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:08.959217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:08.964593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:08.969467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:08.969617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:11.974229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:11.978014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:11.981892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:11.986271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:11.986368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:14.993064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:14.998936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:15.004008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:15.009174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:15.009303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:18.016266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:18.022354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:18.027172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:18.032032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:18.032166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:21.041510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:21.045896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:21.049584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:21.053193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:21.053281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:24.057882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:24.062565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:24.068414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:24.072333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:24.072421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:27.076720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:27.081216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:27.085333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:27.089065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:27.089187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:30.094544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:30.098599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:30.102295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:30.105827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:30.105906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:33.111464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:33.115811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:33.119943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:33.124593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:33.124704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:36.131496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:36.137126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:36.142009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:36.146226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:36.146361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:39.151727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:39.155354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:39.159129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:39.163150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:39.163332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:42.168363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:42.175989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:42.182502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:42.188357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:42.188546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:45.193886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:45.197710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:45.201312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:45.205364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:45.205469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:48.211132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:48.216337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:48.220931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:48.224878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:48.224982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:51.230082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:51.234208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:51.238019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:51.242194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:51.242351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:54.250955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:54.258866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:54.265846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:54.272996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:54.273218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:13:57.278972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:13:57.283695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:13:57.288351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:13:57.291981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:13:57.292065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:00.296859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:00.301326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:00.305531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:00.309626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:00.309739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:03.315524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:03.320374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:03.324756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:03.328700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:03.328807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:06.336672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:06.343053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:06.349229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:06.354583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:06.354785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:09.359514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:09.363310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:09.367082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:09.370994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:09.371088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:12.376334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:12.382277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:12.387601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:12.391807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:12.391896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:15.395943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:15.404747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:15.409079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:15.413011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:15.413137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:18.418532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:18.423858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:18.429469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:18.434931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:18.435057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:21.439842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:21.444920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:21.449917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:21.454190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:21.454324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:24.459729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:24.464107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:24.469288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:24.473312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:24.473408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:27.479014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:27.483403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:27.487412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:27.491820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:27.491945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:30.497871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:30.502192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:30.506213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:30.510365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:30.510451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:33.515292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:33.519473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:33.524789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:33.530095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:33.530245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:36.535402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:36.539510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:36.543108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:36.547188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:36.547322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:39.552073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:39.557837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:39.562154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:39.566195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:39.566290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:42.571849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:42.576631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:42.581584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:42.586203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:42.586325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:45.592439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:45.596693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:45.601521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:45.605550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:45.605675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:48.611229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:48.615317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:48.619633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:48.623320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:48.623403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:51.629607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:51.635387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:51.639862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:51.644437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:51.644548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:54.650604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:54.655915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:54.661506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:54.666816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:54.666903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:14:57.673630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:14:57.678687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:14:57.682756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:14:57.686446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:14:57.686532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:00.692521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:00.697338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:00.710462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:00.716800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:00.716972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:03.722396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:03.727365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:03.732176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:03.736077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:03.736162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:06.741958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:06.748432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:06.753374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:06.757425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:06.757540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:09.762238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:09.766774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:09.771362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:09.775514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:09.775606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:12.780742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:12.786179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:12.791418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:12.795484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:12.795604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:15.802002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:15.806882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:15.813155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:15.818360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:15.818477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:18.824364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:18.829726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:18.833805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:18.837959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:18.838096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:21.844043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:21.847976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:21.852102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:21.856553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:21.856738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:24.862806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:24.868843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:24.873764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:24.878150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:24.878258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:27.883039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:27.887690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:27.891636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:27.896001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:27.896126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:30.902090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:30.906420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:30.911275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:30.915140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:30.915273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:33.920814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:33.925398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:33.930562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:33.935259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:33.935428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:36.941422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:36.948278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:36.953030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:36.958608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:36.958760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:39.967283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:39.973666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:39.979476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:39.985189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:39.985375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:42.990403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:42.994692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:42.998660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:43.002423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:43.002509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:46.009239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:46.015358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:46.020285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:46.024137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:46.024250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:49.029741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:49.034137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:49.038044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:49.042244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:49.042523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:52.048440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:52.053280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:52.056942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:52.060605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:52.060736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:55.067587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:55.073564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:55.271128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:55.276408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:55.276548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:15:58.281348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:15:58.285840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:15:58.289994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:15:58.294010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:15:58.294110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:01.299041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:01.303692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:01.307580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:01.311607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:01.311756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:04.316548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:04.320605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:04.324500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:04.328371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:04.328489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:07.333524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:07.338669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:07.343440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:07.347566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:07.347723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:10.352866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:10.357343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:10.361480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:10.365703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:10.365936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:13.371227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:13.375515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:13.379367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:13.383080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:13.383183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:16.389406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:16.394010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:16.398372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:16.402149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:16.402238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:19.407978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:19.412345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:19.416278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:19.420098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:19.420191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:22.425730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:22.429684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:22.433390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:22.437064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:22.437160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:25.442898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:25.447186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:25.453322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:25.460884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:25.460988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:28.466508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:28.471480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:28.475687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:28.479569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:28.479677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:31.485032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:31.490160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:31.495615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:31.500975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:31.501172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:34.508093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:34.514310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:34.519214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:34.523919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:34.524066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:37.529668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:37.534043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:37.538489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:37.542908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:37.543024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:40.548068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:40.552042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:40.555952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:40.560178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:40.560270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:43.565834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:43.571545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:43.576097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:43.580399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:43.580501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:46.586939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:46.592453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:46.598118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:46.603356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:46.603456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:49.610666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:49.616155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:49.621600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:49.626304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:49.626424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:52.634044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:52.641289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:52.646240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:52.651173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:52.651285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:55.655987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:55.661312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:55.665623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:55.669485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:55.669576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:16:58.676247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:16:58.681921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:16:58.685985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:16:58.690687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:16:58.690783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:01.700639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:01.705672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:01.710439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:01.715596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:01.715973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:04.724570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:04.730508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:04.735411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:04.740893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:04.741024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:07.745418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:07.751220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:07.755557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:07.759882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:07.759995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:10.764181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:10.769208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:10.773347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:10.777278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:10.777369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:13.781718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:13.785351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:13.788985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:13.793011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:13.793091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:16.798821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:16.803790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:16.808166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:16.813011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:16.813268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:19.818486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:19.822527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:19.826617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:19.830622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:19.830772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:22.837546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:22.842271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:22.846712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:22.850973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:22.851708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:25.859325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:25.865370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:25.871511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:25.876547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:25.876727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:28.881400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:28.887692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:28.892370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:28.896177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:28.896260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:31.904143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:31.909523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:31.913636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:31.922239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:31.922445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:34.929414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:34.934437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:34.939078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:34.942829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:34.942933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:37.947376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:37.951050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:37.954703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:37.958354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:37.958442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:40.964378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:40.969473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:40.973294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:40.977182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:40.977262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:43.984235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:43.990443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:43.995795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:44.002417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:44.002547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:47.007011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:47.010745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:47.014445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:47.018407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:47.018542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:50.024963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:50.031141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:50.035845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:50.040268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:50.040375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:53.046524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:53.052136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:53.057352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:53.062248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:53.062354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:56.070072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:56.076306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:56.279081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:56.283091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:56.283177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:17:59.289224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:17:59.293896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:17:59.297719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:17:59.301346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:17:59.301440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:02.306920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:02.311333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:02.315911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:02.320002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:02.320114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:05.326824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:05.331941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:05.335989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:05.340551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:05.340711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:08.347756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:08.352246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:08.356899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:08.362828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:08.363168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:11.369504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:11.374942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:11.380425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:11.385503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:11.385681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:14.393621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:14.399157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:14.404588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:14.409688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:14.409871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:17.415554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:17.420086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:17.423943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:17.427880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:17.427967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:20.433237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:20.438816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:20.443040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:20.446775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:20.446874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:23.451775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:23.455945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:23.460811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:23.464933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:23.465039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:26.469722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:26.474260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:26.478911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:26.482834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:26.482927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:29.488538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:29.492947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:29.496903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:29.501173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:29.501310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:32.509456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:32.517315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:32.524265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:32.532335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:32.532538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:35.537987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:35.541958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:35.545496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:35.549030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:35.549114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:38.556057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:38.560102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:38.563571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:38.567194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:38.567276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:41.573214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:41.578156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:41.581818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:41.586671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:41.586809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:44.591724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:44.595963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:44.601114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:44.605215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:44.605302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:47.610060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:47.614187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:47.618928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:47.623007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:47.623157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:50.628924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:50.633406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:50.637633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:50.641629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:50.641738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:53.647057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:53.651106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:53.654729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:53.658939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:53.659027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:56.666134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:56.672129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:56.677719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:56.681754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:56.681842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:18:59.689358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:18:59.695613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:18:59.701744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:18:59.707771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:18:59.707997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:02.711970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:02.715849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:02.719296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:02.722862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:02.722943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:05.727437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:05.731793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:05.736004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:05.739979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:05.740083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:08.745639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:08.749781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:08.753505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:08.757115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:08.757200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:11.762983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:11.767734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:11.772376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:11.776348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:11.776458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:14.783039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:14.787756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:14.791555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:14.796750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:14.796884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:17.803165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:17.807350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:17.811020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:17.814837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:17.814927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:20.821414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:20.827454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:20.832424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:20.836927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:20.837079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:23.841235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:23.845044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:23.850490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:23.854630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:23.854739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:26.860471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:26.865018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:26.869599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:26.873908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:26.874007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:29.879451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:29.883505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:29.887171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:29.892062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:29.892182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:32.897568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:32.901524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:32.905424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:32.909913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:32.910003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:35.918782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:35.924618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:35.929778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:35.934945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:35.935110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:38.939878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:38.944160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:38.949011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:38.954287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:38.954545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:41.960469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:41.964750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:41.969417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:41.974785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:41.974924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:44.980544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:44.984213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:44.987692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:44.993140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:44.993228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:47.998894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:48.003339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:48.008416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:48.013021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:48.013139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:51.018147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:51.021866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:51.026151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:51.032741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:51.032888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:54.037025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:54.040587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:54.044228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:54.047968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:54.048049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:19:57.054322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:19:57.247884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:19:57.253864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:19:57.259778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:19:57.259924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:00.267554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:00.272702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:00.277880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:00.282386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:00.282489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:03.288715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:03.293403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:03.298478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:03.303929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:03.304079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:06.310001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:06.314603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:06.319796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:06.325352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:06.325536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:09.333109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:09.340789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:09.346208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:09.352946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:09.353339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:12.360945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:12.367828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:12.374012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:12.380909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:12.381059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:15.387605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:15.392812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:15.397266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:15.405118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:15.405262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:18.410906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:18.415605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:18.419803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:18.423548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:18.423678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:21.429712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:21.433509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:21.437838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:21.441693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:21.441784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:24.446866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:24.455122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:24.460489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:24.466158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:24.466294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:27.473127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:27.478824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:27.484194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:27.488102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:27.488212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:30.526148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:30.530919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:30.535035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:30.539479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:30.539826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:33.547423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:33.586077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:33.625060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:33.630749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:33.630903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:36.636126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:36.639965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:36.643734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:36.647247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:36.647330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:39.652979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:39.657958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:39.662185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:39.666128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:39.666226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:42.674173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:42.679250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:42.683385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:42.687011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:42.687091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:45.693557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:45.699615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:45.705016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:45.709369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:45.709496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:48.714096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:48.718416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:48.722143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:48.725821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:48.725901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:51.730951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:51.735097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:51.739615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:51.743613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:51.743754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:54.748138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:54.752157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:54.756038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:54.759867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:54.759960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:20:57.764713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:20:57.769549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:20:57.774982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:20:57.778774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:20:57.778863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:00.784165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:00.789298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:00.793614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:00.798042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:00.798185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:03.802962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:03.806745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:03.810500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:03.813985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:03.814079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:06.819044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:06.823184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:06.827323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:06.831931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:06.832041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:09.838291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:09.844084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:09.853864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:09.858992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:09.859171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:12.863717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:12.867845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:12.872112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:12.876131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:12.876249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:15.880383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:15.884443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:15.888513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:15.892501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:15.892605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:18.898161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:18.902491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:18.907141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:18.911346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:18.911459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:21.916532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:21.921108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:21.925059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:21.928735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:21.928820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:24.934150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:24.938705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:24.943379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:24.948305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:24.948448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:27.955565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:27.961045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:27.967468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:27.972391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:27.972495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:30.978177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:30.983270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:30.987106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:30.991316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:30.991414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:33.997737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:34.002844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:34.008609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:34.013246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:34.013336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:37.018780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:37.023124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:37.027572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:37.031511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:37.031606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:40.037904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:40.043167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:40.047882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:40.051966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:40.052058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:43.061381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:43.066147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:43.071435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:43.076789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:43.077012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:46.083389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:46.092456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:46.096967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:46.101907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:46.102082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:49.107863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:49.112536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:49.116680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:49.120938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:49.121031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:52.125553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:52.129863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:52.133894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:52.138113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:52.138232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:55.143169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:55.148329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:55.153513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:55.158471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:55.158584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:21:58.353899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:21:58.389586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:21:58.424635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:21:58.428634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:21:58.428748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:01.434226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:01.439550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:01.444289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:01.448946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:01.449070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:04.453673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:04.457424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:04.462092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:04.466471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:04.466601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:07.470714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:07.474276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:07.478351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:07.482699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:07.482820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:10.492027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:10.496920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:10.501148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:10.505388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:10.505475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:13.511308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:13.516609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:13.521362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:13.525291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:13.525398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:16.531080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:16.535435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:16.539461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:16.543577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:16.543800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:19.550632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:19.556303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:19.561076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:19.565669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:19.565770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:22.571465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:22.575507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:22.579764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:22.584234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:22.584413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:25.590493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:25.595114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:25.600324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:25.604840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:25.604936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:28.610139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:28.615269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:28.620376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:28.624775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:28.624893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:31.630726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:31.634709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:31.638336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:31.641902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:31.641983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:34.648211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:34.652988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:34.657918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:34.663060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:34.663192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:37.668159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:37.671924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:37.676098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:37.679575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:37.679733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:40.685346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:40.689427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:40.693682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:40.697986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:40.698075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:43.703670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:43.708122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:43.712785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:43.716833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:43.717051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:46.723487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:46.728855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:46.733738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:46.738806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:46.738936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:49.745747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:49.751816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:49.757626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:49.764049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:49.764152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:52.769718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:52.774051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:52.778499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:52.783417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:52.783555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:55.788348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:55.791964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:55.795576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:55.799794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:55.799887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:22:58.805832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:22:58.810563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:22:58.815225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:22:58.818885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:22:58.818973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:01.824832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:01.829561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:01.834501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:01.838967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:01.839077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:04.844828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:04.849025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:04.853331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:04.857314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:04.857446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:07.863241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:07.868001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:07.872059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:07.876095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:07.876210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:10.881895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:10.886218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:10.890044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:10.893791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:10.893880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:13.902474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:13.908055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:13.912966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:13.916897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:13.917148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:16.921880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:16.926615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:16.930821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:16.935032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:16.935148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:19.942118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:19.946971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:19.951595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:19.955486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:19.955592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:22.961879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:22.966961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:22.971940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:22.976508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:22.976705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:25.982776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:25.987674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:25.992857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:25.997706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:25.997818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:29.005685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:29.299583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:29.338053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:29.343311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:29.343456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:32.349265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:32.355036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:32.359769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:32.363940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:32.364059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:35.368165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:35.372231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:35.376849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:35.380359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:35.380492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:38.385707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:38.391100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:38.396197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:38.400392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:38.400503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:41.404933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:41.408582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:41.413135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:41.417438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:41.417550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:44.421864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:44.425542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:44.429309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:44.434159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:44.434267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:47.439193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:47.443830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:47.448747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:47.453345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:47.453444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:50.458677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:50.462581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:50.466347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:50.469828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:50.469912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:53.474186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:53.477923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:53.481541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:53.484978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:53.485064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:56.491165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:56.496156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:56.501146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:56.506087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:56.506238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:23:59.518055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:23:59.526821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:23:59.532467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:23:59.537779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:23:59.537906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:02.543025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:02.547209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:02.550898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:02.555326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:02.555467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:05.565627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:05.570429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:05.577164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:05.582918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:05.583051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:08.588830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:08.593179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:08.597511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:08.602718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:08.602840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:11.609054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:11.614012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:11.617716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:11.621257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:11.621339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:14.626530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:14.630533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:14.634403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:14.638586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:14.638700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:17.644336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:17.648946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:17.654402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:17.659497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:17.659691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:20.663825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:20.667667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:20.672067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:20.676028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:20.676135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:23.682904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:23.687439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:23.691090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:23.694840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:23.694944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:26.700506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:26.705354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:26.709499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:26.714102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:26.714194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:29.719991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:29.724465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:29.728948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:29.732474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:29.732564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:32.737303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:32.741263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:32.745193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:32.752249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:32.752375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:35.757702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:35.761946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:35.766189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:35.770221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:35.770374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:38.777347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:38.781102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:38.784617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:38.788060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:38.788145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:41.793818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:41.799052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:41.804072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:41.808706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:41.808811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:44.813411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:44.817399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:44.821434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:44.824904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:44.824985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:47.830150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:47.833997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:47.837726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:47.841324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:47.841415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:50.849631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:50.856746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:50.862101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:50.868453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:50.868632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:53.873006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:53.876965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:53.881340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:53.885090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:53.885190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:56.894374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:56.898790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:56.902560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:56.906158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:56.906246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:24:59.910538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:24:59.914930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:24:59.921408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:24:59.925360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:24:59.925454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:02.930917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:02.935277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:02.939440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:02.943604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:02.943736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:05.949210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:05.955794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:05.960584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:05.964770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:05.964892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:08.969626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:08.974054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:08.978059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:08.981928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:08.982032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:11.986763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:11.991000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:11.995156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:11.999137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:11.999246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:15.007093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:15.014614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:15.025563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:15.036247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:15.036469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:18.041219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:18.045936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:18.050241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:18.054194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:18.054421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:21.059958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:21.064171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:21.068360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:21.072564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:21.072705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:24.079404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:24.084563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:24.088928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:24.092501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:24.092585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:27.098083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:27.102340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:27.106153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:27.109983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:27.110094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:30.116565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:30.318371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:30.323584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:30.406690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:30.406820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:33.411815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:33.415610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:33.420046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:33.424288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:33.424405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:36.429312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:36.432872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:36.436325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:36.439899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:36.439989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:39.444708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:39.448338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:39.452109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:39.455872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:39.455960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:42.461758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:42.465821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:42.469527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:42.473581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:42.473822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:45.480049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:45.483866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:45.487312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:45.495163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:45.495283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:48.500045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:48.503483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:48.507272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:48.511387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:48.511481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:51.516318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:51.520347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:51.525339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:51.530309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:51.530435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:54.535137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:54.538939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:54.542872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:54.546543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:54.546631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:25:57.552316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:25:57.557252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:25:57.563193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:25:57.568125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:25:57.568267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:00.574443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:00.578502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:00.582345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:00.585715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:00.585794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:03.592378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:03.596813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:03.600967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:03.604802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:03.604887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:06.611288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:06.617230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:06.622256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:06.626351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:06.626443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:09.630942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:09.634960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:09.640076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:09.644033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:09.644111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:12.652065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:12.657690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:12.662314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:12.667382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:12.667512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:15.673467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:15.677504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:15.681465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:15.685361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:15.685442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:18.691738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:18.695959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:18.701414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:18.707186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:18.707307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:21.713590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:21.718477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:21.723200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:21.728215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:21.728356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:24.734442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:24.739699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:24.744532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:24.749607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:24.749758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:27.755215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:27.759171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:27.763991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:27.768980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:27.769102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:30.774507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:30.779895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:30.784938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:30.788902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:30.789007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:33.794204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:33.798525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:33.802445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:33.806626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:33.806774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:36.812121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:36.816307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:36.824027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:36.828601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:36.828761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:39.835236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:39.839840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:39.844135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:39.848907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:39.849017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:42.854630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:42.859152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:42.863697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:42.868217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:42.868350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:45.875107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:45.879936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:45.883795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:45.888880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:45.889015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:48.895744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:48.900497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:48.904357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:48.908574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:48.908717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:51.914853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:51.918692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:51.923171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:51.928433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:51.928695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:54.935294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:54.939686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:54.943548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:54.947131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:54.947214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:26:57.952449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:26:57.956141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:26:57.960190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:26:57.963603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:26:57.963715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:00.975044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:00.983608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:00.989802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:00.996777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:00.997167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:04.003805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:04.008321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:04.012416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:04.020663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:04.020840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:07.028152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:07.033455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:07.037752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:07.041916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:07.042050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:10.048837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:10.054165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:10.059116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:10.063531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:10.063665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:13.070142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:13.074726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:13.078822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:13.082567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:13.082693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:16.089441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:16.095043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:16.098879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:16.103388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:16.103534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:19.109099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:19.113099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:19.117063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:19.120731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:19.120812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:22.125914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:22.129758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:22.133791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:22.137890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:22.137997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:25.142946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:25.146821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:25.150398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:25.153865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:25.153939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:28.161340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:28.167294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:28.170977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:28.175848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:28.175993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:31.485232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:31.490501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:31.494848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:31.499466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:31.499611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:34.505553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:34.512086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:34.517909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:34.523085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:34.523222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:37.528473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:37.533706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:37.540013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:37.544696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:37.544826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:40.552989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:40.557383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:40.562460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:40.566631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:40.566776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:43.570766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:43.574993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:43.581161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:43.585541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:43.585633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:46.591266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:46.596212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:46.600427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:46.605796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:46.605918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:49.610084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:49.613625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:49.617165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:49.621509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:49.621630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:52.626229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:52.630428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:52.634134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:52.637907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:52.638001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:55.643081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:55.646695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:55.650563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:55.654088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:55.654176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:27:58.660026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:27:58.664260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:27:58.667982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:27:58.671564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:27:58.671675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:01.676341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:01.681168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:01.685563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:01.689255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:01.689343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:04.694338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:04.698904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:04.702794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:04.706993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:04.707113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:07.713114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:07.718602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:07.723989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:07.728584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:07.728706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:10.734005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:10.740947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:10.746763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:10.753795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:10.753994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:13.758897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:13.762670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:13.766519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:13.771595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:13.771744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:16.777187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:16.781751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:16.785886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:16.790162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:16.790604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:19.795580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:19.800310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:19.805147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:19.810080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:19.810198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:22.815783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:22.820567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:22.825404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:22.830665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:22.830788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:25.836186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:25.839835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:25.843263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:25.846675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:25.846754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:28.851029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:28.854606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:28.858292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:28.861837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:28.861936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:31.871078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:31.876175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:31.880684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:31.884772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:31.884882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:34.890079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:34.894207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:34.899813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:34.904578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:34.904710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:37.909891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:37.914166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:37.918040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:37.921934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:37.922054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:40.928995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:40.933427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:40.937287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:40.940991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:40.941083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:43.947150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:43.951487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:43.954992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:43.959191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:43.959313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:46.965544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:46.970693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:46.975214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:46.979534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:46.979673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:49.985708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:49.991083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:49.996071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:50.004233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:50.004354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:53.010617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:53.016067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:53.020925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:53.025296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:53.025403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:56.031162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:56.035717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:56.040280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:56.044121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:56.044208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:28:59.050428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:28:59.054527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:28:59.058460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:28:59.062137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:28:59.062221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:02.363817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:02.372253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:02.389306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:02.396392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:02.396536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:05.402588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:05.408278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:05.414311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:05.419792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:05.419949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:08.425117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:08.430091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:08.434725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:08.438920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:08.439036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:11.444223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:11.450426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:11.457155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:11.462140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:11.462459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:14.468624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:14.473266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:14.477941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:14.482887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:14.483007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:17.488280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:17.492103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:17.495913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:17.501507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:17.501590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:20.508803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:20.513211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:20.517954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:20.523626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:20.523803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:23.528960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:23.534104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:23.538225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:23.542596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:23.542740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:26.550616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:26.556381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:26.561807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:26.566391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:26.566485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:29.571380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:29.575694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:29.580016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:29.584629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:29.584798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:32.590299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:32.595236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:32.599809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:32.604490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:32.604599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:35.610253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:35.615053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:35.619558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:35.624685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:35.624799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:38.629857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:38.633729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:38.637222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:38.640699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:38.640783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:41.646482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:41.651042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:41.656006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:41.661422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:41.661534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:44.666451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:44.670942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:44.675075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:44.679239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:44.679345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:47.685403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:47.689583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:47.693758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:47.697584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:47.697701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:50.703847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:50.708370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:50.712568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:50.716383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:50.716473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:53.722376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:53.727801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:53.732578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:53.737266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:53.737425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:56.743420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:56.748186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:56.752229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:56.755722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:56.755805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:29:59.761189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:29:59.766271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:29:59.770973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:29:59.774721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:29:59.774805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:02.779159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:02.783752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:02.789504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:02.793905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:02.794010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:05.799209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:05.803443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:05.808362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:05.812128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:05.812220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:08.817832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:08.823060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:08.827442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:08.831695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:08.831816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:11.837523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:11.841928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:11.845996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:11.850166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:11.850272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:14.856058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:14.861463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:14.866299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:14.870585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:14.870691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:17.875991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:17.880042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:17.884973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:17.890246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:17.890377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:20.896695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:20.903187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:20.907965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:20.911883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:20.911965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:23.916321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:23.921873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:23.926697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:23.931157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:23.931263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:26.937790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:26.943027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:26.948148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:26.952993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:26.953101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:29.957939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:29.962331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:29.966712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:29.971308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:29.971451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:33.040023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:33.137712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:33.142111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:33.315504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:33.315603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:36.320969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:36.359743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:36.397330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:36.401592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:36.401734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:39.407148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:39.412356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:39.417148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:39.422060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:39.422186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:42.426611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:42.432702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:42.437631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:42.441717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:42.441840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:45.446617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:45.451063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:45.455962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:45.461078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:45.461206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:48.466496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:48.471697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:48.476554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:48.481334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:48.481487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:51.486117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:51.490931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:51.495271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:51.499032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:51.499128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:54.504160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:54.508679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:54.513105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:54.517162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:54.517251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:30:57.524185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:30:57.528976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:30:57.533092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:30:57.537074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:30:57.537172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:00.542398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:00.546424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:00.550299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:00.554090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:00.554189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:03.562154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:03.569116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:03.574285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:03.579445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:03.579630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:06.583983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:06.587867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:06.592178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:06.596018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:06.596106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:09.603387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:09.608965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:09.613764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:09.619769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:09.619924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:12.627307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:12.631951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:12.637248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:12.641791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:12.641877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:15.647687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:15.651712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:15.656088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:15.661197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:15.661369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:18.667360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:18.671312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:18.674905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:18.678819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:18.678899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:21.685456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:21.690026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:21.694420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:21.699018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:21.699152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:24.703845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:24.708015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:24.711721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:24.715265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:24.715357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:27.721199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:27.725965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:27.730376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:27.733980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:27.734064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:30.740007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:30.745526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:30.749492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:30.753434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:30.753517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:33.761177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:33.767821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:33.773271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:33.778717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:33.778895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:36.783626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:36.787876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:36.791940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:36.796227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:36.796311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:39.801392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:39.805428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:39.809468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:39.813760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:39.813860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:42.820365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:42.825404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:42.830899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:42.835249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:42.835379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:45.840807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:45.844300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:45.848435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:45.852719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:45.852856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:48.857758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:48.861707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:48.865603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:48.869910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:48.870006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:51.875016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:51.879881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:51.883834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:51.888430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:51.888536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:54.894055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:54.902236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:54.907045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:54.911176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:54.911286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:31:57.915542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:31:57.919243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:31:57.922851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:31:57.926390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:31:57.926478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:00.932429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:00.937403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:00.942436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:00.947276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:00.947381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:03.951895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:03.956377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:03.964278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:03.968057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:03.968211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:06.973302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:06.977956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:06.981727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:06.985265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:06.985360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:09.991522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:09.996337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:10.000839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:10.004886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:10.004973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:13.009895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:13.014234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:13.019279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:13.023471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:13.023601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:16.027978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:16.031465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:16.035035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:16.038502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:16.038585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:19.044467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:19.049183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:19.053801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:19.059207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:19.059379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:22.064095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:22.067703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:22.071155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:22.074668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:22.074748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:25.081296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:25.085561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:25.090302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:25.094422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:25.094533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:28.100609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:28.105766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:28.110791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:28.115824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:28.115941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:31.120240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:31.124394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:31.128526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:31.132175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:31.132262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:34.331009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:34.365981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:34.400590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:34.445489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:34.445596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:37.450872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:37.454637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:37.458470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:37.462664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:37.462771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:40.468729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:40.473228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:40.477043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:40.480987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:40.481114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:43.486005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:43.494167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:43.499058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:43.503601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:43.503754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:46.508694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:46.512248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:46.515984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:46.520101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:46.520208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:49.525870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:49.530479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:49.534311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:49.538364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:49.538477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:52.544585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:52.548725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:52.552290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:52.555733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:52.555812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:55.561077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:55.565083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:55.568933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:55.572768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:55.572852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:32:58.578561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:32:58.583018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:32:58.587404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:32:58.591388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:32:58.591496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:01.596990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:01.601445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:01.605900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:01.610269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:01.610400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:04.616547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:04.620755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:04.625177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:04.629082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:04.629195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:07.634422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:07.638330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:07.642252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:07.646717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:07.646969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:10.652792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:10.657163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:10.661674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:10.666267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:10.666377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:13.671628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:13.675619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:13.679351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:13.682880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:13.682960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:16.688464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:16.693051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:16.697040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:16.700822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:16.700919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:19.707412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:19.712461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:19.717214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:19.721600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:19.721781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:22.726396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:22.730189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:22.734268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:22.738235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:22.738327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:25.744146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:25.748318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:25.752807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:25.756543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:25.756794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:28.762546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:28.766661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:28.773330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:28.777926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:28.778045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:31.783156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:31.787628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:31.792438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:31.796865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:31.796968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:34.802582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:34.807628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:34.812409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:34.816883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:34.817012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:37.822616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:37.827617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:37.832885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:37.837290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:37.837405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:40.846629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:40.853823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:40.861496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:40.868860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:40.869071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:43.874324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:43.878396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:43.881888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:43.885397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:43.885485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:46.890527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:46.894493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:46.898303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:46.902047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:46.902141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:49.907791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:49.912588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:49.917333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:49.921160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:49.921243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:52.925536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:52.931045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:52.934722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:52.938225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:52.938318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:55.943428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:55.947725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:55.951618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:55.955742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:55.955857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:33:58.960740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:33:58.964594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:33:58.968469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:33:58.972549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:33:58.972700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:01.977890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:01.982553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:01.987802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:01.992671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:01.992790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:04.998363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:05.002628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:05.006912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:05.308579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:05.308732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:08.313769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:08.318026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:08.322212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:08.326326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:08.326438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:11.331554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:11.335201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:11.338843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:11.342596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:11.342711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:14.349000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:14.353884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:14.358771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:14.362860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:14.362946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:17.369245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:17.374000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:17.378097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:17.383306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:17.383462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:20.388181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:20.391941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:20.395636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:20.399358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:20.399472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:23.404429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:23.408288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:23.411982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:23.415939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:23.416030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:26.422022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:26.426421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:26.430604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:26.434926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:26.435044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:29.440882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:29.444911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:29.448773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:29.452868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:29.452998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:32.458280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:32.462353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:32.466366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:32.470347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:32.470445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:35.476490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:35.481397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:35.486624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:35.490777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:35.491003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:38.497352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:38.502115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:38.506715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:38.511501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:38.511620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:41.518346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:41.522596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:41.526827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:41.530940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:41.531027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:44.536741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:44.541426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:44.546081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:44.550018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:44.550124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:47.555869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:47.560842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:47.564831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:47.569491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:47.569616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:50.574296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:50.578111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:50.581625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:50.585292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:50.585389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:53.590671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:53.595671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:53.599684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:53.603858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:53.603951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:56.609299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:56.613999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:56.618800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:56.623497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:56.623594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:34:59.628919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:34:59.632619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:34:59.636229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:34:59.639849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:34:59.639940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:02.645863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:02.650133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:02.654321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:02.657990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:02.658073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:05.663504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:05.668228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:05.672339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:05.675925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:05.676011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:08.682232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:08.691323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:08.696237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:08.700682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:08.700841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:11.705888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:11.711747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:11.715805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:11.719936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:11.720177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:14.724724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:14.728835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:14.732916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:14.737213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:14.737348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:17.743085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:17.747572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:17.751355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:17.755277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:17.755367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:20.760865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:20.764507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:20.769000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:20.773012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:20.773094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:23.777708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:23.782152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:23.786056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:23.789996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:23.790107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:26.798000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:26.804133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:26.808341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:26.812082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:26.812179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:29.816480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:29.820284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:29.824000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:29.827572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:29.827722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:32.832085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:32.836126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:32.840113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:32.844023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:32.844120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:35.849969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:35.855092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:35.859620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:35.863399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:35.863481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:38.869410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:38.873239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:38.876891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:38.880537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:38.880629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:41.887449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:41.893720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:41.900323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:41.906630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:41.906856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:44.912107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:44.916494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:44.920962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:44.925227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:44.925363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:47.931156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:47.935632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:47.939620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:47.943250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:47.943335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:50.948933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:50.953751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:50.959309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:50.964539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:50.964678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:53.970017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:53.973690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:53.977848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:53.981307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:53.981399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:35:56.988865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:35:56.993585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:35:56.997601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:35:57.001708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:35:57.001840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:00.007630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:00.012326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:00.016584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:00.021072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:00.021191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:03.026976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:03.031636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:03.035880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:03.039475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:03.039561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:06.046110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:06.356843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:06.363046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:06.368638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:06.368799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:09.374048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:09.379074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:09.384844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:09.393727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:09.393922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:12.398026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:12.401593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:12.405313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:12.409228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:12.409322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:15.413472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:15.417540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:15.421428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:15.425181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:15.425275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:18.429991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:18.434523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:18.439229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:18.445822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:18.445953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:21.452753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:21.456618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:21.460492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:21.464474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:21.464574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:24.468897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:24.472477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:24.476093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:24.479513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:24.479596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:27.483662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:27.487211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:27.490867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:27.494243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:27.494344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:30.500075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:30.505127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:30.509945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:30.513683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:30.513776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:33.519908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:33.525009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:33.530671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:33.536212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:33.536369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:36.541506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:36.546533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:36.551041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:36.555495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:36.555668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:39.560822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:39.565100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:39.570588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:39.574563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:39.574715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:42.581300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:42.586765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:42.591857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:42.596242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:42.596367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:45.601503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:45.605150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:45.608677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:45.612391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:45.612474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:48.617128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:48.620717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:48.625616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:48.631585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:48.631782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:51.637316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:51.641222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:51.644709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:51.648298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:51.648389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:54.654504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:54.662107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:54.668235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:54.673322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:54.673441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:36:57.679412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:36:57.684700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:36:57.689093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:36:57.693224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:36:57.693352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:00.698311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:00.702336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:00.706293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:00.710007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:00.710101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:03.715562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:03.719712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:03.723737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:03.729572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:03.729731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:06.734172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:06.738396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:06.743021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:06.746663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:06.746757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:09.751560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:09.755395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:09.758902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:09.764329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:09.764418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:12.771069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:12.776870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:12.781347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:12.785609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:12.785799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:15.791517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:15.795747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:15.799682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:15.803531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:15.803617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:18.809005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:18.814129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:18.818954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:18.824285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:18.824454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:21.830390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:21.834264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:21.838100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:21.841989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:21.842075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:24.846937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:24.851045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:24.855531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:24.859989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:24.860109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:27.865830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:27.871007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:27.875975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:27.880001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:27.880128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:30.885905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:30.890795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:30.895539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:30.903003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:30.903138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:33.908376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:33.912226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:33.916007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:33.919999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:33.920084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:36.926374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:36.930786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:36.935344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:36.938935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:36.939017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:39.945350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:39.950800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:39.956469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:39.961427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:39.961564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:42.968053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:42.972778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:42.978015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:42.982372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:42.982507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:45.988338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:45.994971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:46.001068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:46.006258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:46.006443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:49.012161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:49.016034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:49.019610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:49.023215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:49.023325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:52.029078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:52.033460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:52.037936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:52.042006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:52.042098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:55.048407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:55.053108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:55.057739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:55.061967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:55.062071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:37:58.067473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:37:58.071089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:37:58.074618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:37:58.078227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:37:58.078320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:01.084984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:01.090098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:01.094740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:01.098934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:01.099067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:04.104332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:04.108693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:04.113075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:04.117813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:04.117914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:07.123874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:07.128559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:07.132853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:07.137461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:07.137566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:10.144499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:10.149007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:10.153350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:10.157938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:10.158038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:13.163238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:13.167195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:13.171242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:13.174860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:13.174940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:16.180023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:16.184237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:16.188201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:16.192045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:16.192141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:19.198781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:19.203432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:19.209189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:19.213914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:19.214042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:22.219847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:22.223631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:22.228025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:22.232013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:22.232096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:25.238732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:25.244962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:25.250224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:25.254518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:25.254604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:28.260173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:28.266362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:28.270566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:28.274726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:28.274883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:31.281063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:31.286231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:31.291877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:31.296783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:31.296904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:34.302312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:34.306076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:34.309688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:34.313117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:34.313204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:37.319469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:37.324097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:37.328200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:37.331995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:37.332088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:40.337582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:40.341731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:40.345609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:40.349567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:40.349679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:43.354901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:43.359281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:43.363002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:43.370147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:43.370253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:46.374599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:46.378854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:46.383292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:46.387299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:46.387388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:49.392137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:49.396253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:49.401103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:49.405250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:49.405334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:52.411519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:52.415564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:52.419189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:52.422585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:52.422719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:55.429226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:55.434083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:55.438908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:55.443817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:55.443912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:38:58.448419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:38:58.452942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:38:58.456507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:38:58.460156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:38:58.460241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:01.465074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:01.470434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:01.475679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:01.481029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:01.481178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:04.486964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:04.490945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:04.495041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:04.499000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:04.499086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:07.503987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:07.508773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:07.513318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:07.517472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:07.517579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:10.523055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:10.526701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:10.531099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:10.535084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:10.535167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:13.541228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:13.545569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:13.550405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:13.555377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:13.555471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:16.561566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:16.566591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:16.571127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:16.574931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:16.575035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:19.580476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:19.585765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:19.590153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:19.593839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:19.593940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:22.598215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:22.602396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:22.606903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:22.610693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:22.610789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:25.616204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:25.621050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:25.624829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:25.628345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:25.628427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:28.633322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:28.637348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:28.640917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:28.644500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:28.644603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:31.649302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:31.653083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:31.656512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:31.660031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:31.660154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:34.664976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:34.669352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:34.673671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:34.677538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:34.677633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:37.682938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:37.687147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:37.692881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:37.697510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:37.697688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:40.703194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:40.708522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:40.713300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:40.717083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:40.717170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:43.722517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:43.726294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:43.729978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:43.733858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:43.733940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:46.738633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:46.742256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:46.745783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:46.749268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:46.749357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:49.757311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:49.762158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:49.766242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:49.770176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:49.770287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:52.777089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:52.781605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:52.786150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:52.790287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:52.790397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:55.795782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:55.800820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:55.804734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:55.813221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:55.813365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:39:58.817849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:39:58.822014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:39:58.825786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:39:58.829698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:39:58.829794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:01.834947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:01.841781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:01.847904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:01.853178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:01.853290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:04.860102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:04.865804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:04.871469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:04.877140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:04.877280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:07.883867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:07.888847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:07.894329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:07.899044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:07.899145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:10.905211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:10.909871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:10.914616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:10.919104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:10.919210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:13.926823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:13.932197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:13.937036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:13.941957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:13.942064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:16.946122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:16.950440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:16.953945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:16.957514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:16.957604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:19.963406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:19.968214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:19.972787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:19.977171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:19.977347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:22.983876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:22.989326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:22.993595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:22.997697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:22.997785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:26.002833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:26.007381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:26.011340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:26.015373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:26.015469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:29.022196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:29.026725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:29.030959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:29.035251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:29.035371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:32.039844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:32.043472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:32.047089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:32.050554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:32.050634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:35.087272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:35.091295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:35.095245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:35.099255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:35.099346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:38.105864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:38.203964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:38.240006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:38.310902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:38.311050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:41.315963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:41.319999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:41.323799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:41.327513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:41.327688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:44.332480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:44.336559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:44.340769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:44.345130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:44.345246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:47.350129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:47.354041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:47.357708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:47.362101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:47.362215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:50.368453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:50.372716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:50.376278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:50.380104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:50.380186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:53.386021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:53.390569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:53.394463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:53.398123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:53.398211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:56.402982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:56.407914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:56.412443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:56.417259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:56.417379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:40:59.423260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:40:59.428428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:40:59.433474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:40:59.437773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:40:59.437915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:02.443635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:02.448113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:02.452124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:02.455510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:02.455592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:05.460871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:05.464714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:05.468363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:05.472056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:05.472172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:08.479009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:08.485221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:08.490801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:08.494636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:08.494749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:11.504256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:11.510356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:11.521749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:11.528418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:11.528618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:14.534325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:14.539068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:14.543369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:14.548186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:14.548316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:17.553035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:17.557171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:17.561635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:17.565460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:17.565555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:20.571024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:20.576399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:20.580978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:20.585135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:20.585267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:23.590511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:23.594772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:23.598468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:23.602348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:23.602428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:26.607463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:26.611545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:26.615467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:26.619317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:26.619435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:29.623733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:29.627436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:29.631135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:29.634856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:29.634950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:32.641219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:32.646520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:32.650691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:32.654972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:32.655132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:35.661930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:35.666843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:35.673760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:35.678532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:35.678635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:38.684544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:38.690326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:38.696161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:38.701049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:38.701170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:41.706722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:41.711674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:41.716954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:41.722247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:41.722386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:44.728390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:44.732783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:44.737103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:44.741171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:44.741257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:47.746154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:47.749962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:47.753772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:47.757268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:47.757353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:50.761869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:50.765436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:50.769188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:50.772883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:50.772992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:53.778161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:53.781798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:53.785390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:53.789045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:53.789138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:56.794179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:56.800237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:56.805135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:56.809269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:56.809367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:41:59.814221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:41:59.818125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:41:59.822071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:41:59.825885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:41:59.825974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:02.830867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:02.834867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:02.839063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:02.843104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:02.843202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:05.849677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:05.855014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:05.859465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:05.864240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:05.864376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:08.869776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:08.875223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:08.880539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:08.885074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:08.885175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:11.889692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:11.893219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:11.897829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:11.902257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:11.902380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:14.907940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:14.912572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:14.916400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:14.920363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:14.920465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:17.926227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:17.930461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:17.934786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:17.939265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:17.939373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:20.944107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:20.948165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:20.952035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:20.955885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:20.955998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:23.961063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:23.965612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:23.969674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:23.973830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:23.973967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:26.978958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:26.982922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:26.986935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:26.990970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:26.991065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:29.997179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:30.001747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:30.006252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:30.012167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:30.012323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:33.017981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:33.021622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:33.025057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:33.028479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:33.028560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:36.033556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:36.044555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:36.050922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:36.056062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:36.056168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:39.063112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:39.069721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:39.074445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:39.079010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:39.079145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:42.084691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:42.089913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:42.095279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:42.099508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:42.099605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:45.104135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:45.108146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:45.112048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:45.115991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:45.116108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:48.120528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:48.124188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:48.128187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:48.132058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:48.132149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:51.137064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:51.141110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:51.145036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:51.154541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:51.154946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:54.160528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:54.165567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:54.170964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:54.175050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:54.175162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:42:57.180066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:42:57.183863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:42:57.187681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:42:57.192209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:42:57.192320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:00.197981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:00.202691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:00.207035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:00.211270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:00.211400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:03.216368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:03.220908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:03.224874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:03.228433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:03.228534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:06.234307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:06.239942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:06.245199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:06.249716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:06.249820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:09.256860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:09.262810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:09.268141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:09.272608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:09.272758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:12.279116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:12.284286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:12.291015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:12.299232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:12.299416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:15.305077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:15.309866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:15.314391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:15.319071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:15.319219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:18.324638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:18.329047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:18.333743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:18.338295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:18.338404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:21.343857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:21.347723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:21.351857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:21.355733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:21.355816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:24.361930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:24.366696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:24.371039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:24.375220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:24.375317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:27.381145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:27.385722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:27.389739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:27.393852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:27.393937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:30.399125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:30.404194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:30.409108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:30.413814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:30.414588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:33.421093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:33.426070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:33.430231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:33.434792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:33.434928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:36.439681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:36.443337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:36.446896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:36.450385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:36.450467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:39.456372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:39.460817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:39.465565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:39.469600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:39.469715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:42.475333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:42.480619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:42.485037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:42.489135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:42.489252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:45.494311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:45.498809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:45.503022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:45.506937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:45.507020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:48.512969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:48.517480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:48.521481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:48.525365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:48.525465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:51.531738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:51.536069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:51.540256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:51.545474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:51.545749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:54.550406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:54.555722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:54.560390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:54.563909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:54.563993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:43:57.569488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:43:57.573820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:43:57.577920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:43:57.581954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:43:57.582079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:00.588181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:00.592790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:00.597577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:00.602077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:00.602184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:03.606350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:03.610197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:03.613962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:03.617523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:03.617609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:06.622118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:06.625869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:06.629578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:06.633114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:06.633200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:09.638241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:09.643622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:09.648250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:09.652254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:09.652360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:12.656967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:12.661293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:12.665539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:12.670055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:12.670188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:15.674590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:15.678387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:15.682035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:15.685557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:15.685664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:18.692338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:18.697003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:18.701412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:18.706376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:18.706664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:21.712924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:21.717296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:21.721127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:21.724778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:21.724865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:24.730912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:24.736317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:24.741490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:24.746038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:24.746164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:27.750876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:27.754493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:27.758414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:27.762307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:27.762409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:30.767858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:30.771624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:30.775146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:30.778589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:30.778699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:33.784471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:33.790143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:33.795269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:33.800505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:33.800789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:36.805952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:36.811102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:36.814905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:36.818511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:36.818597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:39.827411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:39.833818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:39.839575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:39.844755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:39.844944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:42.849806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:42.854062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:42.858544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:42.863395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:42.863550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:45.868006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:45.871844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:45.875284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:45.878856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:45.878961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:48.884873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:48.889011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:48.892929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:48.896590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:48.896745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:51.903124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:51.907794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:51.912094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:51.916431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:51.916525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:54.922044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:54.926021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:54.929776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:54.933287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:54.933367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:44:57.939295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:44:57.943319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:44:57.948434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:44:57.952625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:44:57.952737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:00.961140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:00.966426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:00.971828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:00.977017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:00.977333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:03.982372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:03.986523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:03.990992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:03.995043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:03.995150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:07.001766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:07.006300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:07.010297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:07.013878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:07.013967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:10.214993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:10.219904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:10.255513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:10.259549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:10.259696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:13.263874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:13.267991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:13.272094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:13.275906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:13.275998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:16.281464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:16.285914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:16.290977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:16.295637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:16.295855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:19.301185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:19.306010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:19.310208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:19.314716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:19.314856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:22.322682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:22.326315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:22.329881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:22.333336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:22.333422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:25.337881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:25.341691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:25.345988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:25.350224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:25.350360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:28.355309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:28.359993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:28.364472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:28.368350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:28.368444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:31.374091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:31.377786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:31.381329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:31.384960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:31.385047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:34.391565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:34.396570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:34.400911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:34.405063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:34.405182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:37.411898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:37.417205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:37.421224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:37.426350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:37.426589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:40.435726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:40.440527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:40.445032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:40.448839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:40.448945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:43.454095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:43.458077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:43.461681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:43.465122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:43.465212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:46.469686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:46.473841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:46.477888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:46.481911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:46.482009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:49.486765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:49.490945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:49.495123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:49.499360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:49.499497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:52.504741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:52.509053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:52.512857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:52.516761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:52.516853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:55.521417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:55.526011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:55.530092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:55.534372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:55.534460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:45:58.539447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:45:58.542911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:45:58.546594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:45:58.550838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:45:58.550974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:01.556378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:01.560233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:01.563936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:01.567631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:01.567745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:04.572787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:04.577116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:04.581205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:04.585214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:04.585335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:07.592111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:07.598335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:07.603484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:07.608348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:07.608455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:10.614330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:10.619524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:10.625263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:10.629131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:10.629230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:13.633769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:13.638365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:13.643240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:13.648441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:13.648564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:16.653156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:16.657282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:16.661377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:16.665585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:16.665717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:19.671856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:19.676246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:19.680119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:19.683726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:19.683810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:22.689977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:22.695959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:22.700899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:22.705177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:22.705291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:25.709821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:25.714573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:25.719213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:25.723302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:25.723411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:28.727602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:28.731197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:28.734675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:28.738136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:28.738224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:31.742864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:31.747051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:31.750856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:31.754972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:31.755073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:34.760083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:34.764516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:34.768721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:34.773001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:34.773110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:37.777798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:37.782125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:37.786472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:37.790553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:37.790697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:40.795556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:40.807273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:40.812236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:40.816233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:40.816330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:43.821100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:43.825282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:43.829269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:43.833440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:43.833613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:46.840921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:46.845221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:46.849364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:46.853199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:46.853304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:49.857701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:49.861909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:49.865882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:49.870314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:49.870433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:52.874716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:52.878170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:52.881535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:52.884831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:52.884908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:55.891227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:55.896083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:55.900157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:55.903639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:55.903794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:46:58.909420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:46:58.913225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:46:58.917288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:46:58.921104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:46:58.921238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:01.926351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:01.930589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:01.935444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:01.939629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:01.939753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:04.945865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:04.949927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:04.953740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:04.957913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:04.958032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:07.964009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:07.968976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:07.973413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:07.977804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:07.977891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:10.983680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:10.993752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:10.999338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:11.004243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:11.004422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:14.011344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:14.016251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:14.021108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:14.027066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:14.027219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:17.032899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:17.037179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:17.040870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:17.045480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:17.045631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:20.051521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:20.055737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:20.059815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:20.064703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:20.064860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:23.070325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:23.074333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:23.079780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:23.083844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:23.083972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:26.089509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:26.093224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:26.096773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:26.100894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:26.101005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:29.106134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:29.110572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:29.114399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:29.118500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:29.118589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:32.125274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:32.130382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:32.135325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:32.139558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:32.139692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:35.144593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:35.148287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:35.151667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:35.155346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:35.155460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:38.161424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:38.166179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:38.170798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:38.174856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:38.174951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:41.179625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:41.184234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:41.188827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:41.193168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:41.193274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:44.199843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:44.204844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:44.209928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:44.214341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:44.214448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:47.219931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:47.224744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:47.229223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:47.233385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:47.233492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:50.240314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:50.245913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:50.251599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:50.255479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:50.255673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:53.261705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:53.265424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:53.269224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:53.272973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:53.273069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:56.280064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:56.285101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:56.289234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:56.292900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:56.293000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:47:59.299255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:47:59.304056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:47:59.309284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:47:59.313533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:47:59.313625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:02.320913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:02.326991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:02.331782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:02.335722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:02.335822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:05.340533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:05.344314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:05.348012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:05.351753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:05.351840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:08.357666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:08.361535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:08.365259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:08.369226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:08.369310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:11.375905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:11.379985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:11.383976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:11.387598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:11.387705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:14.392561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:14.396834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:14.400820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:14.405530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:14.405673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:17.413278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:17.418735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:17.423308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:17.427911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:17.428024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:20.434144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:20.438761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:20.442387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:20.446486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:20.446581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:23.452089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:23.456126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:23.460359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:23.464095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:23.464194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:26.468978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:26.472773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:26.476464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:26.480466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:26.480555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:29.486021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:29.490035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:29.493830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:29.497857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:29.497981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:32.503183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:32.508446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:32.514088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:32.519627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:32.519775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:35.525616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:35.529734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:35.534328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:35.538709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:35.538817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:38.544112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:38.548997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:38.553775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:38.558393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:38.558513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:41.564484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:41.570184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:41.578913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:41.582800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:41.582904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:44.589667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:44.597115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:44.604698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:44.616187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:44.616677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:47.621077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:47.625059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:47.628989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:47.633833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:47.633942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:50.638754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:50.642551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:50.646062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:50.650182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:50.650303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:53.655935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:53.660385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:53.665008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:53.669505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:53.669608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:56.675077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:56.679668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:56.686469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:56.691620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:56.691758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:48:59.698217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:48:59.703269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:48:59.709427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:48:59.715372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:48:59.715573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:02.720238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:02.724236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:02.729406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:02.733353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:02.733446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:05.738301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:05.742168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:05.746338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:05.750554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:05.750708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:08.755837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:08.760443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:08.765015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:08.768931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:08.769040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:11.773180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:11.777410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:11.781912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:11.785627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:11.785747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:14.790424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:14.794469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:14.798135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:14.801672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:14.801756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:17.807342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:17.812417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:17.816554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:17.820468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:17.820559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:20.825116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:20.829740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:20.833503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:20.836868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:20.836984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:23.845662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:23.850495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:23.854869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:23.858826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:23.858917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:26.863901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:26.869317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:26.875233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:26.880259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:26.880398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:29.884995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:29.888919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:29.893191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:29.896859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:29.896972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:32.901259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:32.905304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:32.909240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:32.913128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:32.913223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:35.918270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:35.922700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:35.927313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:35.930856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:35.930938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:38.935995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:38.940205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:38.943809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:38.948235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:38.948410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:41.952525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:41.956754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:41.960986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:41.965403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:41.965563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:44.970945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:44.974954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:44.979364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:44.983539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:44.983630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:47.988728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:47.992414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:47.996214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:48.000002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:48.000097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:51.005064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:51.009209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:51.013069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:51.016965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:51.017056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:54.023119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:54.027199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:54.030899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:54.034332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:54.034422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:49:57.041071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:49:57.046247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:49:57.050354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:49:57.054121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:49:57.054222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:00.059768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:00.063475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:00.067322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:00.071473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:00.071608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:03.077807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:03.081458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:03.085060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:03.089158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:03.089281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:06.095809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:06.100754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:06.105001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:06.110283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:06.110425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:09.115227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:09.119373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:09.123502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:09.127564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:09.127688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:12.133767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:12.139017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:12.143975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:12.150169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:12.150316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:15.155949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:15.160344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:15.164356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:15.168332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:15.168451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:18.173971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:18.178221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:18.183263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:18.188326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:18.188447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:21.193697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:21.198568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:21.203319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:21.208447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:21.208572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:24.213007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:24.217367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:24.221283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:24.225241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:24.225346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:27.230742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:27.234956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:27.238876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:27.242854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:27.242951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:30.248800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:30.253702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:30.258638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:30.263571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:30.263705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:33.269263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:33.273337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:33.278217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:33.283208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:33.283316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:36.320091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:36.324578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:36.329120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:36.333232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:36.333376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:39.338956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:39.373319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:39.407640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:39.411486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:39.411583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:42.417196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:42.422873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:42.429226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:42.434670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:42.434806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:45.442607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:45.453011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:45.457840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:45.462960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:45.463099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:48.469157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:48.475194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:48.479108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:48.482684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:48.482768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:51.487165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:51.491472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:51.496716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:51.501680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:51.501816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:54.506694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:54.511075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:54.514923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:54.518767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:54.518862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:50:57.524867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:50:57.529297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:50:57.533233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:50:57.537514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:50:57.537636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:00.543508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:00.547768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:00.552731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:00.557255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:00.557377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:03.563701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:03.568180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:03.572704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:03.577242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:03.577350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:06.583091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:06.587714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:06.592130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:06.596175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:06.596285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:09.600585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:09.604336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:09.608053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:09.611718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:09.611803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:12.618608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:12.624330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:12.629420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:12.633717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:12.633819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:15.638949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:15.642747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:15.646225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:15.650351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:15.650478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:18.656539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:18.661126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:18.665834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:18.670598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:18.670739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:21.676236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:21.680498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:21.684274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:21.687777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:21.687864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:24.693995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:24.698861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:24.703787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:24.707677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:24.707764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:27.713865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:27.718324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:27.722253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:27.726402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:27.726491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:30.732185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:30.736962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:30.741382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:30.745197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:30.745285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:33.750597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:33.755127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:33.759021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:33.763062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:33.763159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:36.770761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:36.776398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:36.780735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:36.785256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:36.785439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:39.791586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:39.796407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:39.801845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:39.806445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:39.806558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:42.812102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:42.816860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:42.825198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:42.829298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:42.829410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:45.835589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:45.839987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:45.845193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:45.850283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:45.850424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:48.856847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:48.861898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:48.867013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:48.871783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:48.871911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:51.878741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:51.884557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:51.889154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:51.893528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:51.893608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:54.900903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:54.905522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:54.911535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:54.918055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:54.918233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:51:57.924694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:51:57.929986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:51:57.934814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:51:57.939016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:51:57.939107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:00.944702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:00.949330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:00.954613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:00.958702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:00.958786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:03.965006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:03.969932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:03.974922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:03.979684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:03.979833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:06.986557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:06.993863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:06.998255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:07.002771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:07.002922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:10.009715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:10.014946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:10.018881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:10.022510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:10.022600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:13.229575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:13.235374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:13.241204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:13.246132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:13.246279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:16.252420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:16.257895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:16.262588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:16.266685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:16.266781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:19.273061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:19.278384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:19.282598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:19.287906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:19.288049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:22.293925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:22.298679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:22.303196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:22.307475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:22.307574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:25.315870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:25.320331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:25.324262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:25.328212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:25.328335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:28.334218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:28.343408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:28.349389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:28.354717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:28.354897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:31.361776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:31.367663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:31.373880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:31.380266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:31.380499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:34.387005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:34.392385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:34.397274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:34.402266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:34.402418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:37.408195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:37.412089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:37.416138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:37.420468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:37.420592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:40.426397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:40.430691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:40.435742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:40.440529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:40.440668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:43.445304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:43.449693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:43.453932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:43.457623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:43.457732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:46.462468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:46.466611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:46.470776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:46.474601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:46.474737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:49.480273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:49.485507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:49.490304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:49.495542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:49.495775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:52.500346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:52.504165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:52.508223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:52.512088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:52.512188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:55.519183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:55.523790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:55.528425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:55.533160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:55.533282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:52:58.539401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:52:58.543713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:52:58.547997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:52:58.553382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:52:58.553531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:01.558880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:01.562908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:01.566720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:01.570672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:01.570780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:04.575761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:04.579632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:04.583377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:04.587488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:04.587580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:07.592625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:07.596848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:07.600954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:07.605077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:07.605318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:10.611574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:10.616601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:10.620800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:10.624391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:10.624488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:13.630715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:13.636052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:13.641049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:13.644847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:13.644944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:16.649960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:16.654204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:16.658196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:16.662026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:16.662160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:19.666337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:19.670426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:19.675539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:19.680249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:19.680348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:22.687215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:22.693419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:22.698024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:22.704610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:22.704772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:25.710515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:25.714761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:25.719582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:25.724608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:25.724743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:28.730174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:28.733855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:28.737299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:28.740759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:28.740840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:31.747099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:31.752569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:31.756659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:31.760452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:31.760551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:34.764937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:34.768902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:34.772735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:34.777706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:34.777802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:37.782738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:37.786779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:37.790555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:37.794389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:37.794485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:40.800084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:40.805231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:40.810624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:40.815100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:40.815219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:43.821829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:43.826639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:43.831468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:43.835730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:43.835845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:46.841576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:46.846702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:46.855059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:46.859898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:46.860071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:49.865298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:49.869625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:49.873492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:49.877605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:49.877739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:52.882285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:52.886510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:52.891205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:52.895274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:52.895370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:55.900092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:55.905325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:55.910559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:55.915639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:55.915794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:53:58.920616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:53:58.925001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:53:58.929462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:53:58.934834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:53:58.935005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:01.940313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:01.944459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:01.948760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:01.953100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:01.953223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:04.959582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:04.963527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:04.967384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:04.971337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:04.971436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:07.975895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:07.979956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:07.983991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:07.988803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:07.988928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:10.996378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:11.001178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:11.005614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:11.009967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:11.010092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:14.224794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:14.230957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:14.266135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:14.269972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:14.270068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:17.275513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:17.281371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:17.287536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:17.293298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:17.293494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:20.298177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:20.302201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:20.306573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:20.310481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:20.310582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:23.315954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:23.320871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:23.325921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:23.330315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:23.330846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:26.335805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:26.339593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:26.343315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:26.347720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:26.347817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:29.352609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:29.356272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:29.360324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:29.364771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:29.364968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:32.370089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:32.374315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:32.378214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:32.382052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:32.382150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:35.387987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:35.392367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:35.396073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:35.401129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:35.401293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:38.406316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:38.410703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:38.415159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:38.420389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:38.420483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:41.426392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:41.431518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:41.436271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:41.440420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:41.440541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:44.446526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:44.451993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:44.456897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:44.461720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:44.461827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:47.467617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:47.472110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:47.478686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:47.483074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:47.483202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:50.488737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:50.494150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:50.499232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:50.505061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:50.506889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:53.511876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:53.516135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:53.520011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:53.523907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:53.524004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:56.529146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:56.533104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:56.536774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:56.540736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:56.540829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:54:59.547541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:54:59.551758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:54:59.557322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:54:59.561707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:54:59.561809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:02.567829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:02.573183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:02.578175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:02.583255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:02.583380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:05.588815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:05.593128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:05.596844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:05.600295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:05.600376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:08.606156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:08.611726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:08.616766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:08.621901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:08.622019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:11.626635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:11.630670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:11.634458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:11.638211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:11.638294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:14.642745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:14.646958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:14.651367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:14.655178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:14.655282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:17.659801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:17.664192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:17.668563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:17.672401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:17.672488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:20.677541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:20.681449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:20.685406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:20.688994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:20.689084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:23.694820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:23.700596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:23.706012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:23.711805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:23.711953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:26.718099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:26.723269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:26.728431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:26.733549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:26.733695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:29.739267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:29.744050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:29.748596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:29.752403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:29.752485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:32.757766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:32.761595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:32.765126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:32.768741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:32.768823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:35.774341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:35.778371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:35.782130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:35.786384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:35.786477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:38.791669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:38.795358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:38.799240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:38.803335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:38.803447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:41.808964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:41.812822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:41.816293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:41.820708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:41.820866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:44.826856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:44.831875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:44.836341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:44.840254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:44.840346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:47.845502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:47.850359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:47.855054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:47.859412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:47.859524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:50.863772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:50.868067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:50.872075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:50.876123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:50.876245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:53.881538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:53.885525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:53.890124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:53.894327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:53.894412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:56.901873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:56.906725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:56.910591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:56.916348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:56.916522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:55:59.923176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:55:59.928172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:55:59.933217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:55:59.938205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:55:59.938297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:02.944044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:02.949285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:02.954135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:02.958396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:02.958524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:05.963025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:05.967824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:05.972244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:05.976432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:05.976537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:08.981789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:08.986183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:08.991288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:08.995244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:08.995352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:12.001029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:12.005250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:12.009312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:12.013218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:12.013337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:15.032277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:15.132454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:15.169808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:15.174574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:15.174710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:18.179610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:18.185119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:18.189269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:18.193159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:18.193251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:21.198516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:21.203996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:21.209536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:21.213584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:21.213706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:24.218087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:24.222439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:24.227364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:24.231857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:24.232115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:27.237312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:27.243101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:27.247763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:27.252357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:27.252485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:30.257464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:30.261471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:30.265454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:30.270470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:30.270568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:33.274852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:33.278542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:33.282114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:33.285961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:33.286053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:36.292762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:36.297287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:36.302035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:36.306736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:36.306868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:39.313269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:39.317609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:39.323418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:39.327998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:39.328106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:42.332980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:42.338003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:42.342230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:42.346704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:42.346831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:45.352021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:45.358284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:45.362252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:45.366366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:45.366454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:48.374590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:48.379092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:48.383133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:48.387245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:48.387331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:51.393808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:51.399728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:51.405170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:51.412270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:51.412484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:54.418561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:54.423900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:54.428401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:54.433097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:54.433197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:56:57.438860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:56:57.445834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:56:57.452032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:56:57.457469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:56:57.458383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:00.464797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:00.468916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:00.472827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:00.476480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:00.476570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:03.481671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:03.486856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:03.496906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:03.502954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:03.503084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:06.508324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:06.514542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:06.519822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:06.525124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:06.525258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:09.531280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:09.536418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:09.540745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:09.544684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:09.544901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:12.550805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:12.555038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:12.558886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:12.562828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:12.562931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:15.568280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:15.573287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:15.577899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:15.582109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:15.582254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:18.587391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:18.591130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:18.594670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:18.598267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:18.598422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:21.604468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:21.610215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:21.614927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:21.619577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:21.619810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:24.625766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:24.629569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:24.633226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:24.636895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:24.636996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:27.642096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:27.646105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:27.650299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:27.653921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:27.654005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:30.659608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:30.663460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:30.667146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:30.670673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:30.670761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:33.676761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:33.681606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:33.685821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:33.689541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:33.689792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:36.696312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:36.700569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:36.706189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:36.710515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:36.710622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:39.717236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:39.722073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:39.727056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:39.732107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:39.732229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:42.741521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:42.746016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:42.749970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:42.753531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:42.753614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:45.760400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:45.766133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:45.771174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:45.775802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:45.775920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:48.782227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:48.786603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:48.790961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:48.795057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:48.795191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:51.800614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:51.804705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:51.808942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:51.812991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:51.813082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:54.817863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:54.822038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:54.826396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:54.830759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:54.830863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:57:57.836827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:57:57.841680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:57:57.846686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:57:57.851847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:57:57.851948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:00.857823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:00.861947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:00.865728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:00.869407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:00.869498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:03.876708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:03.881635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:03.885448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:03.890446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:03.890539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:06.895841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:06.899842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:06.903313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:06.906787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:06.906872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:09.911457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:09.915692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:09.920193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:09.923813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:09.923903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:12.929845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:12.933528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:12.937377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:12.940978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:12.941070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:15.947474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:15.952243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:15.958020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:15.961947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:15.962048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:18.968685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:18.972721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:18.976684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:18.981366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:18.981505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:21.987127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:21.991121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:21.994823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:21.998814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:21.998939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:25.003689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:25.007596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:25.011661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:25.015204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:25.015294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:28.020223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:28.023950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:28.029178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:28.033286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:28.033382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:31.038562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:31.042828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:31.046367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:31.050524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:31.050613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:34.057566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:34.061686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:34.065831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:34.071526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:34.071669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:37.077621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:37.082701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:37.087495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:37.093338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:37.093495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:40.099027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:40.103814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:40.108099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:40.111957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:40.112048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:43.118186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:43.122224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:43.126878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:43.131246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:43.131345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:46.343063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:46.392532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:46.431041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:46.449781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:46.450002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:49.455221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:49.459154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:49.463121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:49.466739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:49.466830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:52.472031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:52.476469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:52.481358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:52.485792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:52.485920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:55.494705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:55.498818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:55.503148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:55.507111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:55.507217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:58:58.513469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:58:58.517873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:58:58.522013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:58:58.525980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:58:58.526078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:01.532046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:01.536960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:01.540802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:01.544437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:01.544529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:04.550942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:04.556544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:04.561499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:04.567634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:04.567795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:07.572270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:07.576820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:07.580449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:07.584591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:07.584726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:10.589867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:10.593823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:10.598000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:10.602145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:10.602277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:13.608356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:13.613278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:13.617672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:13.621612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:13.621747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:16.627755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:16.633428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:16.639214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:16.645214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:16.645336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:19.654746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:19.659250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:19.664572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:19.668532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:19.668690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:22.673515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:22.677103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:22.680627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:22.684074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:22.684180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:25.693406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:25.697248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:25.700956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:25.704721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:25.704818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:28.710707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:28.715232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:28.719491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:28.723940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:28.724034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:31.729842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:31.734558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:31.738481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:31.742266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:31.742349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:34.747591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:34.752557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:34.756104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:34.759687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:34.759774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:37.764086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:37.768109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:37.773117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:37.778132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:37.778230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:40.783068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:40.787079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:40.792013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:40.797409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:40.797563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:43.802671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:43.806802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:43.810787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:43.814736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:43.814840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:46.821501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:46.827450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:46.833061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:46.838326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:46.838458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:49.843367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:49.847449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:49.851399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:49.855609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:49.855755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:52.861126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:52.865306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:52.869199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:52.872877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:52.872964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:55.878526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:55.882800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:55.886798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:55.890907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:55.891134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T20:59:58.896504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T20:59:58.900783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T20:59:58.904571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T20:59:58.911710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T20:59:58.911815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:01.920232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:01.931566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:01.939718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:01.948321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:01.948499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:04.952542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:04.956253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:04.960113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:04.963984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:04.964084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:07.969490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:07.974881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:07.980075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:07.985290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:07.985400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:10.990787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:10.994280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:10.997988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:11.001387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:11.001470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:14.006524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:14.010770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:14.014514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:14.018179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:14.018271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:17.024115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:17.328890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:17.334368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:17.338571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:17.338698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:20.343827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:20.347392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:20.350914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:20.355991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:20.356083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:23.361463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:23.365210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:23.368788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:23.373184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:23.373330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:26.378609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:26.383237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:26.388002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:26.393198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:26.393311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:29.398338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:29.402148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:29.405915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:29.409348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:29.409424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:32.413848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:32.417623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:32.421279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:32.425085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:32.425177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:35.434271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:35.438821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:35.443880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:35.447942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:35.448031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:38.480610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:38.484769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:38.489728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:38.493320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:38.493408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:41.498860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:41.534382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:41.569126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:41.573128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:41.573215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:44.580739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:44.586722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:44.591081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:44.594869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:44.594959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:47.599449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:47.605267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:47.610710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:47.614683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:47.614796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:50.619889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:50.624141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:50.628208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:50.632345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:50.632465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:53.639077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:53.643485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:53.648381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:53.653498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:53.653764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:56.658766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:56.662460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:56.666038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:56.669800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:56.669895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:00:59.674487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:00:59.678594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:00:59.682776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:00:59.686754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:00:59.687034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:02.692504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:02.696534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:02.701199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:02.704741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:02.704829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:05.710091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:05.713968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:05.718107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:05.721930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:05.722009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:08.727417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:08.732113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:08.736035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:08.740697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:08.740815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:11.746388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:11.750278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:11.754258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:11.758063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:11.758149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:14.762997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:14.767242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:14.770993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:14.774596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:14.774701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:17.781196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:17.785767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:17.790022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:17.794118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:17.794237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:20.798706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:20.802339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:20.806762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:20.813799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:20.814142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:23.819396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:23.824383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:23.829342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:23.834439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:23.834559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:26.841481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:26.845920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:26.850138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:26.854756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:26.854879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:29.860569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:29.864579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:29.868768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:29.872394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:29.872478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:32.877566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:32.881954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:32.885603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:32.889511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:32.889633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:35.894672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:35.899267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:35.903877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:35.907820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:35.907933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:38.913527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:38.918346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:38.922228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:38.925862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:38.925956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:41.932016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:41.937520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:41.942638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:41.946845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:41.946950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:44.952287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:44.957328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:44.961197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:44.965692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:44.965792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:47.971149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:47.976484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:47.981488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:47.985574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:47.985685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:50.992182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:50.997778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:51.002607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:51.007596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:51.007759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:54.013610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:54.018782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:54.023227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:54.027947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:54.028046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:01:57.033923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:01:57.037674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:01:57.041396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:01:57.046460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:01:57.046607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:00.052199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:00.056237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:00.061957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:00.066136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:00.066261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:03.072119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:03.077056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:03.081757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:03.085761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:03.085865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:06.091216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:06.095604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:06.099893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:06.104967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:06.105058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:09.109236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:09.112949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:09.117556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:09.122490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:09.122619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:12.127620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:12.131498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:12.135171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:12.139231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:12.139321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:15.144364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:15.148564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:15.152715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:15.157302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:15.157422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:18.258739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:18.265125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:18.269690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:18.274682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:18.274830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:21.279560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:21.284049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:21.288940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:21.293236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:21.293345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:24.298415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:24.304727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:24.309496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:24.313845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:24.313952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:27.319793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:27.323988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:27.329182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:27.333322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:27.333420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:30.339112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:30.344947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:30.349617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:30.354583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:30.354833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:33.360150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:33.364105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:33.368213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:33.372334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:33.372436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:36.376863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:36.381145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:36.385692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:36.390181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:36.390330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:39.395270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:39.399378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:39.403928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:39.408777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:39.408897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:42.414412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:42.418622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:42.422586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:42.426506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:42.426585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:45.431453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:45.435731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:45.440107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:45.444160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:45.444254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:48.449191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:48.454789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:48.460842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:48.465702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:48.465851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:51.471296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:51.475193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:51.479146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:51.482752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:51.482840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:54.491857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:54.498284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:54.504769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:54.511192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:54.511372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:02:57.516793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:02:57.521386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:02:57.526129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:02:57.530122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:02:57.530230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:00.536099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:00.540476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:00.544256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:00.548562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:00.548740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:03.555247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:03.560076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:03.563803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:03.568510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:03.568701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:06.575919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:06.581043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:06.585776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:06.591037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:06.591150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:09.596468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:09.600330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:09.604020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:09.607591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:09.607701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:12.612355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:12.616589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:12.620211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:12.623714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:12.623798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:15.628226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:15.632710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:15.638229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:15.643637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:15.643778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:18.649664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:18.653712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:18.657894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:18.661380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:18.661472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:21.666839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:21.671555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:21.675835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:21.679868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:21.679976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:24.686095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:24.691224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:24.695436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:24.699159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:24.699237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:27.705891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:27.709687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:27.713906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:27.717985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:27.718087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:30.723096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:30.727015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:30.731620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:30.735905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:30.735988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:33.741270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:33.745962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:33.750667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:33.755373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:33.755497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:36.759457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:36.763108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:36.766715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:36.770687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:36.770792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:39.776068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:39.780414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:39.784143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:39.788167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:39.788432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:42.794174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:42.798297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:42.801947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:42.805585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:42.805708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:45.812455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:45.817264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:45.821334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:45.825582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:45.825756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:48.833196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:48.838191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:48.843358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:48.847870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:48.847971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:51.852305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:51.856284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:51.860319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:51.864586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:51.864716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:54.871026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:54.876525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:54.880632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:54.884803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:54.884913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:03:57.889941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:03:57.895078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:03:57.900107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:03:57.904537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:03:57.904639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:00.909351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:00.913434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:00.917103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:00.920571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:00.920697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:03.926771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:03.931112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:03.935422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:03.939700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:03.939796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:06.945547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:06.951414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:06.956514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:06.961455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:06.961561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:09.966424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:09.970314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:09.973743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:09.977118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:09.977201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:12.982025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:12.985812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:12.990241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:12.994156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:12.994263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:15.998326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:16.001872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:16.005708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:16.009308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:16.009397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:19.015099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:19.019491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:19.023474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:19.215490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:19.215634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:22.222168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:22.226892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:22.231537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:22.236221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:22.236328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:25.241673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:25.246224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:25.250670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:25.255187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:25.255316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:28.260530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:28.264416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:28.268349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:28.272683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:28.272774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:31.278439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:31.283193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:31.287205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:31.291412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:31.291525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:34.296488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:34.300452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:34.304238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:34.307876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:34.307967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:37.315509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:37.324108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:37.330018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:37.335396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:37.335808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:40.344303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:40.348024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:40.351531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:40.355263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:40.355355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:43.359794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:43.363520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:43.367221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:43.370926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:43.371025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:46.377454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:46.382918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:46.387709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:46.392484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:46.392592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:49.398199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:49.403278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:49.408393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:49.412976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:49.413098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:52.418115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:52.421698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:52.425716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:52.429758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:52.429856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:55.436405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:55.444818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:55.449117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:55.453793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:55.453912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:04:58.460098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:04:58.464718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:04:58.469197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:04:58.473370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:04:58.473471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:01.479779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:01.483880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:01.487874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:01.491762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:01.491851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:04.496851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:04.501108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:04.505329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:04.509980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:04.510187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:07.514360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:07.518739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:07.524070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:07.529179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:07.529285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:10.535068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:10.539385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:10.543315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:10.547480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:10.547630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:13.553070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:13.561386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:13.566064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:13.570815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:13.570952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:16.575839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:16.580234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:16.584353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:16.588176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:16.588273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:19.594844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:19.600727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:19.605044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:19.608465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:19.608547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:22.613110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:22.618018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:22.622510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:22.626566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:22.626690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:25.631854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:25.636422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:25.644672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:25.648632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:25.648745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:28.654042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:28.657872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:28.661474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:28.665008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:28.665100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:31.671890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:31.676107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:31.681126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:31.685791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:31.685885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:34.690927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:34.695361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:34.700675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:34.706805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:34.706912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:37.711492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:37.715350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:37.719112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:37.722606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:37.722713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:40.728372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:40.732472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:40.735818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:40.740292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:40.740413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:43.744711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:43.749062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:43.753605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:43.758444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:43.758559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:46.763872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:46.767862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:46.771731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:46.775169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:46.775255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:49.781129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:49.786078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:49.790338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:49.793866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:49.793952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:52.799354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:52.804390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:52.808560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:52.812218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:52.812314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:55.817823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:55.823410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:55.828339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:55.833209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:55.833311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:05:58.840334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:05:58.845726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:05:58.850137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:05:58.854420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:05:58.854542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:01.860115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:01.864110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:01.867835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:01.871382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:01.871457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:04.876121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:04.879692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:04.883142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:04.886831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:04.886920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:07.892516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:07.897704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:07.901856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:07.906548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:07.906849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:10.913544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:10.918297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:10.923634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:10.928350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:10.928464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:13.933699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:13.937328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:13.941060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:13.944908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:13.945000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:16.951772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:16.956036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:16.960799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:16.965096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:16.965213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:19.972530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:19.978533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:19.983706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:19.988256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:19.988446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:22.994023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:22.999079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:23.002988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:23.007504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:23.007585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:26.013861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:26.018992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:26.023830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:26.032350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:26.032511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:29.038499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:29.043444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:29.048516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:29.052619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:29.052762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:32.062208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:32.067614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:32.071831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:32.076437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:32.076562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:35.081542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:35.085961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:35.090196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:35.094957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:35.095104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:38.101989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:38.107168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:38.111301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:38.115124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:38.115205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:41.122183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:41.127595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:41.132679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:41.138558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:41.138765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:44.143873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:44.147404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:44.151167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:44.154526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:44.154605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:47.159355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:47.162861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:47.166449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:47.170754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:47.170881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:50.266732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:50.273686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:50.281573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:50.285955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:50.286035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:53.290717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:53.296423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:53.300768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:53.304467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:53.304556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:56.309310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:56.312995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:56.317107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:56.320788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:56.320882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:06:59.325414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:06:59.329629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:06:59.335002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:06:59.338900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:06:59.339014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:02.344041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:02.348337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:02.353710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:02.359069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:02.359195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:05.365929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:05.371461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:05.376774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:05.381173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:05.381254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:08.387164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:08.394187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:08.398176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:08.401850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:08.401934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:11.408941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:11.415162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:11.421145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:11.424947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:11.425049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:14.430319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:14.434146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:14.441829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:14.445637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:14.445798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:17.453715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:17.458420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:17.462316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:17.466139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:17.466263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:20.471120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:20.475527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:20.479723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:20.483438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:20.483533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:23.488634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:23.493011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:23.497289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:23.501024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:23.501121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:26.507307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:26.511690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:26.516097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:26.519868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:26.519955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:29.525248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:29.529108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:29.532600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:29.536064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:29.536147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:32.541708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:32.546761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:32.553020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:32.557916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:32.558033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:35.562535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:35.567097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:35.571085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:35.574907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:35.575000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:38.580325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:38.584508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:38.588880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:38.593354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:38.593515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:41.601136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:41.606483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:41.612997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:41.617478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:41.617626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:44.624475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:44.630581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:44.635622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:44.640348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:44.640501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:47.645032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:47.653227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:47.657976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:47.662188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:47.662293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:50.669370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:50.674082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:50.678454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:50.682734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:50.682846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:53.690104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:53.694970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:53.700097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:53.705635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:53.705822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:56.712302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:56.716232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:56.719868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:56.723397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:56.723482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:07:59.730134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:07:59.734317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:07:59.738308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:07:59.742314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:07:59.742409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:02.748891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:02.754532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:02.759696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:02.765435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:02.765623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:05.771483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:05.776313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:05.780991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:05.785196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:05.785316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:08.791037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:08.795553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:08.800631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:08.805160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:08.805263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:11.810084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:11.814150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:11.818629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:11.822600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:11.822724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:14.827905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:14.832218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:14.836341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:14.840161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:14.840257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:17.845466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:17.849713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:17.853530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:17.857256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:17.857350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:20.862845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:20.867241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:20.871411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:20.875043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:20.875125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:23.881062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:23.885005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:23.890302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:23.895790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:23.895900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:26.900558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:26.904128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:26.907608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:26.911133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:26.911213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:29.916540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:29.920823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:29.925860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:29.930752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:29.930917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:32.935977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:32.939664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:32.943277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:32.947564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:32.947683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:35.953487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:35.958275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:35.963500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:35.969184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:35.969345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:38.975029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:38.979227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:38.983528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:38.987220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:38.987318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:41.994691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:41.999455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:42.004105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:42.009533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:42.009727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:45.014713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:45.019004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:45.023157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:45.026849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:45.026934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:48.031892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:48.036769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:48.041393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:48.045848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:48.045965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:51.050246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:51.054357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:51.062062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:51.066954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:51.067323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:54.072612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:54.077454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:54.082445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:54.088476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:54.088687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:08:57.095343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:08:57.100401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:08:57.105493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:08:57.109748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:08:57.109839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:00.115323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:00.120327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:00.124379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:00.128106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:00.128204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:03.135877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:03.140336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:03.144041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:03.147626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:03.147729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:06.154502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:06.160089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:06.165360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:06.169635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:06.169753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:09.177020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:09.181963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:09.186732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:09.191212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:09.191307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:12.197477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:12.201637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:12.205257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:12.209438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:12.209531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:15.216452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:15.220466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:15.225087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:15.229763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:15.229889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:18.236340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:18.240722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:18.244578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:18.248692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:18.248817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:21.255860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:21.260747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:21.264687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:21.268324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:21.268403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:24.275557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:24.280503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:24.284337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:24.287911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:24.287996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:27.293239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:27.296977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:27.300711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:27.304411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:27.304491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:30.310432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:30.314745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:30.318591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:30.322167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:30.322264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:33.331502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:33.339565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:33.344718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:33.351133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:33.351303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:36.357840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:36.362711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:36.366869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:36.372432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:36.372587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:39.379599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:39.385006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:39.389548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:39.393488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:39.393584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:42.399091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:42.404347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:42.409493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:42.414624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:42.414765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:45.419401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:45.424585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:45.428999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:45.433078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:45.433211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:48.440205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:48.445438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:48.449588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:48.453954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:48.454063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:51.461006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:51.466240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:51.471502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:51.475562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:51.475675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:54.480832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:54.484854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:54.488909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:54.492625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:54.492742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:09:57.499186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:09:57.504714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:09:57.510010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:09:57.515328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:09:57.515552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:00.522264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:00.527994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:00.532434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:00.536286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:00.536369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:03.543073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:03.548170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:03.553966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:03.560485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:03.560751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:06.565167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:06.569863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:06.574244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:06.578101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:06.578182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:09.585375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:09.590096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:09.593735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:09.597510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:09.597615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:12.604065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:12.608753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:12.613748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:12.617980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:12.618077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:15.623387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:15.628675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:15.633912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:15.638368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:15.638500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:18.643573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:18.647722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:18.651424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:18.654988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:18.655090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:21.660781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:21.666050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:21.671195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:21.674864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:21.674953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:24.680422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:24.684138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:24.687582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:24.690959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:24.691037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:27.696730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:27.701607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:27.706364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:27.711679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:27.711879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:30.718102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:30.724602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:30.729850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:30.735246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:30.735404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:33.740473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:33.746061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:33.751037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:33.754988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:33.755114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:36.760564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:36.764941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:36.769218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:36.773369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:36.773493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:39.809586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:39.814042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:39.817919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:39.821936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:39.822028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:42.828448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:42.863475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:42.898478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:42.902483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:42.902580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:45.907039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:45.910776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:45.914159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:45.917592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:45.917699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:48.923076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:48.929079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:48.935508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:48.940722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:48.940891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:51.948030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:51.952734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:51.957667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:51.961267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:51.961357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:54.966160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:54.972126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:54.977188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:54.981321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:54.981426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:10:57.985792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:10:57.989614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:10:57.993209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:10:57.996869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:10:57.996975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:01.002784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:01.007993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:01.012894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:01.017760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:01.017954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:04.022809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:04.026563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:04.030348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:04.033832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:04.033913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:07.038519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:07.042700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:07.047801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:07.051565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:07.051692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:10.058299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:10.063202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:10.067810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:10.071500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:10.071586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:13.077445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:13.081736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:13.086029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:13.090814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:13.091030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:16.096749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:16.101027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:16.105015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:16.109477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:16.109601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:19.117262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:19.123334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:19.129338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:19.135142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:19.135289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:22.144013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:22.151204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:22.156561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:22.160437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:22.160521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:25.165405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:25.169279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:25.173100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:25.176614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:25.176712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:28.183963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:28.188706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:28.192959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:28.197220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:28.197320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:31.202669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:31.206608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:31.210558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:31.214364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:31.214460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:34.220124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:34.223966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:34.227739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:34.231475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:34.231588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:37.237495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:37.242534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:37.246977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:37.250560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:37.250664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:40.257081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:40.262885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:40.268497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:40.274484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:40.274608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:43.280056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:43.284947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:43.289035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:43.293531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:43.293627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:46.299049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:46.304246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:46.309322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:46.313233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:46.313325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:49.318725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:49.323676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:49.328027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:49.332177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:49.332321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:52.337951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:52.342422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:52.347385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:52.352562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:52.352731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:55.358990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:55.362836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:55.366842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:55.372269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:55.372391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:11:58.377924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:11:58.382372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:11:58.386620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:11:58.391076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:11:58.391207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:01.396207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:01.400602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:01.405628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:01.410736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:01.410889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:04.415621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:04.420466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:04.424347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:04.428115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:04.428221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:07.433045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:07.436850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:07.440715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:07.444578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:07.444697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:10.449474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:10.453282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:10.457562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:10.461104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:10.461185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:13.466604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:13.471920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:13.476291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:13.480520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:13.480634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:16.485870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:16.490606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:16.494417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:16.498319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:16.498409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:19.503439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:19.507523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:19.511100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:19.515354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:19.515540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:22.522121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:22.527585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:22.532235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:22.536602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:22.536759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:25.542593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:25.547078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:25.551500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:25.555815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:25.556094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:28.562272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:28.567584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:28.572414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:28.580408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:28.580575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:31.585896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:31.589979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:31.594098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:31.598093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:31.598178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:34.604732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:34.609268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:34.613511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:34.617440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:34.617550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:37.623982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:37.628032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:37.632433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:37.637070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:37.637189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:40.643838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:40.647960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:40.651723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:40.655241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:40.655333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:43.662361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:43.666709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:43.672092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:43.676538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:43.676707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:46.682106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:46.686837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:46.692138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:46.696508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:46.696633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:49.703404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:49.707422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:49.711075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:49.715721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:49.715862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:52.723786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:52.729766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:52.735687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:52.740661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:52.740780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:55.747395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:55.751950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:55.756190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:55.760009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:55.760101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:12:58.765706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:12:58.770920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:12:58.774812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:12:58.778245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:12:58.778330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:01.783714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:01.787825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:01.791259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:01.795528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:01.795734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:04.801162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:04.805287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:04.809136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:04.812586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:04.812701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:07.817363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:07.821162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:07.825580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:07.829600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:07.829718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:10.835323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:10.839916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:10.843959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:10.847663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:10.847750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:13.852975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:13.856571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:13.860014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:13.863467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:13.863549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:16.868975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:16.873312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:16.877761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:16.882123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:16.882231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:19.889568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:19.896223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:19.902870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:19.908715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:19.908845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:22.915761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:22.925103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:22.929945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:22.934392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:22.934536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:25.939962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:25.944502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:25.948967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:25.953171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:25.953271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:28.959230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:28.963874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:28.967779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:28.972388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:28.972489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:31.976822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:31.980744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:31.985257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:31.989137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:31.989243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:34.993916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:34.998027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:35.001691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:35.005483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:35.005566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:38.010882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:38.014420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:38.017969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:38.021634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:38.021750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:41.027530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:41.031834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:41.035604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:41.039341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:41.039441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:44.045896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:44.050729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:44.054926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:44.062386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:44.062491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:47.067862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:47.071830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:47.075509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:47.078995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:47.079077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:50.083285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:50.088322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:50.092927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:50.097496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:50.097673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:53.103120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:53.108325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:53.113401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:53.117226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:53.117313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:56.122333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:56.126370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:56.130364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:56.133946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:56.134022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:13:59.141589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:13:59.147748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:13:59.151615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:13:59.156504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:13:59.156613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:02.163051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:02.167259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:02.170853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:02.174346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:02.174427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:05.181387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:05.186859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:05.191015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:05.194959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:05.195047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:08.200542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:08.204599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:08.208415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:08.212053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:08.212148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:11.220754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:11.226807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:11.232087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:11.239319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:11.239522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:14.244808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:14.249069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:14.253212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:14.257446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:14.257557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:17.264006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:17.270113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:17.274561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:17.278242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:17.278342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:20.282510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:20.286215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:20.289814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:20.294756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:20.294855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:23.301475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:23.307079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:23.311284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:23.315550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:23.315706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:26.322111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:26.327319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:26.331709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:26.335575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:26.335694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:29.340547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:29.344309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:29.348195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:29.351541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:29.351616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:32.358347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:32.363730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:32.368745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:32.372951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:32.373033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:35.378568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:35.382250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:35.386102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:35.389578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:35.389696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:38.395050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:38.399293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:38.403304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:38.407528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:38.407671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:41.413008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:41.417213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:41.424863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:41.428967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:41.429075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:44.434598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:44.438600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:44.442389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:44.446106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:44.446188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:47.453001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:47.459262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:47.463559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:47.467758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:47.467897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:50.474137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:50.479954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:50.485159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:50.490592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:50.490787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:53.496514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:53.501947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:53.506677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:53.510387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:53.510470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:56.514858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:56.518861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:56.522576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:56.526222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:56.526303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:14:59.531399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:14:59.535361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:14:59.538953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:14:59.543127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:14:59.543255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:02.549788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:02.555029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:02.560215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:02.565411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:02.565531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:05.570573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:05.574935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:05.578604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:05.582160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:05.582255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:08.586483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:08.590387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:08.594227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:08.599097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:08.599187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:11.603909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:11.608525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:11.612182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:11.615683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:11.615775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:14.621429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:14.625557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:14.629760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:14.633791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:14.633916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:17.638679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:17.642278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:17.645867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:17.649206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:17.649286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:20.655378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:20.659381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:20.663232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:20.666929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:20.667049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:23.673029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:23.681163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:23.686848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:23.690808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:23.691033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:26.696496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:26.700311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:26.704473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:26.708791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:26.708885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:29.714013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:29.717751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:29.721574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:29.725332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:29.725450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:32.731482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:32.735857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:32.740126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:32.744574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:32.744713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:35.749623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:35.754416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:35.758784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:35.762604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:35.762716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:38.771930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:38.777132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:38.781683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:38.785674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:38.785778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:41.791019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:41.794858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:41.798604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:41.802341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:41.802445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:44.809202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:44.815509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:44.819874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:44.824005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:44.824142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:47.829682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:47.833927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:47.838389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:47.842691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:47.842776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:50.847772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:50.852544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:50.857559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:50.861581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:50.861708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:53.867635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:53.872554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:53.880187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:53.885088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:53.885203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:56.893749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:56.900109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:56.907452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:56.913914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:56.914082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:15:59.920155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:15:59.926013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:15:59.931920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:15:59.936223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:15:59.936307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:02.942333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:02.947095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:02.952609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:02.958701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:02.958836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:05.965250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:05.969638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:05.973243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:05.976677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:05.976764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:08.981208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:08.985189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:08.989132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:08.992740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:08.992825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:11.997425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:12.001108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:12.004603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:12.008975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:12.009095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:15.015925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:15.021005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:15.025388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:15.029786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:15.029942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:18.036417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:18.042715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:18.048576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:18.054246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:18.054373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:21.060258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:21.063910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:21.067506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:21.071042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:21.071121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:24.272803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:24.277911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:24.282825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:24.309460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:24.309738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:27.317041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:27.323256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:27.328128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:27.332154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:27.332264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:30.337499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:30.341173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:30.344902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:30.349040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:30.349151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:33.354090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:33.358266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:33.362353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:33.366069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:33.366158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:36.370894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:36.374568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:36.378124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:36.381599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:36.381716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:39.387141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:39.391548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:39.395851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:39.399890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:39.399972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:42.406875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:42.411369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:42.416262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:42.421811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:42.421971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:45.427055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:45.431731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:45.435749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:45.439473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:45.439560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:48.446368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:48.452032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:48.457172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:48.461977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:48.462115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:51.467684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:51.471825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:51.475382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:51.479197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:51.479286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:54.491957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:54.497888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:54.503205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:54.507405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:54.507513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:16:57.513634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:16:57.517511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:16:57.521130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:16:57.524763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:16:57.524848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:00.531044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:00.535160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:00.538776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:00.542136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:00.542217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:03.548453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:03.552676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:03.556552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:03.561033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:03.561135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:06.566261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:06.570366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:06.574414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:06.578463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:06.578575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:09.584584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:09.588884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:09.593386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:09.597213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:09.597324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:12.602688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:12.606451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:12.610318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:12.614273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:12.614353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:15.620454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:15.624246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:15.628523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:15.632697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:15.632811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:18.639180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:18.643374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:18.648196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:18.652200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:18.652308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:21.659571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:21.664852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:21.669164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:21.672801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:21.672891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:24.681271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:24.686164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:24.691208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:24.695549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:24.695638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:27.700454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:27.705202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:27.709714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:27.714100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:27.714330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:30.721381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:30.726174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:30.730745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:30.734418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:30.734513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:33.741216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:33.745847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:33.750407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:33.754387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:33.754481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:36.760009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:36.765257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:36.770950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:36.775234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:36.775340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:39.780840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:39.784630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:39.788284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:39.792069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:39.792153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:42.798081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:42.802131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:42.805784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:42.810229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:42.810373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:45.816423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:45.820436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:45.823945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:45.827414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:45.827501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:48.833513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:48.838817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:48.843130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:48.847323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:48.847409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:51.853236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:51.857476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:51.861224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:51.865703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:51.865847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:54.873777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:54.879571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:54.884301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:54.888339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:54.888423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:17:57.894437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:17:57.899791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:17:57.904419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:17:57.909637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:17:57.909798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:00.916145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:00.922021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:00.927421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:00.931671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:00.931755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:03.937159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:03.941272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:03.945826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:03.949877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:03.949973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:06.954485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:06.958344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:06.962200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:06.965906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:06.966026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:09.972802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:09.977281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:09.981572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:09.985770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:09.985850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:12.992481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:12.997307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:13.002244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:13.007137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:13.007368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:16.011748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:16.015571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:16.019125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:16.022658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:16.022742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:19.027807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:19.031756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:19.035670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:19.039808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:19.039902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:22.046328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:22.051881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:22.057453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:22.062478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:22.062607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:25.161906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:25.169122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:25.175867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:25.199205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:25.199403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:28.205442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:28.209943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:28.214587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:28.218734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:28.218827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:31.225515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:31.229687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:31.234210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:31.238767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:31.238871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:34.244332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:34.247922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:34.251546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:34.255399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:34.255784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:37.260920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:37.266797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:37.270977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:37.276553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:37.276804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:40.283406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:40.288604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:40.293161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:40.297822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:40.298009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:43.305202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:43.309403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:43.313116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:43.316691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:43.316777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:46.324027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:46.329979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:46.334831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:46.339621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:46.339753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:49.347634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:49.354585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:49.362969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:49.370871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:49.371124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:52.376249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:52.380908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:52.384964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:52.388986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:52.389072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:55.395772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:55.402413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:55.408713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:55.412855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:55.412936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:18:58.420339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:18:58.425906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:18:58.430605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:18:58.435103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:18:58.435238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:01.440386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:01.445419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:01.450975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:01.455780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:01.455945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:04.461039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:04.465558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:04.470710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:04.474721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:04.474815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:07.480411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:07.486717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:07.492199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:07.497317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:07.497402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:10.503240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:10.507633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:10.511401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:10.516162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:10.516315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:13.522261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:13.526277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:13.530053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:13.533823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:13.533991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:16.539579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:16.544364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:16.549240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:16.553753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:16.553847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:19.562204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:19.568071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:19.573493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:19.578498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:19.578674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:22.583944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:22.588270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:22.593151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:22.597151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:22.597255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:25.603121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:25.607541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:25.611829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:25.615731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:25.615848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:28.624332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:28.628826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:28.633606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:28.638732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:28.638827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:31.645474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:31.651114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:31.654929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:31.660062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:31.660231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:34.665942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:34.670866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:34.675037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:34.679027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:34.679144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:37.684136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:37.688196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:37.691888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:37.695467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:37.695561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:40.704558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:40.708336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:40.711792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:40.715086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:40.715167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:43.721378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:43.725996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:43.731678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:43.736554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:43.736728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:46.742414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:46.746493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:46.750289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:46.754477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:46.754609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:49.759762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:49.763445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:49.767317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:49.771147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:49.771243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:52.778181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:52.783998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:52.788547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:52.792280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:52.792369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:55.798795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:55.803685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:55.808249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:55.812440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:55.812557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:19:58.818443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:19:58.822838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:19:58.826834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:19:58.830545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:19:58.830627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:01.837392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:01.842733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:01.847323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:01.851123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:01.851201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:04.857048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:04.861631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:04.865592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:04.869360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:04.869441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:07.875493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:07.880217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:07.884039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:07.888062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:07.888179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:10.894516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:10.899813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:10.904260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:10.908549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:10.908707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:13.914095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:13.918581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:13.923921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:13.928633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:13.928780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:16.932849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:16.936806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:16.941807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:16.945420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:16.945513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:19.951118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:19.955319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:19.958925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:19.962381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:19.962472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:22.966516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:22.970685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:22.974412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:22.978282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:22.978401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:25.985740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:25.991119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:25.995917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:25.999928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:26.000026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:29.006454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:29.010686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:29.015107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:29.019530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:29.019622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:32.025414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:32.035447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:32.039575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:32.044548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:32.044747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:35.051040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:35.055023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:35.059521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:35.064525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:35.064663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:38.072523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:38.077061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:38.081379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:38.085370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:38.085467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:41.131394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:41.137550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:41.143277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:41.148114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:41.148212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:44.152838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:44.187050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:44.222093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:44.225942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:44.226041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:47.231289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:47.235739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:47.243476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:47.247586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:47.247923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:50.253797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:50.258689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:50.264030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:50.272755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:50.272948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:53.278003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:53.282086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:53.286375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:53.290468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:53.290575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:56.294956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:56.299441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:56.303526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:56.307090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:56.307182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:20:59.311558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:20:59.315527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:20:59.319562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:20:59.323795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:20:59.323892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:02.329516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:02.335145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:02.340471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:02.345724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:02.345864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:05.351460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:05.355915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:05.360099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:05.363520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:05.363615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:08.369945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:08.374692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:08.378291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:08.382091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:08.382183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:11.387723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:11.392165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:11.397096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:11.402557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:11.402722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:14.408349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:14.413002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:14.417877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:14.423054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:14.423177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:17.428996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:17.434210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:17.439010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:17.443969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:17.444094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:20.451517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:20.455675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:20.459893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:20.463842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:20.463932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:23.469269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:23.474197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:23.478138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:23.482946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:23.483065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:26.490118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:26.497458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:26.501320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:26.504943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:26.505028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:29.509789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:29.513822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:29.518958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:29.523629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:29.523756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:32.528722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:32.533360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:32.537617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:32.541559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:32.541692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:35.546150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:35.549742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:35.553229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:35.556677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:35.556759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:38.562148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:38.566838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:38.571340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:38.575258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:38.575338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:41.584147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:41.590431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:41.596485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:41.602933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:41.603081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:44.608417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:44.613240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:44.620636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:44.624400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:44.624480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:47.629340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:47.633076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:47.637068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:47.641192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:47.641354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:50.650614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:50.654737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:50.658291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:50.661888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:50.661977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:53.667469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:53.671202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:53.674933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:53.679474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:53.679627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:56.686124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:56.691170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:56.696036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:56.700202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:56.700303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:21:59.708117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:21:59.713944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:21:59.718504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:21:59.725102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:21:59.725205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:02.730979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:02.736022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:02.739751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:02.744468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:02.744637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:05.749879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:05.753825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:05.757763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:05.761114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:05.761197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:08.767795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:08.772934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:08.777382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:08.781696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:08.781928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:11.788967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:11.793388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:11.797892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:11.802337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:11.802449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:14.808692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:14.812707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:14.816514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:14.820439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:14.820524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:17.826721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:17.831106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:17.835120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:17.839070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:17.839195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:20.844490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:20.848370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:20.852207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:20.855983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:20.856065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:23.862404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:23.867741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:23.872368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:23.876767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:23.876846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:26.883791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:26.891075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:26.898045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:26.903362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:26.903511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:29.908123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:29.912543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:29.917102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:29.920978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:29.921085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:32.926367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:32.931391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:32.935709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:32.939372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:32.939476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:35.944907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:35.949190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:35.953256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:35.957635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:35.957757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:38.963816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:38.968496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:38.972617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:38.976312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:38.976419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:41.982737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:41.988410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:41.993795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:41.998019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:41.998159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:45.002879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:45.007353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:45.011549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:45.015542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:45.015623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:48.020330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:48.024189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:48.028226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:48.032023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:48.032128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:51.037795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:51.042290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:51.046188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:51.049927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:51.050032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:54.055530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:54.060473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:54.065080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:54.069715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:54.069845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:22:57.075102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:22:57.079630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:22:57.083447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:22:57.372201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:22:57.372388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:00.379001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:00.384573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:00.389033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:00.393396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:00.393500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:03.399377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:03.403326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:03.406844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:03.411192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:03.411326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:06.415969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:06.420196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:06.425197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:06.429704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:06.429802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:09.434946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:09.441990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:09.446404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:09.450135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:09.450215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:12.457113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:12.463063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:12.467709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:12.471530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:12.471763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:15.477921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:15.482081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:15.486935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:15.493342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:15.493432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:18.498925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:18.503140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:18.509280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:18.513514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:18.513600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:21.519073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:21.523635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:21.528221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:21.532220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:21.532310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:24.540434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:24.547158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:24.553273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:24.559699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:24.559877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:27.566027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:27.570358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:27.574310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:27.578493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:27.578621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:30.584982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:30.589187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:30.593486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:30.597435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:30.597513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:33.604230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:33.608910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:33.613211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:33.617204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:33.617298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:36.622724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:36.626875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:36.630998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:36.634795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:36.634880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:39.641197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:39.645786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:39.649837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:39.656391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:39.656590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:42.663958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:42.668962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:42.673512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:42.677938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:42.678058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:45.684729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:45.690195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:45.694886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:45.698970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:45.699071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:48.704566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:48.708315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:48.712105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:48.715738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:48.715819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:51.721638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:51.726975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:51.731378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:51.735723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:51.735845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:54.741810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:54.747091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:54.751693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:54.755577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:54.755706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:23:57.762211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:23:57.768030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:23:57.772999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:23:57.777060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:23:57.777219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:00.783623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:00.787540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:00.793188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:00.798100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:00.798207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:03.804367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:03.808352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:03.812159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:03.816151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:03.816252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:06.822231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:06.828371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:06.833831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:06.838045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:06.838161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:09.845021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:09.848705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:09.852160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:09.855535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:09.855617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:12.860775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:12.866119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:12.870988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:12.875504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:12.875606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:15.880079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:15.883826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:15.887378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:15.890965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:15.891052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:18.897773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:18.902171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:18.906803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:18.910973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:18.911070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:21.916043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:21.919948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:21.923391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:21.927707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:21.927855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:24.934387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:24.938484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:24.942285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:24.946090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:24.946171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:27.953067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:27.957551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:27.961409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:27.965892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:27.966063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:30.970971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:30.975267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:30.979240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:30.983287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:30.983401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:33.988253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:33.992061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:33.995572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:33.999803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:33.999938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:37.005514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:37.009994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:37.014224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:37.018554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:37.018716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:40.024262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:40.029053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:40.033158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:40.036791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:40.036892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:43.044199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:43.048608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:43.052975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:43.057167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:43.057254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:46.063033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:46.067523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:46.071936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:46.076699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:46.076837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:49.081929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:49.085735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:49.089746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:49.094734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:49.094907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:52.100319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:52.105269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:52.109084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:52.113884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:52.114013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:55.120131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:55.124018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:55.127805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:55.131508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:55.131596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:24:58.333591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:24:58.369410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:24:58.406626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:24:58.411259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:24:58.411374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:01.419320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:01.424965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:01.430467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:01.439190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:01.439400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:04.446390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:04.451575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:04.457022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:04.462060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:04.462201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:07.468541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:07.473169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:07.477298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:07.482085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:07.482228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:10.487213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:10.491591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:10.498369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:10.505922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:10.506090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:13.511124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:13.515492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:13.519502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:13.523445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:13.523556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:16.528000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:16.532094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:16.536125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:16.540872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:16.540998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:19.546660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:19.555298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:19.559383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:19.564485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:19.564606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:22.569634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:22.573598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:22.577694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:22.581876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:22.581958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:25.587393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:25.592729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:25.597314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:25.602194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:25.602299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:28.607384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:28.614763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:28.621789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:28.626887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:28.627052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:31.632107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:31.636676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:31.641178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:31.645493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:31.645586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:34.651149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:34.656064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:34.660155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:34.663851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:34.663943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:37.669505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:37.673732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:37.677610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:37.681545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:37.681630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:40.685717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:40.690055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:40.693775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:40.697969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:40.698086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:43.703585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:43.707696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:43.711603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:43.715313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:43.715394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:46.720420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:46.724213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:46.728074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:46.732024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:46.732114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:49.736976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:49.741376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:49.745213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:49.749005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:49.749123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:52.755236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:52.759431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:52.763992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:52.768017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:52.768104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:55.772825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:55.776804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:55.780736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:55.784631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:55.784778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:25:58.789074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:25:58.793603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:25:58.798158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:25:58.802449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:25:58.802562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:01.808794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:01.813060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:01.816719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:01.821377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:01.821477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:04.825909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:04.830169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:04.833920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:04.837763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:04.837857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:07.843016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:07.846703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:07.850378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:07.853838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:07.853923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:10.859498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:10.863932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:10.867540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:10.871361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:10.871436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:13.878473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:13.883148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:13.887951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:13.892164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:13.892245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:16.900263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:16.904723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:16.909145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:16.914549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:16.914728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:19.920385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:19.925587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:19.931086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:19.936670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:19.936823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:22.942000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:22.945701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:22.949891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:22.953889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:22.953970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:25.960141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:25.965191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:25.970349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:25.975552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:25.975762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:28.981526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:28.986359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:28.991507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:28.996108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:28.996229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:32.002106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:32.006370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:32.009994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:32.014178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:32.014295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:35.020395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:35.024360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:35.027921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:35.032143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:35.032265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:38.037768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:38.043410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:38.048924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:38.054857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:38.055011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:41.059085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:41.062809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:41.066194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:41.069605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:41.069702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:44.075083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:44.079675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:44.084705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:44.090123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:44.090374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:47.095748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:47.101121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:47.105407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:47.110023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:47.110193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:50.114854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:50.119786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:50.124064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:50.128361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:50.128462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:53.133809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:53.137802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:53.141324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:53.144925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:53.145005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:56.151594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:56.155733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:56.159622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:56.163499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:56.163729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:26:59.172983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:26:59.180106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:26:59.185234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:26:59.190031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:26:59.190111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:02.195848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:02.199874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:02.203320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:02.206741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:02.206855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:05.212069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:05.216087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:05.220269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:05.224466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:05.224602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:08.229735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:08.233392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:08.236969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:08.240404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:08.240491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:11.247686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:11.252806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:11.257536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:11.261553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:11.261702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:14.267862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:14.272930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:14.277761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:14.282532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:14.282705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:17.289408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:17.293615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:17.297769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:17.301355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:17.301444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:20.306737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:20.311638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:20.316102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:20.320635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:20.320799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:23.326482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:23.330507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:23.335602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:23.340058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:23.340144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:26.345561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:26.349834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:26.354084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:26.358416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:26.358524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:29.363306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:29.367959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:29.373086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:29.378299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:29.378432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:32.385111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:32.389806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:32.393343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:32.397037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:32.397120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:35.403058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:35.408310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:35.412487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:35.417369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:35.417487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:38.423097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:38.427348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:38.432316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:38.436878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:38.436966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:41.442939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:41.448694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:41.453080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:41.457635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:41.457762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:44.462816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:44.466506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:44.471123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:44.475097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:44.475179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:47.481520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:47.487104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:47.491794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:47.496138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:47.496280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:50.501675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:50.505518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:50.509427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:50.512906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:50.512985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:53.518325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:53.522422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:53.526040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:53.529465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:53.529543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:56.534271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:56.538056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:56.541840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:56.545744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:56.545826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:27:59.553279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:27:59.558709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:27:59.563226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:27:59.568159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:27:59.568267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:02.575177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:02.580698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:02.587074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:02.593157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:02.593482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:05.600555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:05.605021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:05.608872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:05.612436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:05.612524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:08.619391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:08.625435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:08.630268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:08.634088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:08.634169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:11.639248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:11.643063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:11.646776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:11.650548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:11.650668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:14.657363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:14.661922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:14.666001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:14.670264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:14.670387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:17.676457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:17.681382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:17.686310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:17.690699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:17.690796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:20.698634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:20.705627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:20.713614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:20.721047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:20.721289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:23.727070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:23.732500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:23.739183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:23.744339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:23.744473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:26.750838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:26.755385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:26.760696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:26.764799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:26.764886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:29.771626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:29.782940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:29.788456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:29.793200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:29.793310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:32.798025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:32.802423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:32.806214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:32.809910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:32.809998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:35.816220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:35.821149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:35.825727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:35.830215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:35.830323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:38.835136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:38.838967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:38.842429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:38.845825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:38.845906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:41.850887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:41.854610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:41.858477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:41.861963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:41.862072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:44.868272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:44.872234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:44.876906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:44.881932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:44.882040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:47.886863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:47.891266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:47.896123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:47.900027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:47.900121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:50.905078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:50.910488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:50.914764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:50.918418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:50.918523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:53.923040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:53.926944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:53.931137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:53.935409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:53.935517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:56.940228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:56.944399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:56.948455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:56.952474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:56.952583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:28:59.957998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:28:59.962412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:28:59.966525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:28:59.971213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:28:59.971387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:02.977356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:02.983293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:02.992391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:02.998510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:02.998742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:06.003796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:06.007917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:06.011563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:06.015133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:06.015206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:09.024894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:09.030272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:09.035389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:09.040552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:09.040729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:12.045618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:12.049631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:12.053601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:12.057374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:12.057458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:15.063918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:15.068423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:15.072483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:15.076336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:15.076430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:18.083083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:18.087730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:18.092293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:18.097468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:18.097594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:21.102244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:21.106506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:21.110138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:21.113979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:21.114088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:24.120615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:24.124834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:24.128994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:24.134011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:24.134167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:27.139973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:27.144148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:27.148567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:27.152810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:27.153104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:30.360443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:30.395810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:30.431389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:30.435216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:30.435324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:33.441528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:33.447792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:33.452848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:33.456905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:33.457028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:36.462405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:36.467146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:36.471841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:36.476594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:36.476738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:39.481924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:39.485892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:39.490408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:39.495615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:39.495777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:42.501717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:42.505637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:42.509081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:42.512503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:42.512581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:45.519611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:45.524454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:45.529810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:45.534548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:45.534740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:48.540111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:48.544270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:48.547993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:48.552037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:48.552124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:51.561299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:51.565964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:51.570350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:51.574557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:51.574697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:54.581742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:54.586792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:54.591852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:54.596930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:54.597127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:29:57.603210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:29:57.608791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:29:57.613619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:29:57.618009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:29:57.618122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:00.624947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:00.630048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:00.634910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:00.638808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:00.638901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:03.644544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:03.648604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:03.652773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:03.656670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:03.656775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:06.663017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:06.669089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:06.673915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:06.677853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:06.677977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:09.683030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:09.687403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:09.691368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:09.695439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:09.695561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:12.701387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:12.705706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:12.709373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:12.712859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:12.712937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:15.718259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:15.722048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:15.725660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:15.729322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:15.729407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:18.735359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:18.739763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:18.743665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:18.747610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:18.747716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:21.757365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:21.763075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:21.768176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:21.773153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:21.773325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:24.779765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:24.784206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:24.788159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:24.791855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:24.791963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:27.797093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:27.801423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:27.805301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:27.809028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:27.809115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:30.814438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:30.819013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:30.823624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:30.827669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:30.827789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:33.832045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:33.836246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:33.840578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:33.844219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:33.844321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:36.849039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:36.852540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:36.856011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:36.859725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:36.859803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:39.866873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:39.872076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:39.877593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:39.882571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:39.882732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:42.918343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:42.922514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:42.927133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:42.931792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:42.931886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:45.936944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:45.972851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:46.009414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:46.014767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:46.014898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:49.019753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:49.026303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:49.030905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:49.035753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:49.035889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:52.044268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:52.050138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:52.055806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:52.060520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:52.060734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:55.066682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:55.071294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:55.076408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:55.080907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:55.081013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:30:58.091551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:30:58.098489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:30:58.106338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:30:58.113828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:30:58.113999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:01.125436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:01.134357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:01.235195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:01.240977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:01.241143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:04.250789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:04.256590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:04.262098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:04.267847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:04.268179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:07.274503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:07.279583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:07.284568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:07.289816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:07.290103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:10.295391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:10.299828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:10.305526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:10.310209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:10.310311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:13.315714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:13.321537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:13.326228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:13.330998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:13.331107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:16.336689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:16.341101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:16.344709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:16.348942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:16.349057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:19.354746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:19.359324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:19.364277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:19.370207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:19.370376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:22.376609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:22.380449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:22.384881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:22.388892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:22.389322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:25.396158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:25.400520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:25.404855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:25.408788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:25.408885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:28.414429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:28.418322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:28.422260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:28.426277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:28.426367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:31.432883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:31.439013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:31.445496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:31.449804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:31.449928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:34.455171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:34.459854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:34.463593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:34.467977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:34.468065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:37.473985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:37.478106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:37.481979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:37.486353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:37.486501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:40.492955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:40.497244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:40.501172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:40.504927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:40.505028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:43.511116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:43.516609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:43.520826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:43.524402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:43.524488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:46.530542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:46.534373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:46.537999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:46.541597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:46.541717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:49.547892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:49.551912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:49.555748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:49.559569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:49.559800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:52.566534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:52.571097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:52.575721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:52.579307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:52.579493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:55.585609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:55.589817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:55.593810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:55.597971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:55.598084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:31:58.604967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:31:58.610137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:31:58.614352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:31:58.617985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:31:58.618077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:01.624393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:01.628855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:01.633737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:01.637502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:01.637600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:04.642968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:04.647848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:04.652811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:04.658166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:04.658287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:07.663683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:07.667997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:07.671923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:07.675906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:07.676010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:10.681406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:10.685196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:10.689038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:10.693494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:10.693605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:13.700308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:13.705329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:13.710198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:13.714418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:13.714510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:16.721355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:16.726747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:16.732932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:16.738567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:16.738718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:19.743900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:19.747967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:19.752223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:19.756105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:19.756192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:22.761629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:22.766337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:22.771262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:22.776058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:22.776209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:25.782149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:25.786061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:25.790231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:25.794199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:25.794294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:28.801027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:28.806609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:28.812092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:28.817337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:28.817474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:31.822887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:31.827551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:31.832473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:31.836562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:31.836689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:34.841246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:34.845205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:34.850569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:34.855347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:34.855473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:37.860197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:37.863865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:37.867342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:37.870862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:37.870941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:40.875672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:40.879719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:40.883451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:40.887278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:40.887396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:43.892358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:43.896487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:43.901109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:43.905474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:43.905565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:46.909797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:46.913729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:46.918379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:46.922953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:46.923070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:49.928325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:49.933014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:49.940336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:49.946108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:49.946216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:52.952465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:52.957774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:52.962196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:52.966556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:52.966728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:55.971797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:55.976362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:55.980103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:55.983541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:55.983632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:32:58.994556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:32:59.000442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:32:59.007456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:32:59.012527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:32:59.012623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:02.302550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:02.312983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:02.348064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:02.352207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:02.352293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:05.357395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:05.361856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:05.365829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:05.369953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:05.370053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:08.376100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:08.381047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:08.386536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:08.392711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:08.392809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:11.398639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:11.403467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:11.408086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:11.414079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:11.414360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:14.419325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:14.423242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:14.428569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:14.432779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:14.432889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:17.441361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:17.447199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:17.451417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:17.455434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:17.455542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:20.459929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:20.464529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:20.469005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:20.473908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:20.474031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:23.479730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:23.485035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:23.490483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:23.495971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:23.496125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:26.501986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:26.506999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:26.511809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:26.516420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:26.516548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:29.524994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:29.529448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:29.533807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:29.538167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:29.538263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:32.543210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:32.548169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:32.552940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:32.557158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:32.557259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:35.561850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:35.566115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:35.569724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:35.573343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:35.573420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:38.578850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:38.583726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:38.588329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:38.593534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:38.593630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:41.599966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:41.606254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:41.610516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:41.614853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:41.614992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:44.621412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:44.627366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:44.631864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:44.635592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:44.635709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:47.641891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:47.648866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:47.654431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:47.658860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:47.658963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:50.663127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:50.667564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:50.671525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:50.675593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:50.675732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:53.681323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:53.686103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:53.689734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:53.693689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:53.693777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:56.699406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:56.703735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:56.708109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:56.712016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:56.712134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:33:59.717217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:33:59.721868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:33:59.726223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:33:59.730561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:33:59.730707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:02.737608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:02.742997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:02.747949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:02.752261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:02.752402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:05.757664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:05.762130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:05.765992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:05.769542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:05.769626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:08.776254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:08.782780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:08.787464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:08.791203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:08.791284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:11.795535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:11.800545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:11.805127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:11.809865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:11.809982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:14.814777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:14.819042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:14.823016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:14.827971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:14.828087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:17.833461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:17.837628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:17.844949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:17.848659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:17.848754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:20.855064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:20.859934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:20.864481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:20.869575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:20.869718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:23.874916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:23.880091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:23.884750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:23.889834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:23.889948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:26.894750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:26.899031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:26.903289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:26.907718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:26.907815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:29.912370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:29.916557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:29.920790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:29.924735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:29.924842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:32.930807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:32.936850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:32.942593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:32.947353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:32.947493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:35.954179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:35.959894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:35.965449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:35.970150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:35.970299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:38.977070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:38.982202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:38.987530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:38.992072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:38.992179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:41.997479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:42.002381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:42.006951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:42.010926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:42.011038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:45.016110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:45.021054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:45.025845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:45.030116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:45.030232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:48.034715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:48.038974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:48.042811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:48.046350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:48.046432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:51.056144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:51.059979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:51.063441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:51.066864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:51.066946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:54.072423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:54.077585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:54.082393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:54.086904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:54.087054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:34:57.092738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:34:57.097273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:34:57.101146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:34:57.105064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:34:57.105222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:00.111627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:00.116838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:00.120978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:00.125007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:00.125121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:03.330416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:03.366847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:03.402573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:03.407496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:03.407623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:06.412767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:06.417090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:06.421586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:06.425497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:06.425574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:09.430910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:09.435396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:09.440493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:09.445531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:09.445739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:12.451866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:12.456308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:12.460567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:12.464705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:12.465103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:15.471107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:15.475976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:15.483134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:15.489431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:15.489577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:18.497331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:18.504668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:18.510793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:18.517595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:18.518429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:21.525306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:21.531227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:21.536666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:21.542341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:21.542478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:24.548427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:24.553209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:24.556943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:24.560980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:24.561076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:27.565399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:27.569873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:27.574470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:27.581833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:27.581966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:30.588185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:30.592831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:30.597465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:30.601550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:30.601697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:33.608419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:33.614248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:33.619710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:33.624228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:33.624345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:36.630049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:36.634860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:36.642735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:36.648852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:36.649263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:39.655961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:39.660917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:39.665790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:39.673480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:39.673602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:42.678842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:42.683086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:42.686702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:42.690174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:42.690256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:45.696030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:45.704422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:45.709604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:45.715046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:45.715167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:48.720620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:48.724634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:48.728384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:48.731888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:48.731966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:51.738111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:51.743867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:51.750200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:51.756691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:51.756876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:54.762591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:54.768990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:54.774758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:54.781191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:54.781314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:35:57.788360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:35:57.793462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:35:57.799266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:35:57.804025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:35:57.804145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:00.811373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:00.816362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:00.820238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:00.823969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:00.824054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:03.831845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:03.838269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:03.844104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:03.848844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:03.848951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:06.853167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:06.856790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:06.863183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:06.866681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:06.866771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:09.871816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:09.876113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:09.880228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:09.884507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:09.884619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:12.890033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:12.895589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:12.900942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:12.905998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:12.906128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:15.913098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:15.918859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:15.923241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:15.929567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:15.929732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:18.935753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:18.940088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:18.944179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:18.948346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:18.948440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:21.953602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:21.957437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:21.961180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:21.964783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:21.964872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:24.970476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:24.974974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:24.979441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:24.984634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:24.984835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:27.990843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:27.995411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:27.999498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:28.004456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:28.004614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:31.009262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:31.013264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:31.021812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:31.026124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:31.026241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:34.031133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:34.035442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:34.039546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:34.043315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:34.043417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:37.047809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:37.051665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:37.055388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:37.060061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:37.060185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:40.066605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:40.071017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:40.075303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:40.079042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:40.079141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:43.084420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:43.088694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:43.092862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:43.096886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:43.097007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:46.102489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:46.106791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:46.111600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:46.116838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:46.116944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:49.121572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:49.125244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:49.128908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:49.132500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:49.132587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:52.138458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:52.142331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:52.146762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:52.150858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:52.150943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:55.156637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:55.162151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:55.167525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:55.172772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:55.172936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:36:58.180940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:36:58.185760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:36:58.192216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:36:58.196869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:36:58.196976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:01.203980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:01.209035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:01.214392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:01.219248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:01.219397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:04.225035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:04.230198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:04.234955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:04.239826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:04.239938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:07.245042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:07.249991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:07.254364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:07.259201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:07.259358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:10.265064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:10.269521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:10.274369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:10.279279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:10.279429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:13.285362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:13.290573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:13.295034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:13.300100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:13.300290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:16.306122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:16.311013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:16.315083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:16.318782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:16.318865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:19.326282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:19.332804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:19.337442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:19.341798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:19.341897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:22.347176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:22.351886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:22.355944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:22.360159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:22.360304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:25.365929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:25.370209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:25.374502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:25.378879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:25.379190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:28.385215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:28.389516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:28.393576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:28.397623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:28.397747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:31.402814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:31.406943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:31.410678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:31.414204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:31.414286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:34.422278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:34.426877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:34.431164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:34.434752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:34.434845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:37.442260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:37.447343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:37.451288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:37.455473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:37.455586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:40.460177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:40.464751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:40.468241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:40.471665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:40.471747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:43.478087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:43.483327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:43.489529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:43.493981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:43.494198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:46.501013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:46.505219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:46.510851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:46.516537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:46.516757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:49.523626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:49.530004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:49.536413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:49.542858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:49.543036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:52.550250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:52.554667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:52.558613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:52.562929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:52.563108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:55.569691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:55.573969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:55.577851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:55.581560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:55.581684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:37:58.586966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:37:58.591075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:37:58.595341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:37:58.599571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:37:58.599687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:01.607116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:01.612761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:01.618253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:01.622783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:01.622924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:04.629444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:04.634846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:04.639127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:04.642455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:04.642536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:07.649007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:07.654949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:07.659979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:07.663864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:07.663959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:10.668904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:10.675793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:10.680682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:10.684911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:10.684993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:13.691025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:13.695348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:13.699080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:13.702710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:13.702793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:16.709245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:16.714327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:16.719864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:16.724327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:16.724439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:19.730565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:19.734535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:19.738336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:19.742522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:19.742682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:22.749022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:22.753314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:22.758917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:22.763580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:22.763716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:25.769885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:25.773829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:25.778347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:25.782386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:25.782469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:28.788529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:28.793166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:28.797407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:28.801002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:28.801094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:31.809779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:31.814207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:31.819475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:31.824204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:31.824888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:34.830992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:34.836711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:34.845748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:34.849728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:34.849831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:37.856078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:37.859942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:37.863798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:37.868563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:37.868725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:40.875021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:40.879954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:40.884586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:40.889890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:40.890015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:43.895514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:43.899335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:43.904144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:43.909150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:43.909297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:46.914169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:46.917772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:46.921207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:46.925399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:46.925521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:49.931329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:49.935621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:49.939741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:49.944525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:49.944744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:52.951087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:52.955746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:52.960126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:52.964354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:52.964503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:55.972735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:55.977604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:55.982808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:55.987672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:55.987926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:38:58.995998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:38:59.000954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:38:59.005461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:38:59.009621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:38:59.009733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:02.014500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:02.018637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:02.023292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:02.028304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:02.028436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:05.034574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:05.038755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:05.042635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:05.046093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:05.046168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:08.052155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:08.056853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:08.061457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:08.066281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:08.066399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:11.073308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:11.079022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:11.083684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:11.088297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:11.088445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:14.095934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:14.105737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:14.111566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:14.118586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:14.118901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:17.123892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:17.127609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:17.131609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:17.135134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:17.135215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:20.140819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:20.145751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:20.150746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:20.155379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:20.155486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:23.160248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:23.163958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:23.167414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:23.171702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:23.171842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:26.177418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:26.181279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:26.184901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:26.189621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:26.189801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:29.197901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:29.203502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:29.207601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:29.211511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:29.211630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:32.218312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:32.223606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:32.231628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:32.236502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:32.236688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:35.242289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:35.248016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:35.252974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:35.256893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:35.256977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:38.263078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:38.267630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:38.272148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:38.276510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:38.276610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:41.283204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:41.288273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:41.291995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:41.295939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:41.296041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:44.302040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:44.306483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:44.310297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:44.313828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:44.313930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:47.321335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:47.327209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:47.333142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:47.339128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:47.339287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:50.346299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:50.350948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:50.354544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:50.358379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:50.358545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:53.365575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:53.375243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:53.381067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:53.385968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:53.386058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:56.390993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:56.395155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:56.399574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:56.404436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:56.404557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:39:59.410870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:39:59.415263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:39:59.420937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:39:59.425593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:39:59.425732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:02.431753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:02.437069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:02.442918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:02.447986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:02.448128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:05.453987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:05.459171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:05.463699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:05.467138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:05.467219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:08.474246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:08.478475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:08.482129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:08.485851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:08.485933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:11.491528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:11.495533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:11.500073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:11.504548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:11.504737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:14.510008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:14.513748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:14.517929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:14.521688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:14.521774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:17.526682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:17.531071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:17.534900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:17.539397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:17.539531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:20.546323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:20.551346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:20.555851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:20.559567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:20.559682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:23.564400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:23.568632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:23.572822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:23.577047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:23.577156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:26.582455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:26.586484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:26.590416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:26.594528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:26.594623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:29.602132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:29.609317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:29.614323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:29.620540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:29.620893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:32.627910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:32.632794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:32.637013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:32.641909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:32.642012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:35.647521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:35.653894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:35.659959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:35.664372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:35.664493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:38.671259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:38.674997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:38.678858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:38.682399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:38.682483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:41.687570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:41.691864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:41.696521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:41.700096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:41.700195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:44.735774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:44.739961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:44.744111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:44.747830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:44.747928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:47.752878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:47.787480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:47.822443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:47.826238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:47.826318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:50.831255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:50.835843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:50.840009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:50.843732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:50.843820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:53.850023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:53.853533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:53.857185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:53.862203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:53.862360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:56.868696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:56.872841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:56.876271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:56.879710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:56.879784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:40:59.884925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:40:59.889614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:40:59.893177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:40:59.896491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:40:59.896569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:02.903898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:02.909839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:02.914569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:02.918369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:02.918457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:05.924176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:05.929727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:05.935035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:05.940032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:05.940138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:08.945251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:08.949506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:08.953636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:08.959257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:08.959391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:11.966230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:11.970860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:11.974377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:11.978979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:11.979114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:14.984823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:14.989124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:14.993307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:14.997255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:14.997338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:18.003086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:18.007010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:18.010840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:18.014401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:18.014485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:21.020664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:21.024334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:21.028135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:21.031893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:21.031976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:24.038038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:24.042417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:24.046226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:24.050148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:24.050310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:27.057862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:27.063344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:27.068818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:27.073673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:27.073812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:30.080783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:30.084495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:30.087895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:30.091240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:30.091335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:33.096966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:33.101074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:33.106636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:33.110519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:33.110607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:36.116936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:36.122355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:36.127878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:36.132549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:36.132698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:39.137837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:39.141878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:39.146084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:39.150110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:39.150225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:42.154984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:42.158707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:42.162100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:42.165774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:42.165862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:45.170867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:45.175001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:45.179433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:45.183564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:45.183700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:48.188173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:48.192263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:48.196611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:48.200820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:48.200924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:51.207862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:51.213334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:51.217487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:51.221947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:51.222046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:54.228383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:54.234379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:54.239077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:54.243920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:54.244033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:41:57.248822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:41:57.252517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:41:57.256181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:41:57.259791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:41:57.259872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:00.265379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:00.269150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:00.272937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:00.277274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:00.277365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:03.284286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:03.289622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:03.294168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:03.298703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:03.298819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:06.305944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:06.313718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:06.322666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:06.329061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:06.329176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:09.333401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:09.337399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:09.341998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:09.345905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:09.345997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:12.351151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:12.355985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:12.360202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:12.364276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:12.364370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:15.370813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:15.377337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:15.383621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:15.388546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:15.388776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:18.394907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:18.405240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:18.409898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:18.413880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:18.413980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:21.419067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:21.423335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:21.427676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:21.431466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:21.431546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:24.436871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:24.442107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:24.445956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:24.450263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:24.450385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:27.456173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:27.460515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:27.465179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:27.469616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:27.469763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:30.474782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:30.479153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:30.483412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:30.487307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:30.487397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:33.493543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:33.497928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:33.502244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:33.506182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:33.506287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:36.512202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:36.517090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:36.521999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:36.526083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:36.526186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:39.530745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:39.534141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:39.537548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:39.540911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:39.540989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:42.547144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:42.552681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:42.558348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:42.562449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:42.562575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:45.569452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:45.574217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:45.578404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:45.582193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:45.582282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:48.587661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:48.592108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:48.596419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:48.600420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:48.600520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:51.607094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:51.611961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:51.616906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:51.621575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:51.621688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:54.627475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:54.633266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:54.638063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:54.642889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:54.643005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:42:57.648542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:42:57.653513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:42:57.658522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:42:57.662901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:42:57.662998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:00.668620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:00.673497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:00.677908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:00.682157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:00.682270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:03.689368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:03.694673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:03.699192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:03.703422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:03.703540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:06.713188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:06.718361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:06.723361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:06.727295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:06.727384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:09.731812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:09.735916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:09.740011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:09.743621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:09.743729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:12.748441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:12.752840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:12.757246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:12.761188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:12.761300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:15.767000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:15.770670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:15.774222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:15.777982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:15.778058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:18.785170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:18.789275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:18.793273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:18.797228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:18.797338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:21.802948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:21.808403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:21.812825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:21.816318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:21.816455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:24.827570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:24.832903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:24.837478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:24.841936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:24.842034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:27.847725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:27.852063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:27.856292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:27.860522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:27.860611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:30.867347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:30.871472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:30.875239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:30.879494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:30.879681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:33.885630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:33.890552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:33.895105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:33.898832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:33.898919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:36.904357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:36.909075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:36.914956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:36.920404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:36.920571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:39.926142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:39.931303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:39.935928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:39.940608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:39.940733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:42.947002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:42.951275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:42.956111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:42.961185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:42.961322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:45.967816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:45.972554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:45.977371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:45.981770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:45.981866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:48.988852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:48.993305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:48.998599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:49.002830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:49.002941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:52.009054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:52.014423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:52.018533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:52.022555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:52.022702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:55.028444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:55.033080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:55.037787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:55.042315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:55.042426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:43:58.048409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:43:58.052574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:43:58.056309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:43:58.060151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:43:58.060233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:01.067469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:01.071977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:01.075805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:01.080001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:01.080143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:04.086615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:04.098216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:04.102381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:04.106420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:04.106515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:07.315714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:07.352802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:07.358587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:07.362869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:07.362965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:10.367741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:10.372262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:10.376564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:10.380903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:10.380991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:13.387130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:13.392261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:13.396159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:13.401001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:13.401188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:16.409590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:16.415465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:16.421112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:16.427271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:16.427471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:19.433296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:19.437888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:19.442087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:19.446248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:19.446355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:22.452348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:22.456242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:22.460360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:22.464443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:22.464529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:25.469513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:25.474110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:25.479020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:25.483723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:25.483988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:28.490282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:28.494133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:28.497503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:28.501336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:28.501418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:31.505995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:31.509731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:31.513554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:31.517577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:31.517749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:34.522774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:34.527922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:34.532625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:34.537259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:34.537365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:37.543599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:37.548391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:37.556929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:37.560792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:37.560885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:40.566046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:40.570285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:40.574390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:40.578357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:40.578462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:43.584178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:43.587836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:43.591247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:43.595145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:43.595240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:46.601121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:46.606275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:46.621002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:46.630211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:46.630407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:49.637994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:49.643895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:49.649640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:49.654459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:49.654693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:52.661569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:52.665701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:52.669311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:52.672868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:52.672963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:55.678223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:55.682740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:55.687002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:55.690917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:55.691022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:44:58.696697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:44:58.702105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:44:58.707378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:44:58.711560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:44:58.711659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:01.718342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:01.722440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:01.726294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:01.730062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:01.730210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:04.736894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:04.742150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:04.746859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:04.756430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:04.756608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:07.763472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:07.768726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:07.774039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:07.779171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:07.779316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:10.785945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:10.790467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:10.794437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:10.798023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:10.798115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:13.802815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:13.806769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:13.811033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:13.814630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:13.814857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:16.820786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:16.825915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:16.833866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:16.837429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:16.837520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:19.841753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:19.845668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:19.849530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:19.854998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:19.855138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:22.859690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:22.864344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:22.868241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:22.872299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:22.872418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:25.878292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:25.883613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:25.888019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:25.892005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:25.892225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:28.897967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:28.902088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:28.906131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:28.910905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:28.911030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:31.915697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:31.919762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:31.923369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:31.927265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:31.927358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:34.932612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:34.936849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:34.943782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:34.947919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:34.948021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:37.954630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:37.959939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:37.964795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:37.969602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:37.969726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:40.975796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:40.980345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:40.984673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:40.989014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:40.989132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:43.994274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:43.998219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:44.002153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:44.007168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:44.007304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:47.013796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:47.019954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:47.025888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:47.031306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:47.031420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:50.036590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:50.042144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:50.047624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:50.052133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:50.052256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:53.057620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:53.061378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:53.065713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:53.069559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:53.069679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:56.076490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:56.082115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:56.087542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:56.093364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:56.093610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:45:59.101629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:45:59.106772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:45:59.112015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:45:59.117065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:45:59.117174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:02.122691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:02.126906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:02.130849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:02.134771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:02.134881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:05.139977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:05.144194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:05.148616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:05.152894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:05.152993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:08.355285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:08.392452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:08.428342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:08.433328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:08.433483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:11.437749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:11.442258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:11.447291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:11.451269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:11.451353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:14.458542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:14.464199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:14.469255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:14.474683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:14.475162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:17.482032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:17.490260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:17.496928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:17.502376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:17.502513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:20.507493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:20.512582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:20.516888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:20.521913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:20.522036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:23.527721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:23.531774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:23.536406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:23.540509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:23.540684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:26.546883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:26.551500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:26.557214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:26.561267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:26.561350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:29.566336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:29.569981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:29.573454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:29.577450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:29.577545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:32.584037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:32.587973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:32.592114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:32.596797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:32.596949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:35.601842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:35.605899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:35.610028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:35.614786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:35.614879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:38.620501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:38.625011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:38.629376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:38.634274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:38.634569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:41.640626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:41.644860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:41.650169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:41.655677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:41.655856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:44.665617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:44.669717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:44.674549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:44.679227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:44.679342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:47.684144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:47.688334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:47.691824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:47.695824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:47.695912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:50.700759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:50.705054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:50.709550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:50.714257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:50.714386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:53.720092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:53.724408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:53.728277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:53.731881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:53.731961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:56.736897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:56.740682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:56.744165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:56.748380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:56.748522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:46:59.754060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:46:59.757970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:46:59.762770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:46:59.767295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:46:59.767386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:02.774066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:02.779391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:02.784461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:02.789915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:02.790072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:05.795510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:05.803521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:05.808889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:05.814037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:05.814170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:08.823604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:08.835814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:08.844750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:08.851712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:08.851942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:11.856272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:11.860177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:11.863877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:11.867660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:11.867759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:14.872488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:14.877427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:14.883424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:14.889781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:14.890119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:17.894727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:17.898557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:17.902410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:17.906535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:17.906665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:20.913108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:20.918002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:20.923376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:20.928243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:20.928355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:23.935013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:23.939704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:23.943568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:23.947745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:23.947988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:26.953625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:26.958693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:26.963282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:26.966947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:26.967049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:29.973277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:29.978770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:29.982853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:29.986304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:29.986390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:32.993113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:32.997704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:33.001836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:33.007210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:33.007366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:36.014798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:36.021595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:36.026559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:36.031189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:36.031293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:39.037423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:39.042199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:39.046514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:39.230309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:39.231076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:42.237468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:42.241187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:42.244979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:42.248861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:42.248959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:45.254662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:45.259863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:45.264972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:45.269070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:45.269153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:48.275229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:48.279074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:48.282596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:48.285987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:48.286067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:51.291388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:51.295508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:51.299150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:51.302822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:51.302921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:54.308486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:54.312698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:54.316601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:54.321046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:54.321168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:47:57.328589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:47:57.333856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:47:57.338575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:47:57.342728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:47:57.342833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:00.348046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:00.352294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:00.356944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:00.361123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:00.361219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:03.366744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:03.370723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:03.374456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:03.378086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:03.378176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:06.384957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:06.389122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:06.392864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:06.396458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:06.396546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:09.402690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:09.407097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:09.412295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:09.416540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:09.416681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:12.422539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:12.426405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:12.430871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:12.434919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:12.435013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:15.441936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:15.446285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:15.450476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:15.456034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:15.456214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:18.461356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:18.465084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:18.468711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:18.472252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:18.472339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:21.478523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:21.483625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:21.488246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:21.493372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:21.493553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:24.500844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:24.505414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:24.509780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:24.513505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:24.513592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:27.519048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:27.523531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:27.527344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:27.531585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:27.531701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:30.537859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:30.542127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:30.546188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:30.550585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:30.550708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:33.555879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:33.559785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:33.563504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:33.567542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:33.567637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:36.572776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:36.577311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:36.582049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:36.586368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:36.586490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:39.593389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:39.598537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:39.603958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:39.609345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:39.609532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:42.615134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:42.620565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:42.624911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:42.630139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:42.630315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:45.634977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:45.638720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:45.642172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:45.645763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:45.645847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:48.653108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:48.658469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:48.663994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:48.668274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:48.668358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:51.674946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:51.679559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:51.684355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:51.688793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:51.688915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:54.694530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:54.698449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:54.703260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:54.707591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:54.707715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:48:57.715250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:48:57.720745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:48:57.726058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:48:57.732234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:48:57.732433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:00.737334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:00.742776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:00.747277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:00.751053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:00.751140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:03.756220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:03.759933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:03.763893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:03.767710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:03.767797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:06.773441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:06.779506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:06.786449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:06.792092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:06.792403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:09.798440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:09.803115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:09.807545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:09.811194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:09.811278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:12.817725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:12.822678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:12.826295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:12.829957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:12.830043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:15.836038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:15.839988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:15.844182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:15.848524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:15.848610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:18.854717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:18.859388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:18.864040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:18.868564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:18.868741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:21.875966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:21.881762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:21.886816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:21.893714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:21.893972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:24.901380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:24.906733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:24.911393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:24.915697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:24.915831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:27.922993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:27.927578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:27.932408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:27.936719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:27.936809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:30.943157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:30.947444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:30.951538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:30.955191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:30.955280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:33.961463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:33.965611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:33.969973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:33.974771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:33.974925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:36.980235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:36.984122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:36.988507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:36.992596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:36.992720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:39.997900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:40.002487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:40.007435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:40.011192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:40.011275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:43.015923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:43.021165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:43.026060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:43.031598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:43.031798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:46.039673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:46.046668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:46.059116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:46.066061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:46.066589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:49.072639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:49.077567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:49.082335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:49.091561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:49.091755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:52.098874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:52.104336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:52.109303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:52.113151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:52.113248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:55.117757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:55.121474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:55.125625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:55.129608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:55.129707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:49:58.136065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:49:58.142171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:49:58.147430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:49:58.152279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:49:58.152412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:01.161039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:01.165531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:01.169432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:01.173385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:01.173497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:04.178118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:04.182018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:04.185672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:04.189260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:04.189346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:07.194479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:07.198222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:07.201808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:07.205528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:07.205616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:10.212822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:10.219028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:10.224212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:10.228718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:10.228822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:13.235580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:13.240698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:13.245296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:13.249799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:13.249879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:16.256725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:16.263253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:16.269343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:16.274679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:16.274797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:19.280376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:19.284094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:19.287744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:19.291145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:19.291224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:22.296123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:22.300322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:22.304023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:22.307714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:22.307797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:25.314773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:25.319513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:25.323417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:25.331833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:25.331951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:28.338190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:28.343392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:28.348383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:28.352307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:28.352388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:31.359188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:31.364230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:31.369183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:31.373188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:31.373271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:34.378989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:34.383915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:34.389954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:34.394738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:34.394881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:37.401462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:37.405618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:37.409538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:37.413247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:37.413326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:40.419130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:40.424085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:40.428777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:40.433861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:40.434035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:43.441541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:43.446743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:43.451849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:43.456078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:43.456187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:46.494515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:46.499503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:46.504438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:46.508775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:46.508875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:49.514816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:49.549610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:49.584831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:49.588697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:49.588778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:52.593193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:52.596739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:52.600329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:52.603893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:52.603978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:55.609250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:55.614446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:55.622469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:55.626360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:55.626442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:50:58.631754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:50:58.636420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:50:58.641004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:50:58.645097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:50:58.645182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:01.651753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:01.661052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:01.667528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:01.673326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:01.673475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:04.678054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:04.681568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:04.685316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:04.688870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:04.688959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:07.693947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:07.698478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:07.702557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:07.707078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:07.707189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:10.712600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:10.717462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:10.721795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:10.725168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:10.725248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:13.731735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:13.736133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:13.740513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:13.745787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:13.745877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:16.754179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:16.760097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:16.765875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:16.770991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:16.771097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:19.776864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:19.781363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:19.787992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:19.792236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:19.792368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:22.801558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:22.805962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:22.811204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:22.815605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:22.815710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:25.820939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:25.824785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:25.828337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:25.832320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:25.832393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:28.838120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:28.843016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:28.847797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:28.852738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:28.852849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:31.859423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:31.864076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:31.869295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:31.873188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:31.873290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:34.879158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:34.883019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:34.886689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:34.890253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:34.890334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:37.894987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:37.898784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:37.902404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:37.907624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:37.907786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:40.913970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:40.918807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:40.923155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:40.927437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:40.927533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:43.933244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:43.937719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:43.942186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:43.946301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:43.946395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:46.953177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:46.959455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:46.965511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:46.970119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:46.970278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:49.976024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:49.986894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:49.991597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:49.995828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:49.995922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:53.000891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:53.004600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:53.008565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:53.012318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:53.012399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:56.017885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:56.022576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:56.027428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:56.031918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:56.032033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:51:59.038497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:51:59.042727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:51:59.046994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:51:59.052152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:51:59.052269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:02.058367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:02.063523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:02.068514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:02.072561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:02.072682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:05.079229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:05.083087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:05.088097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:05.092509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:05.092600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:08.098639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:08.103082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:08.107155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:08.110747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:08.110828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:11.311218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:11.316902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:11.322512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:11.327793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:11.327956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:14.332856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:14.336611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:14.340429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:14.344543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:14.344628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:17.350727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:17.355335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:17.361305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:17.366586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:17.366757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:20.372200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:20.377210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:20.382131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:20.386638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:20.386763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:23.391354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:23.396223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:23.404967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:23.408707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:23.408789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:26.415715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:26.421175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:26.425844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:26.429728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:26.429809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:29.435289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:29.439714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:29.444630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:29.450638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:29.450835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:32.455728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:32.459697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:32.464185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:32.470177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:32.470286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:35.478195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:35.482937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:35.487921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:35.493553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:35.493743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:38.499097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:38.504537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:38.510068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:38.516936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:38.517329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:41.526371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:41.533732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:41.539673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:41.543703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:41.543800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:44.549071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:44.553713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:44.557861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:44.562137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:44.562315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:47.568386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:47.573013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:47.577344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:47.581350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:47.581429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:50.587827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:50.591899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:50.595746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:50.599671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:50.599758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:53.607228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:53.614437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:53.619504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:53.624257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:53.624581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:56.632123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:56.637325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:56.641939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:56.647358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:56.647498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:52:59.653198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:52:59.658512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:52:59.663351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:52:59.667222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:52:59.667310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:02.675669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:02.680994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:02.686250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:02.691962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:02.692116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:05.697538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:05.701535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:05.705065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:05.708981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:05.709061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:08.714012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:08.718145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:08.721801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:08.725345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:08.725431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:11.731177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:11.737214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:11.743049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:11.748713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:11.748861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:14.753990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:14.758412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:14.762915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:14.766836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:14.766938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:17.771973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:17.776054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:17.781720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:17.786452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:17.786543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:20.795085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:20.799210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:20.803418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:20.807201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:20.807289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:23.812555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:23.817066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:23.821383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:23.825283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:23.825395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:26.830477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:26.835340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:26.839783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:26.843723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:26.843835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:29.848236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:29.852811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:29.856818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:29.860465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:29.860553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:32.865114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:32.868898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:32.872533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:32.876011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:32.876093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:35.881690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:35.886466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:35.890595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:35.894582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:35.894692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:38.901955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:38.907442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:38.913412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:38.919222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:38.919346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:41.925640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:41.930799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:41.936623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:41.942516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:41.942706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:44.948431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:44.953811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:44.957797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:44.961238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:44.961321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:47.966368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:47.970125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:47.973685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:47.977453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:47.977536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:50.982085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:50.986045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:50.991175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:50.995691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:50.995780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:54.002775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:54.007983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:54.012778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:54.018148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:54.018247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:53:57.023636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:53:57.027830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:53:57.031480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:53:57.035241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:53:57.035333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:00.041465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:00.046288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:00.050436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:00.054513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:00.054610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:03.061386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:03.066142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:03.070070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:03.074495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:03.074578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:06.080352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:06.084605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:06.088135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:06.091571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:06.091689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:09.097098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:09.102538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:09.107173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:09.111312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:09.111413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:12.420493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:12.455701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:12.492733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:12.497365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:12.497514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:15.502335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:15.508005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:15.512111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:15.515837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:15.515921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:18.521689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:18.526701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:18.532116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:18.536338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:18.536436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:21.541181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:21.545626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:21.549963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:21.553627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:21.553735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:24.559710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:24.565170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:24.569947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:24.575328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:24.575487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:27.581030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:27.584557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:27.588031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:27.592383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:27.592476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:30.600134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:30.605959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:30.611847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:30.618069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:30.618218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:33.624981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:33.629912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:33.636707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:33.642073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:33.642226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:36.646703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:36.650355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:36.654085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:36.657961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:36.658062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:39.666628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:39.672532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:39.677749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:39.683690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:39.684009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:42.691675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:42.696849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:42.701756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:42.705924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:42.706017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:45.712479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:45.717762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:45.722299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:45.726311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:45.726405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:48.732087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:48.737076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:48.742242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:48.746699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:48.746839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:51.753065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:51.758279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:51.762494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:51.766133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:51.766212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:54.771387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:54.775597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:54.780753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:54.784722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:54.784808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:54:57.791089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:54:57.795973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:54:57.799891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:54:57.803575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:54:57.803678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:00.808275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:00.812201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:00.816783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:00.821284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:00.821381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:03.828080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:03.832968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:03.837635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:03.843201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:03.843730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:06.849860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:06.854806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:06.860253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:06.864756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:06.864848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:09.870445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:09.875061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:09.878821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:09.882461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:09.882544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:12.888555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:12.893706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:12.898518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:12.902432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:12.902538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:15.908193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:15.912494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:15.917987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:15.922234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:15.922345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:18.927959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:18.931754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:18.935225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:18.939176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:18.939260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:21.945738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:21.951325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:21.956181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:21.961210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:21.961345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:24.967140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:24.971673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:24.977552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:24.982830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:24.982952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:27.988418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:27.992776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:27.997044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:28.002174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:28.002275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:31.008727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:31.014410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:31.018334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:31.022418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:31.022502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:34.028804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:34.033869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:34.038012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:34.042394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:34.042542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:37.048309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:37.053539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:37.057511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:37.061201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:37.061295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:40.067171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:40.071814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:40.076581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:40.081473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:40.081571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:43.086484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:43.090937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:43.096015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:43.287909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:43.288115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:46.293524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:46.297846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:46.304839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:46.309446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:46.309554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:49.316122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:49.320613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:49.324535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:49.329181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:49.329264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:52.334735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:52.338916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:52.342757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:52.347455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:52.347562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:55.354254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:55.359150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:55.363023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:55.366477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:55.366717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:55:58.372863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:55:58.376436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:55:58.381282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:55:58.384710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:55:58.384790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:01.391490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:01.396572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:01.401059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:01.404806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:01.404898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:04.411284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:04.416691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:04.422075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:04.426813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:04.426989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:07.431881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:07.436316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:07.441957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:07.445700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:07.445801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:10.452205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:10.456947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:10.461325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:10.465206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:10.465287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:13.470861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:13.475749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:13.479962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:13.484069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:13.484170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:16.490910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:16.495325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:16.499418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:16.503261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:16.503356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:19.510102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:19.514702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:19.518468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:19.522196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:19.522296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:22.527540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:22.531446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:22.535134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:22.538867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:22.538966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:25.545463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:25.550404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:25.554613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:25.558425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:25.558525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:28.565238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:28.569949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:28.574405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:28.579262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:28.579375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:31.584599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:31.589054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:31.593338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:31.597299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:31.597416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:34.603496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:34.607959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:34.611634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:34.615468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:34.615580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:37.621889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:37.626726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:37.631344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:37.636016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:37.636164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:40.642840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:40.647612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:40.651894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:40.656276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:40.656398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:43.662189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:43.666774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:43.671181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:43.675619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:43.675778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:46.681336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:46.685241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:46.689084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:46.693348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:46.693448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:49.700755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:49.705834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:49.710232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:49.714292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:49.714390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:52.722394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:52.726877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:52.730415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:52.734191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:52.734546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:55.739547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:55.743333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:55.747098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:55.750907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:55.750993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:56:58.756211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:56:58.761529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:56:58.765371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:56:58.769094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:56:58.769194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:01.774175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:01.778517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:01.782432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:01.786049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:01.786143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:04.792102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:04.796703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:04.806596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:04.811397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:04.811533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:07.817094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:07.822105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:07.826899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:07.831223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:07.831540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:10.838092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:10.843158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:10.847423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:10.851908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:10.852002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:13.861479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:13.867175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:13.874196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:13.880018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:13.880204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:16.885467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:16.890384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:16.894323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:16.898155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:16.898301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:19.904261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:19.909196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:19.913729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:19.917857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:19.917956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:22.924332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:22.929716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:22.934307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:22.938382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:22.938466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:25.942901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:25.946592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:25.950864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:25.955897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:25.956015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:28.965720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:28.969600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:28.973256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:28.976788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:28.976865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:31.983893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:31.988825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:31.993962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:31.998794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:31.998936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:35.005424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:35.009847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:35.013984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:35.018996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:35.019166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:38.024735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:38.029353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:38.033706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:38.037576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:38.037681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:41.044433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:41.048797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:41.052629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:41.058404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:41.058604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:44.260401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:44.265082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:44.301185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:44.305621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:44.305771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:47.312834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:47.319016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:47.324432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:47.330514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:47.330836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:50.335367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:50.339959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:50.344432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:50.348753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:50.348849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:53.353531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:53.357882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:53.362919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:53.368289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:53.368452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:56.373164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:56.377314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:56.382135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:56.386632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:56.386765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:57:59.393543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:57:59.398707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:57:59.405008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:57:59.409502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:57:59.409595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:02.415691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:02.421624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:02.428463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:02.437998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:02.438225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:05.444808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:05.448956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:05.452393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:05.456322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:05.456401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:08.462820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:08.468528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:08.473550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:08.483929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:08.484087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:11.490676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:11.495276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:11.499313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:11.503741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:11.503868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:14.511632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:14.521728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:14.527432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:14.531530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:14.531614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:17.538320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:17.544509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:17.549719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:17.557358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:17.557905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:20.565879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:20.570486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:20.576161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:20.580868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:20.580991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:23.585907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:23.590113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:23.595294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:23.600346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:23.600457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:26.605666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:26.609714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:26.613680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:26.618221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:26.618432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:29.624236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:29.629245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:29.634195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:29.638365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:29.638452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:32.644929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:32.649581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:32.654536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:32.659209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:32.659375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:35.666001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:35.670524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:35.675151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:35.683184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:35.683307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:38.688622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:38.693233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:38.697852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:38.704249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:38.704365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:41.708837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:41.712720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:41.716353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:41.719934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:41.720026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:44.725832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:44.730274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:44.734572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:44.738120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:44.738205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:47.743077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:47.747745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:47.751806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:47.755430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:47.755512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:50.761102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:50.767181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:50.773260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:50.778382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:50.778725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:53.784968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:53.789437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:53.793999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:53.798592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:53.798858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:56.807033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:56.811945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:56.817024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:56.822490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:56.822615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:58:59.828193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:58:59.833160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:58:59.837851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:58:59.842295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:58:59.842431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:02.850022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:02.855121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:02.861093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:02.866882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:02.867099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:05.873127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:05.881015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:05.885883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:05.890807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:05.891087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:08.897924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:08.903064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:08.907566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:08.911784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:08.911866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:11.918614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:11.922972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:11.927341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:11.931420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:11.931508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:14.938285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:14.943868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:14.948239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:14.951944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:14.952039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:17.961479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:17.968007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:17.975669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:17.982468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:17.983184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:20.990300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:20.994307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:20.997901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:21.001509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:21.001599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:24.008078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:24.013141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:24.017351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:24.022684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:24.022917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:27.030360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:27.037106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:27.042716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:27.047905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:27.048023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:30.054357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:30.058369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:30.062143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:30.065773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:30.065860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:33.072691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:33.076859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:33.081927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:33.086808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:33.086931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:36.094162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:36.098828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:36.103266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:36.108131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:36.108234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:39.114132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:39.118978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:39.122989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:39.126868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:39.126953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:42.134469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:42.139430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:42.143310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:42.148067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:42.148209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:45.155131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:45.161980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:45.169377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:45.176170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:45.176406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:48.182949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:48.187488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:48.191709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:48.195555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:48.195678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:51.202251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:51.206327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:51.210830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:51.215187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:51.215291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:54.221769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:54.227545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:54.233286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:54.239357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:54.239506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T21:59:57.244734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T21:59:57.249332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T21:59:57.254012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T21:59:57.259042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T21:59:57.259219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:00.264557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:00.268689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:00.273891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:00.278271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:00.278369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:03.284821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:03.290142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:03.293961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:03.297843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:03.297927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:06.304708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:06.309117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:06.314125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:06.319013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:06.319170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:09.325349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:09.330691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:09.335272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:09.339591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:09.339731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:12.345297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:12.349949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:12.354464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:12.359540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:12.359731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:15.372217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:15.380882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:15.386377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:15.391492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:15.391674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:18.397880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:18.401912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:18.406868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:18.410892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:18.410973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:21.417909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:21.421981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:21.425629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:21.429350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:21.429433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:24.433685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:24.442362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:24.446860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:24.450874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:24.450984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:27.455110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:27.458716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:27.463098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:27.467504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:27.467698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:30.473375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:30.477686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:30.481536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:30.485438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:30.485527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:33.490174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:33.494705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:33.499198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:33.502874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:33.502969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:36.509242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:36.514778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:36.519071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:36.523801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:36.523937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:39.530035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:39.535012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:39.539236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:39.542852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:39.542942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:42.549548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:42.555085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:42.559707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:42.564449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:42.564561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:45.571446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:45.577710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:45.582959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:45.586790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:45.586877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:48.619952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:48.624313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:48.628717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:48.633212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:48.633372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:51.641296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:51.678548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:51.716372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:51.721962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:51.722115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:54.729258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:54.734358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:54.739574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:54.744779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:54.744940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:00:57.755495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:00:57.762311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:00:57.769113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:00:57.774349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:00:57.774468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:00.781153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:00.786740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:00.793116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:00.799511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:00.799787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:03.806160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:03.811170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:03.816616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:03.821610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:03.821801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:06.828037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:06.833635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:06.839409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:06.847493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:06.847693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:09.856024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:09.864383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:09.873701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:09.879959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:09.880136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:12.886272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:12.891205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:12.896423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:12.902366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:12.902500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:15.908979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:15.914370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:15.919072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:15.923065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:15.923160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:18.930177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:18.935387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:18.940364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:18.947496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:18.947730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:21.954333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:21.959159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:21.962762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:21.967335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:21.967488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:24.973636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:24.977830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:24.981633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:24.985773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:24.985893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:27.991911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:27.996832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:28.001849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:28.006915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:28.007171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:31.014105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:31.018356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:31.022575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:31.027774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:31.027946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:34.033495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:34.038236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:34.042669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:34.046599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:34.046698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:37.052165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:37.056182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:37.060332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:37.064994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:37.065115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:40.071499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:40.077051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:40.082147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:40.086202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:40.086296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:43.091678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:43.096502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:43.100601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:43.105056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:43.105270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:46.110933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:46.115484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:46.119480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:46.123239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:46.123369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:49.128415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:49.132962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:49.137139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:49.143607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:49.143782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:52.149263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:52.153056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:52.156699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:52.160362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:52.160452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:55.166030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:55.170517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:55.174780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:55.183599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:55.183851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:01:58.188832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:01:58.192395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:01:58.195857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:01:58.199299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:01:58.199379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:01.205615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:01.211699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:01.215940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:01.220016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:01.220104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:04.225146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:04.229032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:04.232842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:04.236663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:04.236748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:07.242038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:07.245918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:07.249916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:07.253668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:07.253764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:10.260935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:10.266187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:10.271380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:10.276315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:10.276439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:13.282329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:13.286847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:13.290867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:13.295329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:13.295445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:16.303537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:16.309536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:16.314531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:16.319757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:16.319986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:19.327119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:19.333068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:19.337995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:19.342279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:19.342391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:22.348136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:22.352106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:22.355806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:22.359453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:22.359546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:25.365056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:25.370266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:25.373998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:25.377836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:25.377925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:28.384368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:28.389065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:28.394672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:28.399904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:28.399999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:31.405087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:31.409407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:31.413974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:31.418232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:31.418353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:34.422849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:34.427669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:34.432017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:34.436390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:34.436508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:37.442043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:37.447480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:37.452338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:37.457114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:37.457229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:40.463737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:40.468543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:40.474375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:40.478732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:40.478831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:43.483414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:43.487330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:43.491398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:43.495522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:43.495604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:46.501737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:46.508084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:46.513520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:46.517753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:46.517837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:49.522710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:49.527034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:49.530706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:49.534387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:49.534477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:52.539864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:52.543663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:52.547105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:52.550560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:52.550661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:55.556456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:55.562004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:55.566507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:55.571920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:55.572065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:02:58.578116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:02:58.583196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:02:58.587770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:02:58.591681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:02:58.591767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:01.597519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:01.605557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:01.610410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:01.615052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:01.615201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:04.621872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:04.627377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:04.633289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:04.638960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:04.639114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:07.646076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:07.650913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:07.655183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:07.660571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:07.660718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:10.666756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:10.673528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:10.677567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:10.681495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:10.681580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:13.688517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:13.692736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:13.697043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:13.701423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:13.701523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:16.707964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:16.713181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:16.719437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:16.725427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:16.725575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:19.732480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:19.739218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:19.744047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:19.749277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:19.749379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:22.754098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:22.758678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:22.762914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:22.767862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:22.768033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:25.774452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:25.779574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:25.784238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:25.789418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:25.789524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:28.795633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:28.800094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:28.804876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:28.809933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:28.810088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:31.817060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:31.822244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:31.827120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:31.831245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:31.831344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:34.838050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:34.842494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:34.847740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:34.852885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:34.852992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:37.859102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:37.863971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:37.868598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:37.873199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:37.873352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:40.879768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:40.884219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:40.888041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:40.892443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:40.892543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:43.898395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:43.903319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:43.907406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:43.911807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:43.911989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:46.916830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:46.921624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:46.926596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:46.930403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:46.930522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:49.937429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:49.943025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:49.949702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:49.954411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:49.954563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:52.960563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:52.964902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:52.969316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:52.973973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:52.974130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:55.978817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:55.982868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:55.986528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:55.990686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:55.990774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:03:58.996837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:03:59.002253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:03:59.008584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:03:59.014012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:03:59.014158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:02.019703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:02.023588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:02.027711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:02.031931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:02.032028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:05.036726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:05.040885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:05.044957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:05.048750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:05.048868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:08.054724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:08.059009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:08.063566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:08.068335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:08.068457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:11.074541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:11.079434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:11.084302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:11.089273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:11.089398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:14.095197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:14.099802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:14.103787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:14.107719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:14.107806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:17.117047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:17.125370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:17.132182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:17.139043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:17.139307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:20.148705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:20.155577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:20.162133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:20.167359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:20.167472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:23.174085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:23.179251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:23.183462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:23.187577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:23.187687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:26.195132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:26.199520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:26.203427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:26.208079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:26.208226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:29.214412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:29.220214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:29.224821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:29.229144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:29.229257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:32.234759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:32.239105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:32.244230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:32.249104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:32.249241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:35.255091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:35.259492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:35.264401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:35.269612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:35.269778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:38.274167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:38.278042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:38.281609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:38.285144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:38.285226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:41.292023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:41.297365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:41.301317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:41.305931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:41.306014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:44.313222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:44.317703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:44.321803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:44.325736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:44.325853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:47.333168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:47.337899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:47.343864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:47.348310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:47.348416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:50.354939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:50.360343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:50.365438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:50.370021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:50.370150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:53.374550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:53.378288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:53.382408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:53.386521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:53.386613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:56.392630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:56.396942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:56.401956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:56.406141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:56.406229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:04:59.411715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:04:59.416413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:04:59.421904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:04:59.427479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:04:59.427634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:02.432451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:02.436907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:02.441214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:02.445754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:02.445862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:05.452494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:05.457149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:05.462187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:05.467891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:05.468039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:08.473975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:08.480397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:08.487635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:08.493685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:08.493868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:11.499159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:11.503448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:11.507842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:11.511749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:11.511864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:14.518232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:14.522545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:14.526667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:14.530672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:14.530789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:17.538934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:17.543926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:17.548247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:17.552350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:17.552444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:20.559273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:20.563518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:20.567234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:20.570956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:20.571042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:23.575544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:23.580035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:23.584477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:23.588917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:23.589036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:26.594209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:26.598235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:26.602444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:26.607113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:26.607247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:29.613733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:29.618434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:29.622702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:29.627092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:29.627212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:32.632229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:32.636703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:32.640882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:32.645822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:32.645960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:35.652151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:35.656804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:35.661675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:35.666130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:35.666214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:38.672512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:38.677628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:38.684461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:38.690048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:38.690126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:41.696800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:41.701064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:41.705872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:41.710600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:41.710759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:44.716149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:44.720457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:44.725066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:44.729786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:44.729906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:47.735614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:47.740230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:47.744867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:47.748983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:47.749089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:50.755764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:50.761547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:50.767768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:50.772324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:50.772458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:53.778396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:53.783305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:53.787585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:53.791517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:53.791672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:56.797478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:56.801612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:56.806133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:56.811289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:56.811396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:05:59.816853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:05:59.821407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:05:59.825694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:05:59.830507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:05:59.830635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:02.836232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:02.840088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:02.844101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:02.849397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:02.849617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:05.855721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:05.861247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:05.866872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:05.874633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:05.874795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:08.881268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:08.885248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:08.890068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:08.894542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:08.894709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:11.900531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:11.905485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:11.910782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:11.915284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:11.915384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:14.920043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:14.923946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:14.927883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:14.931682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:14.931773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:17.936678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:17.941377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:17.945915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:17.949945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:17.950031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:20.955473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:20.959117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:20.962777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:20.966254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:20.966332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:23.973816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:23.977751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:23.981248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:23.984831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:23.984910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:26.990592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:26.994562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:26.998051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:27.002431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:27.002612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:30.007852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:30.011977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:30.016055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:30.020272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:30.020501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:33.027234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:33.031410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:33.035701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:33.040516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:33.040894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:36.048282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:36.055195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:36.060184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:36.065284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:36.065399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:39.070542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:39.075079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:39.078891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:39.082475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:39.082555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:42.087977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:42.091897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:42.095454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:42.098975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:42.099058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:45.103992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:45.111742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:45.116217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:45.120035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:45.120136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:48.127384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:48.132679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:48.136581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:48.140890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:48.141066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:51.152170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:51.159417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:51.165680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:51.170954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:51.171065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:54.177802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:54.183507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:54.189168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:54.196043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:54.196155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:06:57.201499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:06:57.205732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:06:57.209974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:06:57.214382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:06:57.214493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:00.221111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:00.225517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:00.229931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:00.234322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:00.234566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:03.241356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:03.246796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:03.251307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:03.256088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:03.256244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:06.262799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:06.267795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:06.272455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:06.278459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:06.278605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:09.284566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:09.289081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:09.293906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:09.297894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:09.297977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:12.304041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:12.308909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:12.312714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:12.316376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:12.316498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:15.322438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:15.326341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:15.330374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:15.334098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:15.334180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:18.339904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:18.345154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:18.350689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:18.355250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:18.355338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:21.361468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:21.366858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:21.370794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:21.375174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:21.375339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:24.382237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:24.388163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:24.394869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:24.400353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:24.400476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:27.406746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:27.412351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:27.417243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:27.422218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:27.422374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:30.428340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:30.434124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:30.439815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:30.445346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:30.445466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:33.451617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:33.455990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:33.460889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:33.466159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:33.466423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:36.472442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:36.478284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:36.484075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:36.488710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:36.488821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:39.495551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:39.500854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:39.505881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:39.512165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:39.512468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:42.520723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:42.527016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:42.534011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:42.539780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:42.540255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:45.546074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:45.550368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:45.555785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:45.559550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:45.559670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:48.566532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:48.572269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:48.576711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:48.580472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:48.580556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:51.586605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:51.591440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:51.596158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:51.600004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:51.600088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:54.605322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:54.609100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:54.613324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:54.617064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:54.617150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:07:57.622919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:07:57.626791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:07:57.631139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:07:57.635492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:07:57.635670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:00.641411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:00.646341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:00.650424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:00.654827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:00.654953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:03.659746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:03.663825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:03.667510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:03.670926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:03.671006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:06.676163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:06.684529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:06.688725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:06.692251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:06.692325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:09.699026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:09.703838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:09.708490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:09.713096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:09.713208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:12.719482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:12.724557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:12.728680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:12.732764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:12.732890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:15.737464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:15.743042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:15.746914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:15.750886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:15.750983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:18.756231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:18.760947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:18.765488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:18.769198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:18.769313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:21.774232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:21.778404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:21.782721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:21.787006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:21.787124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:24.793161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:24.798217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:24.802233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:24.806711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:24.806889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:27.814397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:27.819552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:27.826317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:27.831073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:27.831221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:30.837381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:30.841486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:30.845595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:30.850763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:30.850939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:33.856027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:33.860885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:33.864329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:33.867703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:33.867783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:36.873175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:36.877066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:36.881635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:36.885724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:36.885812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:39.890966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:39.895067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:39.899303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:39.903587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:39.903705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:42.908730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:42.912169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:42.915590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:42.918967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:42.919046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:45.923716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:45.927304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:45.930907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:45.934280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:45.934370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:48.940737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:48.946523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:48.951891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:48.956181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:48.956261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:51.961216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:51.965392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:51.972449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:51.976429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:51.976536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:54.983349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:54.991674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:54.996917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:55.001804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:55.001994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:08:58.007981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:08:58.012293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:08:58.016913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:08:58.021490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:08:58.021573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:01.027749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:01.031509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:01.035721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:01.039986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:01.040120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:04.048555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:04.055021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:04.059989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:04.063985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:04.064186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:07.070773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:07.075741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:07.080370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:07.084510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:07.084613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:10.090598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:10.094811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:10.099928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:10.104601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:10.104784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:13.109769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:13.113678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:13.117564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:13.122702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:13.122884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:16.129509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:16.134080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:16.139339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:16.144435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:16.144535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:19.152038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:19.158075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:19.163076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:19.167625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:19.167743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:22.173995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:22.178464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:22.182834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:22.186707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:22.186801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:25.193381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:25.198604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:25.202546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:25.207118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:25.207260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:28.214487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:28.220772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:28.226208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:28.231008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:28.231310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:31.238694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:31.244627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:31.250683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:31.256587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:31.256840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:34.261980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:34.266591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:34.271023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:34.274580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:34.274689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:37.280467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:37.286339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:37.291385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:37.295172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:37.295264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:40.301518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:40.305426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:40.309372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:40.313972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:40.314119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:43.322638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:43.331760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:43.339006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:43.346248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:43.346453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:46.352056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:46.356322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:46.360906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:46.364709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:46.364801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:49.373137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:49.378267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:49.382326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:49.385836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:49.385917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:52.390574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:52.394661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:52.398498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:52.402879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:52.403001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:55.412036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:55.416574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:55.420341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:55.423990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:55.424084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:09:58.431294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:09:58.436092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:09:58.440330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:09:58.443792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:09:58.443873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:01.449915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:01.454905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:01.459588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:01.463457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:01.463582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:04.469234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:04.473565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:04.478338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:04.483336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:04.483583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:07.490008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:07.494339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:07.498588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:07.502723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:07.502820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:10.508514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:10.512436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:10.516830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:10.521117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:10.521217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:13.527382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:13.532393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:13.537367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:13.541415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:13.541506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:16.547835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:16.552069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:16.556366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:16.561107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:16.561255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:19.567942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:19.574526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:19.580809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:19.585591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:19.585744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:22.590632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:22.594445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:22.598267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:22.601953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:22.602059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:25.607595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:25.613569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:25.618673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:25.623206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:25.623503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:28.629995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:28.633503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:28.637865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:28.641686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:28.641768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:31.647282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:31.651385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:31.655376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:31.659617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:31.659782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:34.667804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:34.672529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:34.677244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:34.681755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:34.682054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:37.687382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:37.691442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:37.695608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:37.699362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:37.699448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:40.705608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:40.710537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:40.714209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:40.717876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:40.717963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:43.722987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:43.726575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:43.734400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:43.737970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:43.738063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:46.744198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:46.748582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:46.752294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:46.756025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:46.756131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:49.856421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:49.861567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:49.867363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:49.872386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:49.872523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:52.877571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:52.913080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:52.948617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:52.953014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:52.953126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:55.957972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:55.962506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:55.967098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:55.971224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:55.971368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:10:58.978076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:10:58.983265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:10:58.987950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:10:58.992022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:10:58.992110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:01.996923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:02.002171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:02.006880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:02.011365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:02.011497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:05.017751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:05.022243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:05.027529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:05.032112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:05.032248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:08.038247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:08.043491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:08.048438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:08.052666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:08.052750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:11.058937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:11.063357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:11.067472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:11.072268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:11.072385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:14.078474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:14.082353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:14.085848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:14.089298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:14.089394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:17.096178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:17.100868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:17.105231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:17.109391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:17.109498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:20.419239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:20.456038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:20.492195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:20.498016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:20.498187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:23.506740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:23.512512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:23.520759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:23.525457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:23.525586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:26.530695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:26.535290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:26.539409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:26.542938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:26.543023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:29.549570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:29.555230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:29.561118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:29.566830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:29.566999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:32.571502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:32.576293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:32.581329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:32.586419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:32.586554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:35.591886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:35.595721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:35.599253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:35.602629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:35.602802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:38.608934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:38.613632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:38.617888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:38.622983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:38.623116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:41.629378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:41.633565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:41.638434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:41.644030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:41.644186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:44.649629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:44.654398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:44.658694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:44.662726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:44.662812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:47.668092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:47.672868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:47.677268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:47.681442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:47.681565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:50.687372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:50.692880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:50.698693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:50.704087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:50.704244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:53.709784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:53.714093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:53.718041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:53.722898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:53.723017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:56.728354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:56.733811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:56.737794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:56.742185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:56.742277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:11:59.748849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:11:59.754381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:11:59.759010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:11:59.763774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:11:59.763950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:02.769638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:02.774735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:02.778831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:02.782563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:02.782671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:05.789460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:05.793953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:05.797540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:05.801180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:05.801264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:08.806757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:08.811619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:08.816152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:08.820955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:08.821099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:11.827066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:11.831804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:11.835589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:11.838990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:11.839067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:14.845212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:14.849441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:14.852924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:14.856442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:14.856525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:17.861741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:17.865715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:17.870449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:17.875129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:17.875243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:20.881754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:20.887484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:20.893267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:20.898365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:20.898473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:23.903829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:23.908290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:23.912106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:23.915618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:23.915728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:26.921127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:26.925439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:26.929314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:26.933112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:26.933202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:29.938944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:29.943999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:29.948992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:29.954094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:29.954241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:32.960404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:32.964725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:32.968231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:32.972591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:32.972749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:35.978178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:35.984411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:35.989066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:35.993724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:35.993885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:38.999394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:39.003513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:39.007343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:39.011258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:39.011362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:42.015727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:42.019375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:42.023245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:42.026789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:42.026876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:45.032271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:45.036020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:45.039636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:45.043100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:45.043179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:48.050591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:48.055210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:48.059332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:48.063040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:48.063132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:51.070354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:51.075918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:51.080535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:51.272605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:51.272939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:54.278678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:54.282621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:54.286572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:54.290625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:54.290769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:12:57.296845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:12:57.303117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:12:57.307633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:12:57.311813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:12:57.311940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:00.316295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:00.326049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:00.330310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:00.334241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:00.334327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:03.339845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:03.344897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:03.349230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:03.353468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:03.353582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:06.362878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:06.367366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:06.372158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:06.376635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:06.376898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:09.384205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:09.389172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:09.393047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:09.396914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:09.397019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:12.403259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:12.407402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:12.411507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:12.415795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:12.415881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:15.421674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:15.425683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:15.429214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:15.433863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:15.434003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:18.439099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:18.443241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:18.447426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:18.452162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:18.452267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:21.460671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:21.465628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:21.470152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:21.474696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:21.474872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:24.481623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:24.486210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:24.490515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:24.494157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:24.494251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:27.499433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:27.504487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:27.508593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:27.513008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:27.513125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:30.519902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:30.523947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:30.528393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:30.532368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:30.532454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:33.539224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:33.544285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:33.550204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:33.555535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:33.555755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:36.561954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:36.565987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:36.569795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:36.574175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:36.574282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:39.582615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:39.588406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:39.593364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:39.601979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:39.602245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:42.608453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:42.613140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:42.617245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:42.621970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:42.622191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:45.628975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:45.634562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:45.644305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:45.649286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:45.649408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:48.656381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:48.661381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:48.666091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:48.670371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:48.670465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:51.677964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:51.683094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:51.695481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:51.700287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:51.700462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:54.706351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:54.710172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:54.715135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:54.719731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:54.719917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:13:57.726775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:13:57.732253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:13:57.738058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:13:57.744853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:13:57.745004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:00.750876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:00.755538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:00.760625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:00.765406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:00.765530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:03.772787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:03.777478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:03.781242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:03.785048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:03.785164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:06.790729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:06.795265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:06.799109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:06.803482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:06.803590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:09.810564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:09.814961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:09.819455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:09.824934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:09.825109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:12.831446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:12.837347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:12.842069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:12.846469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:12.846595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:15.851286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:15.855443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:15.859550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:15.863316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:15.863427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:18.869971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:18.874417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:18.878113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:18.882311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:18.882457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:21.892396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:21.903747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:21.912944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:21.921769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:21.921963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:24.927666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:24.932381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:24.936542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:24.941203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:24.941473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:27.948092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:27.954708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:27.959015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:27.963787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:27.963902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:30.969728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:30.974414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:30.978759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:30.983201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:30.983306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:33.994360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:33.998887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:34.002900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:34.007096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:34.007238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:37.013512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:37.017610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:37.022814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:37.027181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:37.027286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:40.033051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:40.038303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:40.042523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:40.046383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:40.046524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:43.052371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:43.056938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:43.062714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:43.067496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:43.067785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:46.075671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:46.081436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:46.086389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:46.090694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:46.090808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:49.097368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:49.102541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:49.108314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:49.114297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:49.114451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:52.119828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:52.124457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:52.222595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:52.228217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:52.228990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:55.235491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:55.239962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:55.245075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:55.249331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:55.249444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:14:58.255237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:14:58.259904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:14:58.264780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:14:58.276703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:14:58.277125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:01.284286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:01.289598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:01.296215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:01.302244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:01.302708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:04.310076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:04.315317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:04.320730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:04.326508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:04.326744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:07.331466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:07.335996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:07.340714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:07.344896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:07.345002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:10.352449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:10.357874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:10.362254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:10.366704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:10.366809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:13.373440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:13.378933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:13.382758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:13.391070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:13.391769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:16.397568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:16.402273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:16.406099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:16.409937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:16.410028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:19.415733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:19.420812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:19.424953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:19.429607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:19.429786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:22.435223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:22.440264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:22.445055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:22.449561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:22.449679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:25.455110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:25.463818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:25.468460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:25.472789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:25.472892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:28.477917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:28.482321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:28.486024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:28.489535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:28.489615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:31.495199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:31.498793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:31.503681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:31.509454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:31.509687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:34.515020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:34.518723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:34.522274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:34.525891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:34.525979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:37.531892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:37.536133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:37.540759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:37.546327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:37.546746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:40.552163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:40.556621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:40.561103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:40.565364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:40.565614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:43.571299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:43.575510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:43.579871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:43.584162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:43.584270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:46.590724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:46.595329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:46.599638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:46.603959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:46.604083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:49.609040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:49.612860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:49.616602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:49.621299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:49.621403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:52.626750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:52.631471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:52.635821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:52.639306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:52.639392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:55.644828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:55.649366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:55.653527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:55.659533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:55.659632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:15:58.664205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:15:58.668414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:15:58.673291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:15:58.677609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:15:58.677778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:01.684016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:01.689290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:01.693807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:01.699094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:01.699261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:04.704506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:04.708768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:04.712948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:04.716531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:04.716619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:07.724225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:07.729724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:07.735312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:07.740728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:07.740904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:10.747431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:10.751913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:10.756804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:10.761437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:10.761594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:13.767171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:13.771216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:13.775162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:13.779162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:13.779248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:16.783596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:16.787150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:16.791053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:16.794841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:16.794935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:19.800473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:19.804414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:19.808492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:19.812265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:19.812351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:22.817579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:22.821971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:22.826190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:22.829810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:22.829897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:25.836686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:25.841104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:25.845026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:25.848879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:25.848967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:28.854136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:28.862085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:28.866959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:28.871160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:28.871253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:31.878332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:31.883295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:31.888754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:31.893219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:31.893317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:34.899235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:34.903079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:34.906543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:34.909965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:34.910044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:37.915350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:37.919072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:37.922446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:37.926708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:37.926823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:40.931805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:40.936424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:40.940448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:40.944309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:40.944392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:43.950505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:43.954452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:43.958252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:43.961858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:43.961951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:46.967430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:46.971020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:46.974833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:46.978576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:46.978686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:49.983623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:49.987712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:49.992548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:49.997411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:49.997537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:53.003509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:53.101426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:53.143368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:53.148053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:53.148164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:56.154361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:56.159608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:56.163914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:56.168383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:56.168492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:16:59.173339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:16:59.178674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:16:59.182728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:16:59.186447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:16:59.186529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:02.193241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:02.201238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:02.205894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:02.210280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:02.210439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:05.216031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:05.221165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:05.225977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:05.229791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:05.229993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:08.235788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:08.239565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:08.243043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:08.247693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:08.247782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:11.254070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:11.258846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:11.262688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:11.266263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:11.266347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:14.272355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:14.277938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:14.284623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:14.289943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:14.290114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:17.296127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:17.301197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:17.305942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:17.311338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:17.311447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:20.316061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:20.320173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:20.324523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:20.329308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:20.329395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:23.336673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:23.342265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:23.348050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:23.352039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:23.352130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:26.358342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:26.362543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:26.366587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:26.372303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:26.372425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:29.379857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:29.385479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:29.390637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:29.394564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:29.394807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:32.401986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:32.406339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:32.410454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:32.414523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:32.414610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:35.420853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:35.426087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:35.430999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:35.435737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:35.435850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:38.441230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:38.444957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:38.448477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:38.451937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:38.452030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:41.457906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:41.461593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:41.465110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:41.469731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:41.469838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:44.478113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:44.483061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:44.489161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:44.494837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:44.494981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:47.500526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:47.504785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:47.513301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:47.517531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:47.517664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:50.524563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:50.529396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:50.533401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:50.537170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:50.537250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:53.544860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:53.550557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:53.555971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:53.560408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:53.560530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:56.566179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:56.571257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:56.576214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:56.580745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:56.580870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:17:59.586151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:17:59.590809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:17:59.595715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:17:59.600454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:17:59.600603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:02.608341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:02.614828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:02.620040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:02.625584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:02.625816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:05.632056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:05.636845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:05.642554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:05.647571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:05.647744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:08.652343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:08.657533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:08.661852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:08.665704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:08.665794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:11.670769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:11.675010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:11.679061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:11.682810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:11.682910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:14.687872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:14.692693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:14.697341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:14.701281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:14.701364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:17.706392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:17.710597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:17.715613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:17.719785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:17.719906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:20.726499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:20.731301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:20.737005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:20.741854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:20.741972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:23.748364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:23.754176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:23.760090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:23.765730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:23.765853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:26.770573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:26.774004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:26.778268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:26.782132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:26.782218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:29.786698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:29.790561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:29.794282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:29.797993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:29.798099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:32.804188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:32.808447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:32.812173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:32.816626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:32.816802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:35.822689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:35.826925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:35.830512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:35.834278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:35.834358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:38.840676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:38.845315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:38.851450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:38.856019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:38.856173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:41.862000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:41.866516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:41.870969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:41.875411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:41.875527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:44.883369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:44.889293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:44.893821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:44.898058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:44.898308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:47.903410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:47.908121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:47.912493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:47.916609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:47.916731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:50.923039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:50.928283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:50.932477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:50.937101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:50.937250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:53.944764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:53.950513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:53.955454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:53.959563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:53.959673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:56.964659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:56.968421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:56.971988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:56.975776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:56.975859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:18:59.981960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:18:59.987679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:18:59.993912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:18:59.999683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:18:59.999824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:03.006483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:03.011350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:03.015690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:03.020044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:03.020154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:06.025602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:06.029514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:06.034790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:06.039041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:06.039148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:09.045076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:09.049151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:09.053081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:09.056721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:09.056806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:12.062855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:12.067413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:12.070895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:12.074312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:12.074398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:15.080211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:15.085413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:15.089626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:15.093331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:15.093496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:18.102375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:18.107382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:18.111705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:18.116557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:18.116700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:21.122815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:21.126737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:21.131192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:21.136050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:21.136176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:24.443155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:24.448252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:24.480885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:24.485953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:24.486050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:27.493158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:27.499606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:27.505136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:27.509583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:27.509779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:30.516439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:30.523433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:30.528296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:30.533299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:30.533613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:33.539079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:33.543709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:33.548031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:33.551695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:33.551778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:36.556870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:36.562945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:36.568767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:36.573883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:36.574028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:39.584824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:39.592059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:39.597467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:39.602009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:39.602100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:42.606212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:42.610037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:42.613920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:42.617914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:42.618013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:45.622736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:45.628203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:45.632723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:45.636732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:45.636829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:48.642450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:48.647553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:48.653210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:48.658090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:48.658200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:51.662235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:51.665763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:51.669291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:51.672786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:51.672867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:54.677872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:54.682266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:54.686054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:54.690539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:54.690941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:19:57.694982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:19:57.698730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:19:57.703158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:19:57.707028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:19:57.707112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:00.713353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:00.718320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:00.724626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:00.731356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:00.731495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:03.737876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:03.742406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:03.746720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:03.751168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:03.751318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:06.758598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:06.763221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:06.766917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:06.771532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:06.771727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:09.776683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:09.780865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:09.784579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:09.788451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:09.788555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:12.793802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:12.797874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:12.801745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:12.805322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:12.805398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:15.810243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:15.814153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:15.817885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:15.821595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:15.821712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:18.826604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:18.834480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:18.838246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:18.841701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:18.841785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:21.847120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:21.850742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:21.854212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:21.857897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:21.857989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:24.863547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:24.868330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:24.873157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:24.878030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:24.878304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:27.883509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:27.892142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:27.896548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:27.900248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:27.900372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:30.905736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:30.909943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:30.913819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:30.918327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:30.918465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:33.924224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:33.928563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:33.934153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:33.938488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:33.938634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:36.943941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:36.948552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:36.952514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:36.958128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:36.958240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:39.964195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:39.970929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:39.975946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:39.981802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:39.981912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:42.987580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:42.991454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:42.995214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:42.999388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:42.999495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:46.006578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:46.011197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:46.015249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:46.020041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:46.020196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:49.025967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:49.030711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:49.034715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:49.038198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:49.038282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:52.073952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:52.078175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:52.082520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:52.086471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:52.086562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:55.093735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:55.399675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:55.435996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:55.440299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:55.440382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:20:58.445542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:20:58.451454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:20:58.456729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:20:58.460443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:20:58.460535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:01.466331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:01.470803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:01.475690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:01.480729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:01.480897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:04.486044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:04.491920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:04.496515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:04.500626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:04.500757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:07.506355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:07.511083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:07.515337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:07.519438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:07.519510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:10.524946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:10.529500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:10.533849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:10.538770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:10.538918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:13.544007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:13.548477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:13.552757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:13.556268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:13.556354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:16.561887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:16.565612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:16.569075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:16.572427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:16.572507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:19.577893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:19.581678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:19.585426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:19.589368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:19.589460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:22.595563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:22.600083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:22.603588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:22.606989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:22.607069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:25.614888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:25.620003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:25.624276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:25.628258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:25.628342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:28.634199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:28.638419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:28.642972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:28.646688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:28.646772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:31.652559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:31.656544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:31.660814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:31.664972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:31.665099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:34.671690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:34.676130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:34.680272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:34.685080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:34.685397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:37.692065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:37.696079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:37.700220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:37.704208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:37.704324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:40.709383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:40.713440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:40.717252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:40.721129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:40.721222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:43.726744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:43.731392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:43.735940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:43.739948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:43.740053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:46.747473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:46.751913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:46.756072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:46.759794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:46.759882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:49.764634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:49.769517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:49.774174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:49.778804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:49.778936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:52.784226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:52.789358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:52.794388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:52.798408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:52.798519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:55.803261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:55.809262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:55.814519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:55.818632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:55.818739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:21:58.824797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:21:58.829930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:21:58.834283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:21:58.838723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:21:58.838848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:01.845163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:01.848951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:01.852889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:01.857090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:01.857186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:04.862560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:04.867962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:04.872503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:04.876154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:04.876241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:07.882055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:07.886591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:07.890372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:07.894218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:07.894310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:10.901099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:10.906425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:10.910759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:10.915373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:10.915488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:13.922022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:13.926605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:13.931118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:13.936383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:13.936500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:16.941730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:16.947111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:16.952469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:16.957608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:16.957811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:19.963778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:19.970159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:19.976771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:19.982066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:19.982227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:22.987401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:22.992240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:22.996445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:23.000312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:23.000396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:26.004757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:26.008622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:26.316916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:26.320944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:26.321054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:29.326574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:29.332479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:29.337461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:29.344086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:29.344279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:32.350704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:32.357405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:32.363583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:32.369508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:32.369759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:35.374912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:35.380513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:35.387018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:35.391418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:35.391706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:38.396334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:38.401807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:38.407946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:38.413146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:38.413420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:41.418212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:41.422090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:41.426011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:41.430673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:41.430791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:44.435711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:44.440002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:44.443871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:44.448487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:44.448623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:47.456884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:47.465321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:47.474327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:47.480886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:47.481057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:50.487132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:50.491969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:50.495629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:50.499137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:50.499216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:53.504848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:53.510329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:53.514814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:53.518692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:53.518805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:56.524115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:56.529404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:56.534951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:56.538887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:56.538974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:22:59.543322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:22:59.546880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:22:59.551401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:22:59.555179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:22:59.555262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:02.560951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:02.565084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:02.569439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:02.573721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:02.573826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:05.579091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:05.584352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:05.589127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:05.592703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:05.592786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:08.598139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:08.603896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:08.608809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:08.613447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:08.613569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:11.619316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:11.623610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:11.627775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:11.631227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:11.631310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:14.635921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:14.640051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:14.644536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:14.648543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:14.648680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:17.657964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:17.663259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:17.668820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:17.673082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:17.673192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:20.678599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:20.682713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:20.686589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:20.691211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:20.691351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:23.697155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:23.701892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:23.706191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:23.710127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:23.710244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:26.716811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:26.723793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:26.730214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:26.734718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:26.734808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:29.741568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:29.747732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:29.753721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:29.758755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:29.758888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:32.763891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:32.767736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:32.771496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:32.775361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:32.775446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:35.780334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:35.785003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:35.789065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:35.792549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:35.792633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:38.798915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:38.804308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:38.811598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:38.815400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:38.815485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:41.822776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:41.828742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:41.833150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:41.837014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:41.837099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:44.842215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:44.846353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:44.850531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:44.854731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:44.854854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:47.861815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:47.866722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:47.871241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:47.876124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:47.876215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:50.881843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:50.885768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:50.889756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:50.893918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:50.894002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:53.900293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:53.905251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:53.909834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:53.914178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:53.914313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:56.921893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:56.927708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:56.932936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:56.937558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:56.937706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:23:59.943388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:23:59.947048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:23:59.950419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:23:59.953840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:23:59.953923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:02.961830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:02.966422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:02.970105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:02.973729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:02.973839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:05.978258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:05.982389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:05.986269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:05.990144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:05.990560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:08.996678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:09.000708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:09.005318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:09.010147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:09.010242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:12.014704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:12.018194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:12.021886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:12.025383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:12.025480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:15.030589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:15.036431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:15.041290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:15.045350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:15.045433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:18.051477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:18.057471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:18.062868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:18.067912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:18.068010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:21.073938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:21.079057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:21.083684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:21.087473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:21.087583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:24.092706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:24.096870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:24.101148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:24.104933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:24.105031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:27.110865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:27.115931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:27.120575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:27.124328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:27.124411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:30.131209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:30.134917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:30.138753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:30.142312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:30.142418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:33.149529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:33.154343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:33.158009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:33.161629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:33.161749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:36.166505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:36.171107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:36.175019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:36.179258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:36.179394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:39.185850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:39.190591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:39.195362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:39.200827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:39.200966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:42.206010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:42.210626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:42.214514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:42.218825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:42.218927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:45.224918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:45.229076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:45.233552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:45.238086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:45.238211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:48.243971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:48.247943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:48.251718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:48.255466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:48.255591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:51.262063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:51.266357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:51.270555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:51.275316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:51.275459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:54.281093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:54.286042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:54.290799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:54.295204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:54.295348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:24:57.302073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:24:57.307144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:24:57.312055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:24:57.316236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:24:57.316314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:00.322940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:00.330606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:00.336426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:00.340884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:00.340972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:03.347454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:03.352579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:03.356870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:03.360517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:03.360603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:06.366307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:06.370666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:06.374365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:06.377992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:06.378086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:09.384747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:09.393561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:09.397906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:09.402573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:09.402771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:12.408753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:12.413748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:12.418470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:12.423734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:12.423889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:15.429618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:15.433503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:15.437212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:15.441082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:15.441169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:18.446564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:18.451116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:18.456014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:18.460442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:18.460564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:21.464838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:21.469174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:21.473327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:21.477062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:21.477152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:24.486893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:24.490917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:24.496066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:24.500476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:24.500581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:27.505098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:27.510298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:27.517076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:27.522934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:27.523058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:30.527921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:30.531565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:30.535169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:30.538765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:30.538847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:33.543791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:33.547563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:33.550956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:33.554558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:33.554663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:36.559065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:36.563101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:36.566983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:36.570815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:36.570898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:39.577448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:39.586011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:39.600099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:39.605154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:39.605301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:42.610395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:42.614339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:42.618463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:42.622161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:42.622249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:45.626791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:45.630686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:45.634313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:45.637921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:45.638012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:48.643189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:48.647060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:48.651149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:48.654700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:48.654788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:51.659371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:51.663159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:51.666871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:51.670319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:51.670406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:54.678427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:54.683596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:54.687928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:54.692825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:54.692951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:25:57.699059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:25:57.704413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:25:57.708844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:25:57.712508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:25:57.712587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:00.718061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:00.722234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:00.726887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:00.731145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:00.731238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:03.736836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:03.741412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:03.745893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:03.750240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:03.750361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:06.755551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:06.760037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:06.764166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:06.768391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:06.768515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:09.775823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:09.780852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:09.787021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:09.792368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:09.792526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:12.797556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:12.803583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:12.808484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:12.813053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:12.813144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:15.820376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:15.824593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:15.828106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:15.831587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:15.831697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:18.836688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:18.841065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:18.845904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:18.849981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:18.850083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:21.855178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:21.859811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:21.863968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:21.867564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:21.867700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:24.873811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:24.880530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:24.885286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:24.889446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:24.889574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:27.895419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:27.900418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:27.904574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:27.908824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:27.908919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:30.913914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:30.918032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:30.921828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:30.925330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:30.925412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:33.930240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:33.934991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:33.939006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:33.942944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:33.943042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:36.947406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:36.952087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:36.956167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:36.960611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:36.960746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:39.965387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:39.969112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:39.973409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:39.977142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:39.977236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:42.982201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:42.986229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:42.989706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:42.993079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:42.993159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:46.002084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:46.005993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:46.011140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:46.015122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:46.015237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:49.020145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:49.024154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:49.028330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:49.032474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:49.032606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:52.037888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:52.042283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:52.047421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:52.051596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:52.051722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:55.057671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:55.062315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:55.067682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:55.072926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:55.073074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:26:58.379796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:26:58.384324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:26:58.389042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:26:58.393253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:26:58.393340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:01.401142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:01.408252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:01.414298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:01.418977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:01.419187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:04.424441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:04.429187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:04.434198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:04.442029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:04.442135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:07.449056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:07.452972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:07.456783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:07.461203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:07.461297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:10.466884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:10.471190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:10.475400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:10.479019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:10.479294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:13.485023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:13.489231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:13.493819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:13.497690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:13.497769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:16.504735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:16.510050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:16.515088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:16.519891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:16.520005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:19.525351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:19.529263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:19.532619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:19.536351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:19.536458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:22.541516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:22.545317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:22.549543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:22.553428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:22.553529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:25.558495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:25.563469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:25.569494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:25.575050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:25.575216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:28.582076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:28.587802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:28.592483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:28.596822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:28.597016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:31.602104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:31.606266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:31.609922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:31.613971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:31.614061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:34.623306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:34.628380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:34.633470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:34.639089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:34.639255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:37.644481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:37.649482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:37.655564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:37.662670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:37.662847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:40.670453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:40.676240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:40.681425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:40.687975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:40.688142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:43.692745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:43.697680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:43.701706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:43.705144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:43.705228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:46.710764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:46.714895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:46.718670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:46.722132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:46.722230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:49.728464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:49.733417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:49.738734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:49.742973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:49.743064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:52.747700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:52.751432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:52.755250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:52.759257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:52.759358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:55.764302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:55.768196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:55.771893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:55.775470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:55.775558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:27:58.781329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:27:58.786813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:27:58.793310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:27:58.797885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:27:58.797993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:01.803937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:01.810476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:01.815168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:01.819074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:01.819177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:04.824006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:04.828585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:04.832439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:04.835960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:04.836054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:07.841081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:07.845484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:07.849393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:07.853165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:07.853245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:10.858853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:10.864305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:10.869326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:10.874110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:10.874217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:13.881104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:13.886477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:13.892035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:13.896223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:13.896335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:16.901011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:16.904845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:16.908391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:16.911928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:16.912027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:19.916166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:19.920409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:19.924512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:19.928396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:19.928500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:22.933288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:22.938569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:22.942500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:22.946611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:22.946744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:25.951774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:25.956460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:25.961100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:25.965983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:25.966147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:28.970927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:28.974697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:28.978805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:28.982291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:28.982382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:31.987011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:31.991448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:31.995384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:31.999515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:31.999609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:35.004045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:35.008293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:35.012980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:35.016979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:35.017072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:38.023312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:38.029029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:38.035042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:38.041701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:38.041863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:41.048856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:41.052687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:41.057054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:41.061472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:41.061575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:44.066986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:44.071442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:44.075303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:44.079351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:44.079451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:47.084817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:47.088685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:47.092472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:47.095923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:47.096002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:50.102265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:50.106607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:50.110747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:50.114956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:50.115086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:53.120910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:53.125386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:53.129679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:53.135997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:53.136336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:56.144266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:56.149292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:56.153690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:56.159015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:56.159169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:28:59.166062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:28:59.171846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:28:59.176759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:28:59.180525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:28:59.180624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:02.187927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:02.194739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:02.199479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:02.204666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:02.204795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:05.209868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:05.214626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:05.219377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:05.223329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:05.223404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:08.228902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:08.233174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:08.240719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:08.244770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:08.244855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:11.250290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:11.255949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:11.261189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:11.266987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:11.267093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:14.272300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:14.277239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:14.282056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:14.286473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:14.286555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:17.291721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:17.295541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:17.299857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:17.303453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:17.303544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:20.309223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:20.313284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:20.317428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:20.321825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:20.321923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:23.328019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:23.333044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:23.337265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:23.341120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:23.341214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:26.346117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:26.349978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:26.353524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:26.357142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:26.357218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:29.362883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:29.367412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:29.371719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:29.375632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:29.375832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:32.382395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:32.387177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:32.391164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:32.395826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:32.395977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:35.401715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:35.406347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:35.411203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:35.415272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:35.415370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:38.421916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:38.426518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:38.435102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:38.440639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:38.440814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:41.445691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:41.449225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:41.453059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:41.456836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:41.456957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:44.462688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:44.467229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:44.471711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:44.475500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:44.475584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:47.483441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:47.488014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:47.492572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:47.497517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:47.497699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:50.503698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:50.508366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:50.513290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:50.519389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:50.519502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:53.525444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:53.530453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:53.535460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:53.539779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:53.539874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:56.546278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:56.550504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:56.554082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:56.558146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:56.558267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:29:59.562872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:29:59.566863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:29:59.570934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:29:59.574400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:29:59.574499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:02.579079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:02.584150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:02.588212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:02.591973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:02.592070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:05.598491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:05.603975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:05.608400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:05.612352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:05.612466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:08.616579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:08.620286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:08.623914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:08.627972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:08.628058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:11.633700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:11.638336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:11.643189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:11.649095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:11.649203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:14.655420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:14.667527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:14.672910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:14.676832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:14.676947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:17.684382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:17.693336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:17.701382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:17.708759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:17.708935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:20.714601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:20.719280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:20.723323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:20.727239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:20.727313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:23.733813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:23.738907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:23.743120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:23.748029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:23.748146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:26.754694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:26.760229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:26.765273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:26.772029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:26.772178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:29.780532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:29.785108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:29.789518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:29.793381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:29.793472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:32.798166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:32.802296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:32.807025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:32.811280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:32.811395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:35.817627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:35.823562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:35.827392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:35.831119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:35.831209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:38.836369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:38.841182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:38.846425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:38.851555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:38.851766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:41.858106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:41.862134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:41.865915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:41.869748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:41.869839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:44.875939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:44.880926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:44.884742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:44.888507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:44.888599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:47.894144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:47.898477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:47.902626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:47.906839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:47.906966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:50.912121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:50.916627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:50.921881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:50.926885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:50.927070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:53.974931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:53.979470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:53.983908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:53.987694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:53.987796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:30:56.994092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:30:57.030823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:30:57.067332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:30:57.071519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:30:57.071608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:00.076329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:00.279435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:00.315567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:00.320369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:00.320520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:03.328282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:03.332793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:03.338334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:03.342699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:03.342957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:06.352811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:06.361369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:06.367623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:06.373798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:06.373995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:09.380004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:09.384669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:09.390013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:09.394466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:09.394576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:12.399073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:12.402902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:12.407887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:12.411824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:12.411913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:15.417457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:15.422000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:15.426543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:15.430518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:15.430616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:18.435466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:18.439128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:18.442625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:18.446394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:18.446566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:21.452901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:21.457507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:21.461536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:21.465421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:21.465524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:24.471164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:24.474955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:24.478912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:24.482683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:24.482770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:27.487617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:27.492295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:27.496746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:27.501031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:27.501149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:30.506069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:30.511043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:30.515547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:30.519341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:30.519427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:33.523775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:33.527515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:33.531815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:33.535934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:33.536046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:36.541359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:36.545690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:36.549667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:36.554215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:36.554359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:39.559678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:39.563632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:39.567137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:39.570507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:39.570587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:42.576943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:42.581371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:42.585822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:42.596073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:42.596282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:45.601506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:45.605438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:45.609301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:45.612995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:45.613094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:48.621689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:48.625969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:48.629582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:48.636875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:48.637053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:51.642414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:51.646153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:51.650703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:51.654598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:51.654718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:54.659815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:54.664209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:54.667965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:54.671309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:54.671394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:31:57.678243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:31:57.682330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:31:57.685766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:31:57.693576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:31:57.693732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:00.698259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:00.703493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:00.708524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:00.712893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:00.713011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:03.718128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:03.723509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:03.728255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:03.733464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:03.733584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:06.738915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:06.743263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:06.747462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:06.751620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:06.751762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:09.757684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:09.762906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:09.767346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:09.771195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:09.771302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:12.778445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:12.782924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:12.786617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:12.790289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:12.790393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:15.796218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:15.800241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:15.804011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:15.808436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:15.808534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:18.813338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:18.818717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:18.823411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:18.827545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:18.827692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:21.833294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:21.841956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:21.847250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:21.851002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:21.851118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:24.856249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:24.860722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:24.864536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:24.868746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:24.868860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:27.875124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:27.880151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:27.885020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:27.889884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:27.890020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:30.896445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:30.900527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:30.905782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:30.909876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:30.909970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:33.916053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:33.925930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:33.932553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:33.937604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:33.937725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:36.942637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:36.946744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:36.950870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:36.955639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:36.955784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:39.960376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:39.963939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:39.967880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:39.971287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:39.971370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:42.976229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:42.980032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:42.983783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:42.987210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:42.987289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:45.993827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:45.999155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:46.004044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:46.009757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:46.009863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:49.015617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:49.020199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:49.024587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:49.028747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:49.028862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:52.035018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:52.039379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:52.043226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:52.047194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:52.047291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:55.053453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:55.058860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:55.063221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:55.067462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:55.067626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:32:58.072638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:32:58.076365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:32:58.083360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:32:58.086842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:32:58.086949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:01.285307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:01.290314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:01.295750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:01.300443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:01.300736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:04.311314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:04.317842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:04.325579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:04.332569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:04.332749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:07.339695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:07.344883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:07.349880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:07.353348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:07.353430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:10.359674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:10.365614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:10.371464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:10.377462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:10.377858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:13.383425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:13.387345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:13.392838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:13.397188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:13.397305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:16.402919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:16.407229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:16.412091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:16.417964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:16.418173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:19.424929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:19.430182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:19.434762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:19.440308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:19.440483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:22.446179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:22.449984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:22.453481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:22.457007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:22.457085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:25.462387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:25.467376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:25.471363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:25.475057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:25.475147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:28.481418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:28.485578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:28.489700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:28.494086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:28.494196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:31.501201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:31.505961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:31.510852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:31.515271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:31.515433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:34.521240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:34.525251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:34.531262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:34.535016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:34.535095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:37.541205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:37.546828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:37.551377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:37.555311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:37.555392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:40.562232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:40.567390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:40.572506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:40.576934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:40.577025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:43.582404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:43.586406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:43.590081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:43.593609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:43.593717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:46.599536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:46.604104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:46.608661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:46.613069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:46.613183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:49.620276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:49.624973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:49.629591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:49.633757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:49.633860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:52.639677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:52.644181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:52.648759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:52.653337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:52.653462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:55.659742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:55.663911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:55.667613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:55.671362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:55.671447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:33:58.676610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:33:58.680334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:33:58.683944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:33:58.687566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:33:58.687681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:01.694560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:01.699179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:01.702983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:01.706367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:01.706447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:04.712824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:04.716746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:04.721723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:04.727056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:04.727246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:07.733580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:07.738288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:07.743059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:07.748245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:07.748379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:10.754992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:10.759478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:10.763956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:10.770105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:10.770238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:13.777050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:13.781938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:13.786171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:13.790300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:13.790488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:16.796377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:16.802566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:16.808740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:16.814313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:16.814691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:19.820394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:19.826053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:19.831041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:19.836839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:19.837004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:22.842999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:22.847256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:22.852170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:22.857126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:22.857283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:25.864084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:25.868855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:25.872775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:25.877215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:25.877301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:28.882924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:28.887195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:28.891525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:28.896342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:28.896590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:31.903950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:31.909051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:31.914510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:31.918754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:31.919001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:34.926794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:34.932254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:34.936427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:34.941300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:34.941458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:37.947467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:37.952990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:37.957829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:37.962056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:37.962157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:40.967634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:40.972502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:40.977491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:40.981848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:40.982107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:43.989346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:43.993523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:43.998901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:44.004125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:44.004269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:47.009970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:47.014147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:47.019288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:47.024350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:47.024556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:50.030924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:50.036412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:50.041252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:50.046412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:50.046541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:53.053763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:53.058362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:53.062692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:53.066903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:53.067171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:56.075462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:56.080206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:56.084228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:56.089008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:56.089172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:34:59.094582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:34:59.098603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:34:59.102537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:34:59.106251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:34:59.106419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:02.116027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:02.122514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:02.128383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:02.133718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:02.133936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:05.141862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:05.148018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:05.153286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:05.159408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:05.159591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:08.166781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:08.172598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:08.177834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:08.182945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:08.183090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:11.190436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:11.195264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:11.200672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:11.205001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:11.205082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:14.210231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:14.215903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:14.219913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:14.226148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:14.226258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:17.232429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:17.237265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:17.241682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:17.246290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:17.246402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:20.251621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:20.255948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:20.259998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:20.264018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:20.264122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:23.271181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:23.276669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:23.281679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:23.286813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:23.287004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:26.293421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:26.299280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:26.304369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:26.308949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:26.309263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:29.315680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:29.323710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:29.329114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:29.334044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:29.334292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:32.341169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:32.345850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:32.351355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:32.355718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:32.355803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:35.362029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:35.366773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:35.371207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:35.375520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:35.375637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:38.384806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:38.393047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:38.398260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:38.404011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:38.404151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:41.411553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:41.417439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:41.424234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:41.429128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:41.429232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:44.434800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:44.439013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:44.443221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:44.447852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:44.447944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:47.453499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:47.457849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:47.462235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:47.466385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:47.466491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:50.472864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:50.477914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:50.482926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:50.487230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:50.487353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:53.493598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:53.497507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:53.501099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:53.506671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:53.506879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:56.513812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:56.519099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:56.523699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:56.528594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:56.528756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:35:59.535862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:35:59.540550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:35:59.545939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:35:59.550352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:35:59.550434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:02.558604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:02.571769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:02.581038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:02.585958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:02.586173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:05.591501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:05.596936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:05.600977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:05.605036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:05.605130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:08.610720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:08.615299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:08.621281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:08.626705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:08.627093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:11.635191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:11.639798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:11.645691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:11.650151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:11.650315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:14.657239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:14.661971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:14.666407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:14.670842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:14.670974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:17.676875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:17.684746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:17.690773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:17.696102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:17.696311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:20.702340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:20.707869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:20.712935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:20.717151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:20.717230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:23.722193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:23.727173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:23.732376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:23.737838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:23.737933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:26.747037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:26.753078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:26.758368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:26.762483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:26.762594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:29.768934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:29.775056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:29.780541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:29.786430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:29.786554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:32.792633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:32.799005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:32.804065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:32.808195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:32.808296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:35.816599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:35.822073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:35.827095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:35.831528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:35.831673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:38.838425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:38.843291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:38.847912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:38.852074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:38.852191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:41.858365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:41.864056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:41.868376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:41.872511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:41.872606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:44.878423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:44.882968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:44.891497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:44.896443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:44.896784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:47.904031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:47.910287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:47.915531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:47.920670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:47.920843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:50.926250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:50.930988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:50.935357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:50.939067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:50.939152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:53.944917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:53.949741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:53.954518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:53.958846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:53.958930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:56.966539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:56.972833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:56.978636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:36:56.983971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:36:56.984088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:36:59.990256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:36:59.995234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:36:59.999562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:00.005365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:00.005523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:03.102996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:03.139637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:03.146123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:03.152423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:03.152557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:06.158069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:06.162442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:06.167190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:06.171742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:06.171840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:09.177601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:09.182115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:09.185630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:09.189624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:09.189779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:12.196377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:12.202231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:12.207478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:12.211944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:12.212051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:15.217109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:15.223578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:15.228587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:15.233090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:15.233284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:18.239894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:18.246389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:18.252487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:18.257252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:18.257380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:21.264191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:21.269150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:21.274402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:21.279711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:21.279849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:24.285720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:24.292426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:24.296846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:24.301251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:24.301464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:27.310796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:27.315613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:27.320878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:27.326684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:27.326838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:30.333801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:30.339351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:30.344616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:30.350738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:30.351062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:33.358497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:33.365010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:33.370463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:33.375784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:33.375893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:36.382145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:36.387285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:36.392240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:36.395937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:36.396167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:39.403291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:39.412457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:39.418276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:39.422804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:39.422918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:42.428999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:42.434876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:42.440282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:42.447135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:42.447345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:45.452577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:45.456383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:45.460070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:45.464219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:45.464432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:48.470338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:48.475277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:48.480271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:48.485616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:48.485832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:51.492221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:51.498242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:51.503216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:51.507503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:51.507617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:54.513167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:54.517425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:54.521207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:54.526287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:54.526412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:37:57.532486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:37:57.537975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:37:57.543479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:37:57.548615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:37:57.548981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:00.557098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:00.563088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:00.568633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:00.574398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:00.574565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:03.581677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:03.589828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:03.596697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:03.604140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:03.605246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:06.610527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:06.614714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:06.620006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:06.624720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:06.625061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:09.631942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:09.637027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:09.642099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:09.647601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:09.647973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:12.654525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:12.658586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:12.663369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:12.667851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:12.668001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:15.674379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:15.678427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:15.682731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:15.686550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:15.686777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:18.694498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:18.701383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:18.707309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:18.712680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:18.712801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:21.718661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:21.723165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:21.727566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:21.731334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:21.731427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:24.736878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:24.741322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:24.745676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:24.749412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:24.749594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:27.754988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:27.759807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:27.764739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:27.769136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:27.769389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:30.775371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:30.781482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:30.786671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:30.790747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:30.790966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:33.797317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:33.801991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:33.806831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:33.810525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:33.810608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:36.816029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:36.820997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:36.825201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:36.829914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:36.830163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:39.838858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:39.845735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:39.852094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:39.858325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:39.858487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:42.863689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:42.868145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:42.872842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:42.878896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:42.879083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:45.884969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:45.890272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:45.894783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:45.898579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:45.898694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:48.905787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:48.910960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:48.915555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:48.920381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:48.920482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:51.924667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:51.928819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:51.933544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:51.937559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:51.937719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:54.942778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:54.947211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:54.951267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:54.955175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:54.955378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:38:57.961978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:38:57.966706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:38:57.971962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:38:57.976609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:38:57.976743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:00.981872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:00.986188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:00.990713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:00.994669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:00.994886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:03.999702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:04.005140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:04.010332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:04.015979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:04.016094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:07.020980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:07.025351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:07.030960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:07.035789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:07.035942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:10.041465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:10.046057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:10.050722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:10.054821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:10.054927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:13.060329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:13.064815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:13.069267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:13.073706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:13.073808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:16.079373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:16.084680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:16.090107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:16.094347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:16.094458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:19.099914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:19.105328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:19.109623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:19.114144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:19.114243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:22.122221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:22.128059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:22.133766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:22.138306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:22.138426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:25.143482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:25.148139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:25.152068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:25.156200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:25.156314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:28.163032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:28.170238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:28.177457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:28.182828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:28.182956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:31.188990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:31.193733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:31.198208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:31.203432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:31.203524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:34.210277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:34.215425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:34.220743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:34.225034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:34.225184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:37.230911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:37.236485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:37.241596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:37.246463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:37.246663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:40.251070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:40.254830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:40.258633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:40.263115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:40.263197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:43.268564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:43.273317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:43.277221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:43.281024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:43.281221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:46.286505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:46.290781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:46.295343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:46.300444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:46.300567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:49.307554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:49.315898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:49.320605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:49.325816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:49.326107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:52.332193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:52.336449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:52.341736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:52.345488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:52.345583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:55.351026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:55.357123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:55.362060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:55.366540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:55.366711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:39:58.372135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:39:58.377818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:39:58.382366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:39:58.386345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:39:58.386444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:01.391994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:01.396303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:01.401436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:01.406282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:01.406390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:04.413349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:04.420099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:04.426827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:04.432342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:04.432470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:07.438510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:07.443636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:07.447767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:07.451998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:07.452134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:10.457107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:10.461603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:10.465678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:10.469281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:10.469375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:13.479436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:13.488267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:13.495496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:13.501132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:13.501274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:16.506288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:16.510716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:16.514760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:16.518755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:16.518864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:19.524355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:19.529390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:19.533805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:19.537811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:19.537954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:22.543239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:22.547321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:22.552706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:22.557292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:22.557442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:25.563407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:25.568095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:25.572589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:25.576994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:25.577086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:28.584883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:28.589885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:28.596085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:28.600495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:28.600579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:31.605138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:31.609267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:31.613372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:31.617696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:31.617832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:34.623942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:34.629388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:34.635851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:34.641366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:34.641483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:37.645780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:37.649874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:37.654004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:37.657781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:37.657897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:40.663747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:40.671367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:40.676511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:40.681785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:40.681924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:43.687292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:43.691791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:43.695863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:43.700145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:43.700266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:46.704994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:46.715033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:46.720982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:46.725333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:46.725427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:49.730215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:49.734252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:49.738710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:49.742600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:49.742722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:52.748111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:52.753366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:52.758690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:52.764011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:52.764135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:55.795585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:55.803870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:55.808068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:55.811971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:55.812064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:40:58.817264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:40:58.854095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:40:58.891911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:40:58.896161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:40:58.896270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:01.902552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:01.908307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:01.912968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:01.918224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:01.918406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:04.924014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:04.929088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:04.934261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:04.938882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:04.939059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:07.945899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:07.956386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:07.963280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:07.968738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:07.968907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:10.975415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:10.980056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:10.984030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:10.988552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:10.988815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:13.993379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:13.998209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:14.002850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:14.008275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:14.008371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:17.014936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:17.021843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:17.030226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:17.036858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:17.037128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:20.042511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:20.047928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:20.052823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:20.057705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:20.057851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:23.062812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:23.067190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:23.070862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:23.075268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:23.075505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:26.081012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:26.086598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:26.092188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:26.096438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:26.096547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:29.101957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:29.106603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:29.110403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:29.116116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:29.116453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:32.122917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:32.130356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:32.134747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:32.140484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:32.140619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:35.145586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:35.150615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:35.155398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:35.159257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:35.159351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:38.166549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:38.171825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:38.176399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:38.180727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:38.180832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:41.186304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:41.191621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:41.195604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:41.200548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:41.200690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:44.207434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:44.211794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:44.215629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:44.219570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:44.219714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:47.224948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:47.230366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:47.234500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:47.239285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:47.239370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:50.246480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:50.253712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:50.259552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:50.265332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:50.265478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:53.271566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:53.276056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:53.281408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:53.286722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:53.286881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:56.293185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:56.299257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:56.304875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:56.309444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:56.309628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:41:59.315386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:41:59.320973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:41:59.325504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:41:59.329851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:41:59.329969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:02.334580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:02.339095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:02.343966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:02.348692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:02.348999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:05.355224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:05.362063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:05.367910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:05.372564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:05.372691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:08.379582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:08.384708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:08.389354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:08.394421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:08.394536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:11.400073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:11.405194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:11.409950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:11.414012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:11.414121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:14.419571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:14.424813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:14.430206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:14.434444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:14.434528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:17.439772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:17.445420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:17.450912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:17.454831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:17.454944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:20.462208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:20.466258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:20.470775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:20.475055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:20.475168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:23.479755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:23.484585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:23.488761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:23.493037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:23.493758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:26.504242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:26.511208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:26.516850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:26.523977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:26.524332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:29.530224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:29.534213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:29.538474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:29.542385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:29.542479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:32.549441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:32.554216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:32.558354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:32.561985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:32.562174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:35.570891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:35.577872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:35.584302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:35.589552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:35.589686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:38.596391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:38.601509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:38.607753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:38.611582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:38.611701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:41.616833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:41.621126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:41.625803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:41.629697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:41.629800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:44.635346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:44.642998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:44.648433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:44.652517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:44.652630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:47.661852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:47.665940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:47.670397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:47.675876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:47.676251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:50.683737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:50.689976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:50.694781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:50.700943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:50.701381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:53.708023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:53.712724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:53.717872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:53.723348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:53.723422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:56.728686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:56.733928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:56.738242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:56.742012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:56.742101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:42:59.749175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:42:59.753188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:42:59.758507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:42:59.763867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:42:59.764000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:02.769149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:02.773544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:02.777713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:02.781685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:02.781793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:05.788006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:05.793429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:05.799705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:05.804024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:05.804110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:08.810008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:08.814374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:08.819365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:08.824077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:08.824307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:11.830409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:11.836931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:11.842195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:11.847630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:11.847776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:14.852788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:14.857452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:14.861050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:14.864982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:14.865064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:17.872360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:17.877776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:17.882490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:17.887462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:17.887573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:20.893245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:20.899509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:20.904201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:20.909629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:20.909841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:23.914749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:23.919179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:23.925207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:23.930286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:23.930383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:26.937733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:26.942621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:26.947113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:26.952123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:26.952311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:29.958127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:29.962497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:29.966510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:29.971129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:29.971378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:32.977806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:32.982542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:32.987270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:32.991395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:32.991498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:35.997638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:36.006639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:36.105130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:36.212920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:36.213089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:39.219775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:39.224008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:39.228235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:39.232143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:39.232400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:42.237484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:42.241217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:42.244951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:42.249190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:42.249583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:45.254729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:45.258838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:45.262958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:45.267746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:45.267871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:48.274926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:48.280000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:48.284415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:48.288718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:48.288803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:51.294035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:51.298013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:51.302767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:51.309015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:51.309149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:54.315392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:54.320389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:54.326720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:54.331976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:54.332816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:43:57.338451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:43:57.343350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:43:57.348127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:43:57.352455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:43:57.352551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:00.358364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:00.362895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:00.367066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:00.371129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:00.371390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:03.376736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:03.380690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:03.384576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:03.388588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:03.388805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:06.396662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:06.402023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:06.406713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:06.410571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:06.410682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:09.417192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:09.421843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:09.425533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:09.429368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:09.429451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:12.436451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:12.440947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:12.445943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:12.451160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:12.451266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:15.458433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:15.464846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:15.471026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:15.476216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:15.476312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:18.485619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:18.492039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:18.498264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:18.504335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:18.504471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:21.510623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:21.516283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:21.520775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:21.525914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:21.526042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:24.531066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:24.536121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:24.540700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:24.544569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:24.544672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:27.550946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:27.556740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:27.561848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:27.567151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:27.567471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:30.574198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:30.580204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:30.584934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:30.589426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:30.589691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:33.596032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:33.601528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:33.605883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:33.613627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:33.613732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:36.620407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:36.627142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:36.632009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:36.635574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:36.635676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:39.642277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:39.646476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:39.651124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:39.655454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:39.655537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:42.661313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:42.666368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:42.671378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:42.676086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:42.676195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:45.681455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:45.685529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:45.690577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:45.695245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:45.695375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:48.702676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:48.708712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:48.716218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:48.720352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:48.720438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:51.725977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:51.730387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:51.734988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:51.738865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:51.738946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:54.745182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:54.750741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:54.756716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:54.761806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:54.761982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:44:57.767061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:44:57.771703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:44:57.776712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:44:57.780546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:44:57.780689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:00.786932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:00.792545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:00.797070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:00.801210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:00.801295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:03.807514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:03.812115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:03.817119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:03.821248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:03.821356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:06.828438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:06.834163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:06.839960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:06.844155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:06.844260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:09.851086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:09.856399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:09.860823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:09.865166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:09.865452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:12.872107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:12.879120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:12.886272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:12.895745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:12.895991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:15.908901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:15.914258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:15.919611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:15.924439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:15.924737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:18.930975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:18.937494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:18.942322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:18.946717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:18.946963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:21.952724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:21.958786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:21.963918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:21.968896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:21.968990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:24.973813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:24.979472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:24.985336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:24.990299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:24.990417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:27.996676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:28.001180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:28.007215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:28.013156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:28.013389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:31.020580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:31.026894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:31.030832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:31.035262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:31.035429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:34.041141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:34.046726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:34.051378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:34.057185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:34.057514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:37.262040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:37.366430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:37.371639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:37.376043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:37.376140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:40.383044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-10T22:45:40.389794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:40.394759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:40.399094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:40.399252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-10T22:45:43.405322] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-10T22:45:43.411285] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-10), and is a dependency of this service.
[2025-10-10T22:45:43.415884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-10T22:45:43.419845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-10T22:45:43.423971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-10T22:45:43.425287] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-10T22:45:43.425529] [INFO ] [CACHE     ] Starting cache update
[2025-10-10T22:45:43.425728] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-10-10T22:45:43.430112] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-10-10T22:45:43.430509] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-10-10T22:45:43.430569] [INFO ] [CACHE     ] Cache update completed successfully
[2025-10-10T22:45:43.430812] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-10-10T22:45:43.430885] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-10T22:45:43.484543] [DEBUG] [REMOTE    ] Fetched 1823 unique symbols from directory listing.
[2025-10-10T22:45:43.491228] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTVA
[2025-10-10T22:45:43.492234] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLH
[2025-10-10T22:45:43.492385] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MOH
[2025-10-10T22:45:43.492513] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DKL
[2025-10-10T22:45:43.492622] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CCK
[2025-10-10T22:45:43.492792] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AI
[2025-10-10T22:45:43.492915] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWNB
[2025-10-10T22:45:43.493033] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CBU
[2025-10-10T22:45:43.493216] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EPD
[2025-10-10T22:45:43.493329] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CPS
[2025-10-10T22:45:43.494600] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DDS
[2025-10-10T22:45:43.494807] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MAC
[2025-10-10T22:45:43.494940] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DDL
[2025-10-10T22:45:43.495046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CIG
[2025-10-10T22:45:43.495149] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DY
[2025-10-10T22:45:43.495250] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COMP
[2025-10-10T22:45:43.495382] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DAO
[2025-10-10T22:45:43.496457] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SLB
[2025-10-10T22:45:43.496564] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTI
[2025-10-10T22:45:43.496693] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DX
[2025-10-10T22:45:43.496798] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LBRT
[2025-10-10T22:45:43.496960] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIO
[2025-10-10T22:45:43.497219] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABT
[2025-10-10T22:45:43.497367] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MIR
[2025-10-10T22:45:43.497530] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNMD
[2025-10-10T22:45:43.497788] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DQ
[2025-10-10T22:45:43.497896] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ECVT
[2025-10-10T22:45:43.497988] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DTB
[2025-10-10T22:45:43.498062] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARLO
[2025-10-10T22:45:43.498176] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AS
[2025-10-10T22:45:43.498292] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNS
[2025-10-10T22:45:43.498558] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UPS
[2025-10-10T22:45:43.498726] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COLD
[2025-10-10T22:45:43.498844] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTRA
[2025-10-10T22:45:43.498945] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATKR
[2025-10-10T22:45:43.499009] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CIM
[2025-10-10T22:45:43.499072] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNH
[2025-10-10T22:45:43.499155] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DLB
[2025-10-10T22:45:43.499244] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APH
[2025-10-10T22:45:43.499351] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVY
[2025-10-10T22:45:43.499433] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DUKB
[2025-10-10T22:45:43.499492] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARCO
[2025-10-10T22:45:43.499576] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BHP
[2025-10-10T22:45:43.499691] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CSTM
[2025-10-10T22:45:43.499802] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BIP
[2025-10-10T22:45:43.499903] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TSI
[2025-10-10T22:45:43.500006] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WBX
[2025-10-10T22:45:43.500114] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UFI
[2025-10-10T22:45:43.500190] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CWH
[2025-10-10T22:45:43.500301] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BCAT
[2025-10-10T22:45:43.500407] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DOCS
[2025-10-10T22:45:43.500515] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBUC
[2025-10-10T22:45:43.500574] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COTY
[2025-10-10T22:45:43.500710] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EBS
[2025-10-10T22:45:43.500831] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VST
[2025-10-10T22:45:43.500890] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTO
[2025-10-10T22:45:43.500950] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNA
[2025-10-10T22:45:43.501025] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DRH
[2025-10-10T22:45:43.501082] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CANG
[2025-10-10T22:45:43.501161] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AB
[2025-10-10T22:45:43.501267] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TY
[2025-10-10T22:45:43.501354] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DINO
[2025-10-10T22:45:43.501450] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EME
[2025-10-10T22:45:43.501533] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BVN
[2025-10-10T22:45:43.501592] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DLX
[2025-10-10T22:45:43.501744] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BHK
[2025-10-10T22:45:43.501848] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DG
[2025-10-10T22:45:43.501934] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLB
[2025-10-10T22:45:43.502027] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACA
[2025-10-10T22:45:43.502126] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BMN
[2025-10-10T22:45:43.502211] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CFG
[2025-10-10T22:45:43.502329] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPXC
[2025-10-10T22:45:43.502410] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKU
[2025-10-10T22:45:43.502535] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGD
[2025-10-10T22:45:43.502621] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AXR
[2025-10-10T22:45:43.502788] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DFP
[2025-10-10T22:45:43.502881] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DEO
[2025-10-10T22:45:43.502967] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BAK
[2025-10-10T22:45:43.503077] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EFT
[2025-10-10T22:45:43.503164] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ELME
[2025-10-10T22:45:43.503243] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQNR
[2025-10-10T22:45:43.503303] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQBK
[2025-10-10T22:45:43.503363] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CSR
[2025-10-10T22:45:43.503457] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRT
[2025-10-10T22:45:43.503538] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CVLG
[2025-10-10T22:45:43.503621] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BY
[2025-10-10T22:45:43.503783] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNC
[2025-10-10T22:45:43.503870] [INFO ] [LOCAL     ] Pruned 87 configuration files
[2025-10-10T22:45:43.505580] [INFO ] [sig       ] Skipping 1603 symbols with existing configuration
[2025-10-10T22:45:43.506418] [INFO ] [sig       ] Found 220 active symbols to configure
[2025-10-10T22:45:43.506749] [INFO ] [sig       ] [1/220] Configuring ABBV...
[2025-10-10T22:45:43.506819] [INFO ] [CONFIGURE ] ABBV: Configurate test run.
[2025-10-10T22:45:43.506900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-10-10T22:45:43.523479] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'.
[2025-10-10T22:45:43.523992] [INFO ] [CONFIGURE ] ABBV: Testing with 29 available features
[2025-10-10T22:45:43.524049] [INFO ] [CONFIGURE ] ABBV: Establishing baseline with no features...
[2025-10-10T22:45:43.657384] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:43.774029] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:43.892134] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.004762] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:44.122299] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.238017] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:44.354251] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.467276] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:44.582674] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.696211] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.696358] [INFO ] [CONFIGURE ] ABBV: Baseline score (no features): 80.00%
[2025-10-10T22:45:44.696404] [INFO ] [CONFIGURE ] ABBV: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:45:44.696438] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:45:44.818795] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:44.945506] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:45.070288] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:45.195486] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:45.323459] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:45.456240] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:45:45.592963] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:45.794764] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:45.951169] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:46.102555] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:46.102765] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T22:45:46.102820] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.4s/test | Remaining: 6379 tests
[2025-10-10T22:45:46.102857] [INFO ] [CONFIGURE ] ABBV: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:45:46.102889] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:45:46.232970] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:46.361565] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:45:46.518993] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:46.647276] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:46.775854] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:46.906591] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:45:47.037124] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:47.170812] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:45:47.303540] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:45:47.439103] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:47.439229] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T22:45:47.439275] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6378 tests
[2025-10-10T22:45:47.439310] [INFO ] [CONFIGURE ] ABBV: Testing feature 3/29: add_daily_returns
[2025-10-10T22:45:47.439339] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_daily_returns']
[2025-10-10T22:45:47.545798] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:47.652741] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:47.773035] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:45:47.882337] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:45:47.991422] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:48.101195] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:48.214132] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:48.330340] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:48.441912] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:48.557531] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:48.557730] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T22:45:48.557792] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6377 tests
[2025-10-10T22:45:48.557850] [INFO ] [CONFIGURE ] ABBV: Testing feature 4/29: add_ema
[2025-10-10T22:45:48.557882] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_ema']
[2025-10-10T22:45:48.679550] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:48.800542] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:48.921967] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:45:49.046687] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:49.172200] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:49.298978] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:45:49.426796] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:45:49.579134] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:49.713516] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:49.844561] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:49.844767] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_ema (score: 40.00%)
[2025-10-10T22:45:49.844821] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6376 tests
[2025-10-10T22:45:49.844881] [INFO ] [CONFIGURE ] ABBV: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:45:49.844937] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:45:49.981785] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:50.118311] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:50.253490] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:45:50.410900] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:50.550520] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:50.689481] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:50.826590] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:50.966307] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:45:51.105804] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:51.249488] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:51.249702] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:45:51.249762] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6375 tests
[2025-10-10T22:45:51.249805] [INFO ] [CONFIGURE ] ABBV: Testing feature 6/29: add_failed_moves
[2025-10-10T22:45:51.249842] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_failed_moves']
[2025-10-10T22:45:51.363852] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:51.475429] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:51.590504] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:51.709055] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:51.832410] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:45:51.956265] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:52.077469] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:52.197827] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:52.320936] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:52.437298] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:52.437454] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T22:45:52.437497] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6374 tests
[2025-10-10T22:45:52.437530] [INFO ] [CONFIGURE ] ABBV: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:45:52.437560] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_lag_shelf']
[2025-10-10T22:45:52.574124] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:52.678918] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:52.788926] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:52.904069] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:53.016784] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:45:53.134572] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:53.247751] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:53.361864] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:53.481402] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:53.595241] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:53.595394] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T22:45:53.595436] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6373 tests
[2025-10-10T22:45:53.595555] [INFO ] [CONFIGURE ] ABBV: Testing feature 8/29: add_macd
[2025-10-10T22:45:53.595595] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:45:53.748631] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:53.902717] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:54.057368] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:45:54.206273] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:45:54.360376] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:54.512310] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:54.667265] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:54.816417] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:54.977291] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:55.136846] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:55.137045] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_macd (score: 70.00%)
[2025-10-10T22:45:55.137097] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6372 tests
[2025-10-10T22:45:55.137132] [INFO ] [CONFIGURE ] ABBV: Testing feature 9/29: add_mfi
[2025-10-10T22:45:55.137162] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_mfi']
[2025-10-10T22:45:55.264964] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:55.396535] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:55.532931] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:55.658798] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:55.786564] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:45:55.916916] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:45:56.144858] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:45:56.272928] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:56.401918] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:56.539045] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:56.539237] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T22:45:56.539301] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6371 tests
[2025-10-10T22:45:56.539339] [INFO ] [CONFIGURE ] ABBV: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:45:56.539371] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:45:56.678980] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:56.819626] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:45:56.958938] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:45:57.100015] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:45:57.244311] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:57.407407] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:45:57.547621] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:45:57.688369] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:57.827166] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:57.966129] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:45:57.966328] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T22:45:57.966391] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6370 tests
[2025-10-10T22:45:57.966428] [INFO ] [CONFIGURE ] ABBV: Testing feature 11/29: add_obv_daily
[2025-10-10T22:45:57.966459] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_daily']
[2025-10-10T22:45:58.082606] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:58.195243] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:58.314279] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:58.434063] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:45:58.548064] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:58.661426] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:58.779832] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:45:58.893852] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:45:59.009210] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:45:59.125452] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:45:59.125611] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T22:45:59.125703] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6369 tests
[2025-10-10T22:45:59.125756] [INFO ] [CONFIGURE ] ABBV: Testing feature 12/29: add_obv_interval
[2025-10-10T22:45:59.125788] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval']
[2025-10-10T22:45:59.234001] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:45:59.346539] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:45:59.464315] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:45:59.580573] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:45:59.690806] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:45:59.800637] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:45:59.913772] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:46:00.039567] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:00.165586] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:00.286242] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:00.286450] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T22:46:00.286500] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6368 tests
[2025-10-10T22:46:00.286536] [INFO ] [CONFIGURE ] ABBV: Testing feature 13/29: add_opening_strength
[2025-10-10T22:46:00.286567] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:46:00.406777] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:00.529222] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:00.649060] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:00.769264] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:00.890755] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:01.017605] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:01.154824] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:46:01.298010] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:01.424175] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:46:01.552827] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:46:01.553047] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T22:46:01.553127] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6367 tests
[2025-10-10T22:46:01.553179] [INFO ] [CONFIGURE ] ABBV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:46:01.553219] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:46:01.689777] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:01.827701] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:01.958586] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:02.087169] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:02.225267] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:02.354872] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:02.486213] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:02.626259] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:02.764402] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:02.910825] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:02.911060] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T22:46:02.911138] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6366 tests
[2025-10-10T22:46:02.911200] [INFO ] [CONFIGURE ] ABBV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:46:02.911237] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:46:03.022327] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:03.136207] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:03.244807] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:03.356346] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:03.465289] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:03.573770] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:03.683624] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:03.793350] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:03.902802] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:04.012067] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:04.012229] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:46:04.012273] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6365 tests
[2025-10-10T22:46:04.012306] [INFO ] [CONFIGURE ] ABBV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:46:04.012337] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:46:04.132010] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:46:04.247832] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:04.364320] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:04.482863] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:04.598804] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:04.716524] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:04.840003] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:04.958899] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:05.079211] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:05.200083] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:05.200314] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:46:05.200379] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6364 tests
[2025-10-10T22:46:05.200418] [INFO ] [CONFIGURE ] ABBV: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:46:05.200451] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_return_2d']
[2025-10-10T22:46:05.325309] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:05.448753] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:05.576093] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:05.700410] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:05.822269] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:05.949407] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:06.071468] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:06.196840] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:06.325145] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:06.447377] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:06.447572] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-10T22:46:06.447637] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6363 tests
[2025-10-10T22:46:06.447718] [INFO ] [CONFIGURE ] ABBV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:46:06.447753] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T22:46:06.555861] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:46:06.662665] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:06.770974] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:06.879622] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:06.992249] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:07.111620] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:07.227352] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:07.340524] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:07.454140] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:07.567360] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:07.567518] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T22:46:07.567560] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6362 tests
[2025-10-10T22:46:07.567617] [INFO ] [CONFIGURE ] ABBV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:46:07.567697] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T22:46:07.690636] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:07.826870] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:07.950248] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:08.070877] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:08.187628] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:08.298210] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:08.408812] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:46:08.519977] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:08.640492] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:08.752316] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:08.752460] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T22:46:08.752505] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6361 tests
[2025-10-10T22:46:08.752540] [INFO ] [CONFIGURE ] ABBV: Testing feature 20/29: add_price_rejection
[2025-10-10T22:46:08.752573] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_price_rejection']
[2025-10-10T22:46:08.881881] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:09.002863] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:09.128798] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:09.248411] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:09.374682] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:09.492401] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:09.618612] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:09.747249] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:09.875520] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:09.999635] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:09.999807] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T22:46:09.999853] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6360 tests
[2025-10-10T22:46:09.999886] [INFO ] [CONFIGURE ] ABBV: Testing feature 21/29: add_range_position
[2025-10-10T22:46:09.999916] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_range_position']
[2025-10-10T22:46:10.128361] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:10.252448] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:10.388350] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:10.517015] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:10.651322] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:10.798840] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:10.930639] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:11.082796] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:11.219368] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:11.351938] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:11.352091] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T22:46:11.352133] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6359 tests
[2025-10-10T22:46:11.352167] [INFO ] [CONFIGURE ] ABBV: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:46:11.352198] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_realized_volatility']
[2025-10-10T22:46:11.491959] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:11.640463] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:11.789607] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:11.934130] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:12.075872] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:12.219130] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:12.373280] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:12.541473] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:12.723334] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:46:12.938867] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:12.939103] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T22:46:12.939174] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6358 tests
[2025-10-10T22:46:12.939237] [INFO ] [CONFIGURE ] ABBV: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:46:12.939291] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_recent_range_context']
[2025-10-10T22:46:13.107768] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:13.257978] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:13.406789] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:13.545191] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:13.694381] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:13.832049] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:13.966043] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.091333] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:14.212770] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.333563] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.333806] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:46:14.333856] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6357 tests
[2025-10-10T22:46:14.333891] [INFO ] [CONFIGURE ] ABBV: Testing feature 24/29: add_rsi
[2025-10-10T22:46:14.333923] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T22:46:14.472601] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.611181] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.752876] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:14.891843] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:15.037950] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:15.178873] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:15.318301] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:15.463958] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:15.603746] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:15.739005] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:15.739169] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T22:46:15.739260] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6356 tests
[2025-10-10T22:46:15.739314] [INFO ] [CONFIGURE ] ABBV: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:46:15.739347] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_tick_distribution']
[2025-10-10T22:46:15.846513] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:15.961137] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:16.076802] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:16.196504] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:16.315247] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:16.435055] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:16.557328] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:16.678198] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:16.829689] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:16.955796] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:16.956102] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T22:46:16.956154] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6355 tests
[2025-10-10T22:46:16.956188] [INFO ] [CONFIGURE ] ABBV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:46:16.956219] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T22:46:17.074947] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:17.192259] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:17.311423] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:17.431869] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:17.550554] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:17.669888] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:17.791221] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:17.915711] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:18.042879] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:46:18.172321] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:18.172490] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T22:46:18.172534] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6354 tests
[2025-10-10T22:46:18.172570] [INFO ] [CONFIGURE ] ABBV: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:46:18.172603] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_price_divergence']
[2025-10-10T22:46:18.298503] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:46:18.422455] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:18.544884] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:18.676507] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:46:18.802295] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:18.926322] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:19.064372] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:19.201588] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:19.339730] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:19.475622] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:19.475857] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T22:46:19.475923] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6353 tests
[2025-10-10T22:46:19.475965] [INFO ] [CONFIGURE ] ABBV: Testing feature 28/29: add_volume_profile
[2025-10-10T22:46:19.475998] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_profile']
[2025-10-10T22:46:19.614931] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:46:19.748958] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:19.863706] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:19.979017] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:20.093413] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:20.208029] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:20.328941] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:20.449137] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:20.581888] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:20.704263] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:20.704420] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T22:46:20.704463] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6352 tests
[2025-10-10T22:46:20.704495] [INFO ] [CONFIGURE ] ABBV: Testing feature 29/29: add_vwap
[2025-10-10T22:46:20.704525] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap']
[2025-10-10T22:46:20.823422] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:46:20.943409] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:46:21.063639] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:21.188217] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:46:21.311098] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:21.438158] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:21.575073] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:46:21.713820] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:21.838053] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:46:21.962359] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:46:21.962552] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T22:46:21.962614] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6351 tests
[2025-10-10T22:46:21.962704] [INFO ] [CONFIGURE ] ABBV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:46:21.962761] [INFO ] [CONFIGURE ] ABBV: Best accuracy: 80.00%
[2025-10-10T22:46:21.962794] [INFO ] [CONFIGURE ] ABBV: Best feature set (0 features): []
[2025-10-10T22:46:21.962844] [INFO ] [CONFIGURE ] ABBV: Improvement over baseline: 0.00%
[2025-10-10T22:46:21.962873] [INFO ] [CONFIGURE ] ABBV: Total time: 37.3 seconds
[2025-10-10T22:46:21.962901] [INFO ] [CONFIGURE ] ABBV: Average time per feature: 1.3 seconds
[2025-10-10T22:46:21.962928] [INFO ] [CONFIGURE ] ABBV: Average speed: 0.78 features/sec
[2025-10-10T22:46:21.963503] [INFO ] [LOCAL     ] Saved configuration for ABBV: 0 features, 80.00% accuracy -> ./output/feature-sets/ABBV.json
[2025-10-10T22:46:21.963557] [INFO ] [CONFIGURE ] ABBV: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-10T22:46:21.963616] [INFO ] [sig       ] [1/220] Successfully configured ABBV | 0.03 sym/s | Total: 38s | ETA: 2.3h
[2025-10-10T22:46:21.963716] [INFO ] [sig       ] [2/220] Configuring ACCO...
[2025-10-10T22:46:21.963781] [INFO ] [CONFIGURE ] ACCO: Configurate test run.
[2025-10-10T22:46:21.963864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-10-10T22:46:21.979132] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACCO'.
[2025-10-10T22:46:21.979587] [INFO ] [CONFIGURE ] ACCO: Testing with 29 available features
[2025-10-10T22:46:21.979669] [INFO ] [CONFIGURE ] ACCO: Establishing baseline with no features...
[2025-10-10T22:46:22.096564] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:22.206186] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:22.314283] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:22.423950] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:22.534735] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:22.653423] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:22.757465] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:22.881873] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:22.986416] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:23.090716] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:23.090812] [INFO ] [CONFIGURE ] ACCO: Baseline score (no features): 60.00%
[2025-10-10T22:46:23.090854] [INFO ] [CONFIGURE ] ACCO: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:46:23.090887] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:46:23.204964] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:23.317969] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:23.431384] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:23.547194] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:23.674437] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:23.820226] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:23.943685] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:24.067619] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:24.188681] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:24.307470] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:46:24.307605] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T22:46:24.307718] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6350 tests
[2025-10-10T22:46:24.307773] [INFO ] [CONFIGURE ] ACCO: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:46:24.307805] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:46:24.425808] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:24.544776] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:24.663221] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:24.787227] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:24.911598] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:25.037606] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:25.158660] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:46:25.281218] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:25.402532] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:46:25.528239] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:25.528381] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T22:46:25.528425] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6349 tests
[2025-10-10T22:46:25.528458] [INFO ] [CONFIGURE ] ACCO: Testing feature 3/29: add_daily_returns
[2025-10-10T22:46:25.528488] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_daily_returns']
[2025-10-10T22:46:25.637529] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:25.743458] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:46:25.849069] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:25.958468] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:26.065038] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:26.174763] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:26.288287] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:46:26.399088] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:26.510306] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:26.622926] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:26.623081] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T22:46:26.623124] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6348 tests
[2025-10-10T22:46:26.623158] [INFO ] [CONFIGURE ] ACCO: Testing feature 4/29: add_ema
[2025-10-10T22:46:26.623188] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema']
[2025-10-10T22:46:26.757087] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:26.886518] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:27.021596] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:27.148075] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:27.270292] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:27.395659] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:27.520508] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:27.644509] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:27.788074] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:27.909253] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:27.909402] [INFO ] [CONFIGURE ] ACCO: KEPT add_ema (score: 70.00%)
[2025-10-10T22:46:27.909446] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.3s/test | Remaining: 6347 tests
[2025-10-10T22:46:27.909481] [INFO ] [CONFIGURE ] ACCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:46:27.909512] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:46:28.053742] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:28.200083] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:46:28.351574] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:28.499062] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:28.651563] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:28.808745] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:28.975420] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:29.128808] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:29.280187] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:29.439339] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:29.439473] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T22:46:29.439518] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6346 tests
[2025-10-10T22:46:29.439553] [INFO ] [CONFIGURE ] ACCO: Testing feature 6/29: add_failed_moves
[2025-10-10T22:46:29.439583] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-10T22:46:29.566875] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:29.694717] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:29.824417] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:29.958824] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:30.098295] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:30.235666] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:30.374264] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:30.513320] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:30.653419] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:30.790939] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:30.791075] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T22:46:30.791172] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6345 tests
[2025-10-10T22:46:30.791233] [INFO ] [CONFIGURE ] ACCO: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:46:30.791266] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-10T22:46:30.913319] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:31.036548] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:31.160795] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:31.288276] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:31.416596] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:31.548777] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:31.681121] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:31.814394] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:31.983436] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:32.118079] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:32.118256] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T22:46:32.118301] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6344 tests
[2025-10-10T22:46:32.118335] [INFO ] [CONFIGURE ] ACCO: Testing feature 8/29: add_macd
[2025-10-10T22:46:32.118366] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-10T22:46:32.282700] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:32.445050] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:32.608830] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:32.775135] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:32.936575] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:33.107872] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:33.277744] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:33.443011] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:33.607503] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:33.774468] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:46:33.774661] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_macd (score: 70.00%)
[2025-10-10T22:46:33.774724] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6343 tests
[2025-10-10T22:46:33.774765] [INFO ] [CONFIGURE ] ACCO: Testing feature 9/29: add_mfi
[2025-10-10T22:46:33.774798] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_mfi']
[2025-10-10T22:46:33.914062] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:34.051556] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:34.192586] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:34.340380] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:34.483317] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:34.628751] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:34.783026] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:34.931739] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:35.075516] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:35.221321] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:35.221510] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T22:46:35.221557] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6342 tests
[2025-10-10T22:46:35.221594] [INFO ] [CONFIGURE ] ACCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:46:35.221627] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:46:35.377492] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:35.533627] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:35.687192] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:35.845639] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:36.004566] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:36.175281] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:36.347708] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:36.510678] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:36.665081] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:36.819784] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:36.819984] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T22:46:36.820063] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6341 tests
[2025-10-10T22:46:36.820103] [INFO ] [CONFIGURE ] ACCO: Testing feature 11/29: add_obv_daily
[2025-10-10T22:46:36.820134] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-10T22:46:36.956871] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:37.092247] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:37.227902] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:37.369076] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:37.511235] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:37.649375] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:37.790659] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:37.937940] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:38.080244] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:38.223002] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:38.223184] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T22:46:38.223229] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6340 tests
[2025-10-10T22:46:38.223264] [INFO ] [CONFIGURE ] ACCO: Testing feature 12/29: add_obv_interval
[2025-10-10T22:46:38.223296] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-10T22:46:38.364621] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:38.520130] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:38.657270] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:38.799790] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:38.940074] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:39.086122] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:39.228637] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:39.369828] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:39.518716] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:39.660192] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:39.660344] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:46:39.660388] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6339 tests
[2025-10-10T22:46:39.660423] [INFO ] [CONFIGURE ] ACCO: Testing feature 13/29: add_opening_strength
[2025-10-10T22:46:39.660454] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:46:39.812948] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:39.956491] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:46:40.101615] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:40.245945] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:40.396421] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:40.564591] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:40.714956] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:46:40.867582] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:41.023030] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:46:41.178428] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:46:41.178606] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T22:46:41.178677] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6338 tests
[2025-10-10T22:46:41.178732] [INFO ] [CONFIGURE ] ACCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:46:41.178765] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-10T22:46:41.331976] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:41.504975] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:46:41.657815] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:41.809952] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:41.974207] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:42.129523] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:42.284455] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:42.463890] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:42.631174] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:42.790623] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:42.790817] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T22:46:42.790867] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6337 tests
[2025-10-10T22:46:42.790954] [INFO ] [CONFIGURE ] ACCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:46:42.791008] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-10T22:46:42.925311] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:43.062150] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:43.195821] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:43.329146] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:43.469202] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:43.605198] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:43.742326] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:43.878243] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:44.019450] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:44.161152] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:44.161317] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T22:46:44.161385] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6336 tests
[2025-10-10T22:46:44.161504] [INFO ] [CONFIGURE ] ACCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:46:44.161544] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-10T22:46:44.299892] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:46:44.436842] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:44.580912] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:44.720212] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:44.857259] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:45.003628] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:46:45.150338] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:45.291392] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:45.432594] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:45.584421] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:45.584581] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T22:46:45.584625] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6335 tests
[2025-10-10T22:46:45.584699] [INFO ] [CONFIGURE ] ACCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:46:45.584744] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-10T22:46:45.736001] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:46:45.881256] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:46.027917] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:46.177692] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:46.329092] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:46.481030] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:46.630827] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:46:46.786531] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:46.940398] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:47.122922] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:47.123123] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-10T22:46:47.123192] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6334 tests
[2025-10-10T22:46:47.123232] [INFO ] [CONFIGURE ] ACCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:46:47.123266] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-10T22:46:47.259262] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:47.396114] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:47.538151] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:47.675172] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:47.826764] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:47.967504] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:48.104832] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:48.254062] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:48.392529] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:48.534830] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:48.535006] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:46:48.535049] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6333 tests
[2025-10-10T22:46:48.535085] [INFO ] [CONFIGURE ] ACCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:46:48.535117] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T22:46:48.668957] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:48.806347] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:48.946875] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:49.088678] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:49.234599] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:49.383016] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:49.529789] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:49.665195] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:49.801794] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:49.961077] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:49.961287] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T22:46:49.961370] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6332 tests
[2025-10-10T22:46:49.961425] [INFO ] [CONFIGURE ] ACCO: Testing feature 20/29: add_price_rejection
[2025-10-10T22:46:49.961460] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-10T22:46:50.132297] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:50.311264] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:50.475306] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:50.629778] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:50.780112] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:50.937573] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:51.085008] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:51.233158] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:51.385534] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:51.541550] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:51.541794] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T22:46:51.541846] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6331 tests
[2025-10-10T22:46:51.541884] [INFO ] [CONFIGURE ] ACCO: Testing feature 21/29: add_range_position
[2025-10-10T22:46:51.541916] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_range_position']
[2025-10-10T22:46:51.696673] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:51.849562] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:52.009331] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:52.162583] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:52.316254] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:52.478004] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:52.633859] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:52.793267] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:52.956488] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:53.110120] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:53.110288] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T22:46:53.110332] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6330 tests
[2025-10-10T22:46:53.110367] [INFO ] [CONFIGURE ] ACCO: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:46:53.110397] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-10T22:46:53.273848] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:53.440475] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:46:53.606043] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:53.773701] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:53.976681] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:46:54.185788] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:54.363227] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:54.544345] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:54.720750] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:54.895276] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:54.895489] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T22:46:54.895535] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6329 tests
[2025-10-10T22:46:54.895570] [INFO ] [CONFIGURE ] ACCO: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:46:54.895601] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-10T22:46:55.037210] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:55.179636] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:55.323198] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:55.470511] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:55.616865] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:55.769772] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:55.916151] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:56.063868] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:46:56.245073] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:56.395354] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:56.395516] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:46:56.395560] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6328 tests
[2025-10-10T22:46:56.395595] [INFO ] [CONFIGURE ] ACCO: Testing feature 24/29: add_rsi
[2025-10-10T22:46:56.395625] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T22:46:56.535770] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:56.680263] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:56.821277] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:56.966219] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:46:57.108767] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:57.251797] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:57.399987] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:57.544715] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:57.690575] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:57.835872] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:57.836061] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T22:46:57.836108] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6327 tests
[2025-10-10T22:46:57.836143] [INFO ] [CONFIGURE ] ACCO: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:46:57.836173] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-10T22:46:57.976062] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:58.115829] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:58.257343] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:46:58.401948] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:46:58.543503] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:46:58.685509] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:46:58.828535] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:46:58.977804] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:46:59.121971] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:46:59.302315] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:46:59.302488] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T22:46:59.302534] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6326 tests
[2025-10-10T22:46:59.302570] [INFO ] [CONFIGURE ] ACCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:46:59.302602] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T22:46:59.451454] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:46:59.599777] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:46:59.742058] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:46:59.895886] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:47:00.042201] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:00.187378] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:00.339421] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:47:00.484945] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:47:00.632981] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:47:00.784344] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:00.784513] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:47:00.784560] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6325 tests
[2025-10-10T22:47:00.784634] [INFO ] [CONFIGURE ] ACCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:47:00.784715] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-10T22:47:00.939097] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:47:01.094670] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:01.249663] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:01.404006] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:47:01.552330] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:01.704054] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:01.849380] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:47:02.004460] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:47:02.160127] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:47:02.344153] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:02.344367] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-10T22:47:02.344425] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6324 tests
[2025-10-10T22:47:02.344464] [INFO ] [CONFIGURE ] ACCO: Testing feature 28/29: add_volume_profile
[2025-10-10T22:47:02.344495] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-10T22:47:02.482664] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:47:02.623998] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:47:02.769006] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:47:02.920809] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:47:03.067780] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:03.212129] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:03.355728] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:47:03.502553] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:47:03.647348] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:47:03.800833] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:03.801009] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:47:03.801055] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6323 tests
[2025-10-10T22:47:03.801092] [INFO ] [CONFIGURE ] ACCO: Testing feature 29/29: add_vwap
[2025-10-10T22:47:03.801124] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap']
[2025-10-10T22:47:03.947032] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:47:04.093072] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:47:04.236997] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:04.392162] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:47:04.537055] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:04.696001] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:04.846432] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:47:04.996087] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:05.150587] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:47:05.307831] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:05.308009] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T22:47:05.308054] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6322 tests
[2025-10-10T22:47:05.308123] [INFO ] [CONFIGURE ] ACCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:47:05.308181] [INFO ] [CONFIGURE ] ACCO: Best accuracy: 70.00%
[2025-10-10T22:47:05.308216] [INFO ] [CONFIGURE ] ACCO: Best feature set (1 features): ['add_ema']
[2025-10-10T22:47:05.308245] [INFO ] [CONFIGURE ] ACCO: Improvement over baseline: 10.00%
[2025-10-10T22:47:05.308273] [INFO ] [CONFIGURE ] ACCO: Total time: 42.2 seconds
[2025-10-10T22:47:05.308301] [INFO ] [CONFIGURE ] ACCO: Average time per feature: 1.5 seconds
[2025-10-10T22:47:05.308328] [INFO ] [CONFIGURE ] ACCO: Average speed: 0.69 features/sec
[2025-10-10T22:47:05.308908] [INFO ] [LOCAL     ] Saved configuration for ACCO: 1 features, 70.00% accuracy -> ./output/feature-sets/ACCO.json
[2025-10-10T22:47:05.308990] [INFO ] [CONFIGURE ] ACCO: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T22:47:05.309103] [INFO ] [sig       ] [2/220] Successfully configured ACCO | 0.02 sym/s | Total: 1.4m | ETA: 2.5h
[2025-10-10T22:47:05.309182] [INFO ] [sig       ] [3/220] Configuring ACP...
[2025-10-10T22:47:05.309247] [INFO ] [CONFIGURE ] ACP: Configurate test run.
[2025-10-10T22:47:05.309313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-10-10T22:47:05.323676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACP'.
[2025-10-10T22:47:05.324024] [INFO ] [CONFIGURE ] ACP: Testing with 29 available features
[2025-10-10T22:47:05.324080] [INFO ] [CONFIGURE ] ACP: Establishing baseline with no features...
[2025-10-10T22:47:05.435146] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:05.546073] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:05.662467] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:05.792963] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:05.908962] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:06.018790] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:06.128765] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:06.236281] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:06.342939] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:06.451583] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:06.451789] [INFO ] [CONFIGURE ] ACP: Baseline score (no features): 50.00%
[2025-10-10T22:47:06.451842] [INFO ] [CONFIGURE ] ACP: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:47:06.451876] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:47:06.567565] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:06.683194] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:06.798252] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:06.917407] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:07.034977] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:07.153317] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:07.271582] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:07.390596] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:07.511435] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:07.630540] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:07.630734] [INFO ] [CONFIGURE ] ACP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T22:47:07.630791] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6321 tests
[2025-10-10T22:47:07.630829] [INFO ] [CONFIGURE ] ACP: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:47:07.630860] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:47:07.752729] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:07.874103] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:07.996095] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:47:08.120807] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:08.245544] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:08.391973] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:08.517729] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:08.643721] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:08.773509] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:08.901765] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:08.901927] [INFO ] [CONFIGURE ] ACP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T22:47:08.901972] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6320 tests
[2025-10-10T22:47:08.902010] [INFO ] [CONFIGURE ] ACP: Testing feature 3/29: add_daily_returns
[2025-10-10T22:47:08.902043] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_daily_returns']
[2025-10-10T22:47:09.011756] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:09.122304] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:09.232482] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:09.343614] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:09.455143] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:09.565889] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:09.683980] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:09.823066] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:09.940858] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:10.052242] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:10.052402] [INFO ] [CONFIGURE ] ACP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T22:47:10.052447] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6319 tests
[2025-10-10T22:47:10.052481] [INFO ] [CONFIGURE ] ACP: Testing feature 4/29: add_ema
[2025-10-10T22:47:10.052512] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_ema']
[2025-10-10T22:47:10.178052] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:10.300583] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:10.436202] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:10.563946] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:10.688459] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:10.813086] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:10.941024] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:11.071393] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:11.216279] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:11.347865] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:11.348010] [INFO ] [CONFIGURE ] ACP: DISCARDED add_ema (score: 50.00%)
[2025-10-10T22:47:11.348072] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6318 tests
[2025-10-10T22:47:11.348109] [INFO ] [CONFIGURE ] ACP: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:47:11.348141] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:47:11.476016] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:11.603553] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:11.741798] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:11.891637] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:12.052408] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:12.194297] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:12.338371] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:12.480725] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:12.627807] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:12.772832] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:12.773025] [INFO ] [CONFIGURE ] ACP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:47:12.773089] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6317 tests
[2025-10-10T22:47:12.773127] [INFO ] [CONFIGURE ] ACP: Testing feature 6/29: add_failed_moves
[2025-10-10T22:47:12.773158] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_failed_moves']
[2025-10-10T22:47:12.891577] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:13.015791] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:13.142578] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:13.272507] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:13.399949] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:13.528576] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:13.657664] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:13.781857] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:13.908612] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:14.036088] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:14.036297] [INFO ] [CONFIGURE ] ACP: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T22:47:14.036351] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6316 tests
[2025-10-10T22:47:14.036388] [INFO ] [CONFIGURE ] ACP: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:47:14.036418] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_lag_shelf']
[2025-10-10T22:47:14.147241] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:14.260369] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:14.373017] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:14.487998] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:14.606166] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:14.724862] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:14.841119] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:14.961500] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:15.075490] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:15.193452] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:15.193637] [INFO ] [CONFIGURE ] ACP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T22:47:15.193724] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6315 tests
[2025-10-10T22:47:15.193764] [INFO ] [CONFIGURE ] ACP: Testing feature 8/29: add_macd
[2025-10-10T22:47:15.193797] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:47:15.344032] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:15.493465] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:15.645362] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:15.799525] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:15.959059] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:16.118401] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:16.272873] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:16.426975] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:16.585982] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:16.743784] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:16.743948] [INFO ] [CONFIGURE ] ACP: DISCARDED add_macd (score: 40.00%)
[2025-10-10T22:47:16.743995] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6314 tests
[2025-10-10T22:47:16.744029] [INFO ] [CONFIGURE ] ACP: Testing feature 9/29: add_mfi
[2025-10-10T22:47:16.744059] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_mfi']
[2025-10-10T22:47:16.867460] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:16.992699] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:17.118867] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:17.242552] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:17.369958] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:17.496498] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:17.628003] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:17.757481] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:17.882409] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:18.007088] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:18.007252] [INFO ] [CONFIGURE ] ACP: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T22:47:18.007297] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6313 tests
[2025-10-10T22:47:18.007331] [INFO ] [CONFIGURE ] ACP: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:47:18.007361] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:47:18.143855] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:18.283960] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:18.422369] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:18.562960] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:18.703042] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:18.844485] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:18.987380] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:19.130230] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:19.274333] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:19.415531] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:19.415710] [INFO ] [CONFIGURE ] ACP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:47:19.415769] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6312 tests
[2025-10-10T22:47:19.415806] [INFO ] [CONFIGURE ] ACP: Testing feature 11/29: add_obv_daily
[2025-10-10T22:47:19.415836] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_daily']
[2025-10-10T22:47:19.533734] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:19.649761] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:19.767891] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:19.890413] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:20.009588] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:20.128193] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:20.252161] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:20.378586] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:20.515274] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:20.638383] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:20.638535] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T22:47:20.638580] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6311 tests
[2025-10-10T22:47:20.638615] [INFO ] [CONFIGURE ] ACP: Testing feature 12/29: add_obv_interval
[2025-10-10T22:47:20.638672] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval']
[2025-10-10T22:47:20.755523] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:20.871325] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:20.990380] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:21.116085] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:21.239137] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:21.366216] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:21.491203] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:21.617911] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:21.748471] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:21.880329] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:21.880545] [INFO ] [CONFIGURE ] ACP: KEPT add_obv_interval (score: 60.00%)
[2025-10-10T22:47:21.880605] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6310 tests
[2025-10-10T22:47:21.880663] [INFO ] [CONFIGURE ] ACP: Testing feature 13/29: add_opening_strength
[2025-10-10T22:47:21.880720] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:47:22.037014] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:22.191584] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:22.366366] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:22.569238] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:22.759465] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:22.928043] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:23.092159] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:23.245399] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:23.393738] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:23.563124] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:23.563310] [INFO ] [CONFIGURE ] ACP: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T22:47:23.563380] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6309 tests
[2025-10-10T22:47:23.563440] [INFO ] [CONFIGURE ] ACP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:47:23.563476] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T22:47:23.703602] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:23.842806] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:23.985387] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:24.124106] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:24.261197] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:24.402008] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:24.546476] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:24.687798] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:24.830422] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:24.980255] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:24.981266] [INFO ] [CONFIGURE ] ACP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T22:47:24.981328] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6308 tests
[2025-10-10T22:47:24.981367] [INFO ] [CONFIGURE ] ACP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:47:24.981398] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T22:47:25.108353] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:25.229320] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:25.346757] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:25.462393] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:25.579664] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:25.697844] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:25.821167] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:25.945873] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:26.067740] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:26.206175] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:26.206355] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:47:26.206420] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6307 tests
[2025-10-10T22:47:26.206487] [INFO ] [CONFIGURE ] ACP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:47:26.206533] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T22:47:26.334850] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:26.462784] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:26.586830] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:26.711870] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:26.837471] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:26.970460] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:27.097492] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:27.229871] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:27.358237] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:27.486543] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:27.486708] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T22:47:27.486766] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6306 tests
[2025-10-10T22:47:27.486803] [INFO ] [CONFIGURE ] ACP: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:47:27.486834] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T22:47:27.613287] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:27.740630] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:27.867395] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:27.996297] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:28.120953] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:28.245933] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:28.373932] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:28.500360] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:28.633440] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:28.765183] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:28.765312] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T22:47:28.765355] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6305 tests
[2025-10-10T22:47:28.765401] [INFO ] [CONFIGURE ] ACP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:47:28.765479] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T22:47:28.877027] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:28.988518] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:29.099516] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:29.211520] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:29.325082] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:29.438148] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:29.589487] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:29.706072] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:29.823614] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:29.945800] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:29.945929] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T22:47:29.945987] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6304 tests
[2025-10-10T22:47:29.946047] [INFO ] [CONFIGURE ] ACP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:47:29.946080] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T22:47:30.057244] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:30.184256] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:30.302757] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:30.415365] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:30.528838] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:30.644830] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:30.763811] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:30.878777] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:31.000609] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:31.121127] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:31.121275] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T22:47:31.121336] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6303 tests
[2025-10-10T22:47:31.121384] [INFO ] [CONFIGURE ] ACP: Testing feature 20/29: add_price_rejection
[2025-10-10T22:47:31.121439] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-10T22:47:31.243946] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:31.365758] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:31.488241] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:31.612212] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:31.736630] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:31.866127] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:31.993005] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:32.118224] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:32.243895] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:32.374360] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:32.374534] [INFO ] [CONFIGURE ] ACP: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T22:47:32.374578] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6302 tests
[2025-10-10T22:47:32.374614] [INFO ] [CONFIGURE ] ACP: Testing feature 21/29: add_range_position
[2025-10-10T22:47:32.374671] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-10T22:47:32.506208] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:32.646968] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:32.776942] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:32.908274] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:33.040255] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:33.174543] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:33.307729] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:33.446549] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:33.584224] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:33.719195] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:33.719337] [INFO ] [CONFIGURE ] ACP: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T22:47:33.719381] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6301 tests
[2025-10-10T22:47:33.719418] [INFO ] [CONFIGURE ] ACP: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:47:33.719450] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-10T22:47:33.862582] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:34.012147] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:34.163844] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:34.314334] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:34.463586] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:34.615936] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:34.775100] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:34.929233] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:35.087915] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:35.245718] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:35.245890] [INFO ] [CONFIGURE ] ACP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T22:47:35.245934] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6300 tests
[2025-10-10T22:47:35.245969] [INFO ] [CONFIGURE ] ACP: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:47:35.245999] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-10T22:47:35.372599] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:35.500554] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:35.659820] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:35.787416] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:35.917486] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:36.046005] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:36.181800] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:36.309212] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:36.437407] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:36.584500] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:36.584683] [INFO ] [CONFIGURE ] ACP: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T22:47:36.584744] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6299 tests
[2025-10-10T22:47:36.584782] [INFO ] [CONFIGURE ] ACP: Testing feature 24/29: add_rsi
[2025-10-10T22:47:36.584813] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-10T22:47:36.728142] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:36.871490] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:37.018367] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:37.173426] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:37.315076] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:37.463105] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:37.607851] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:37.754244] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:37.903509] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:38.054172] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:38.054312] [INFO ] [CONFIGURE ] ACP: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:47:38.054360] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6298 tests
[2025-10-10T22:47:38.054397] [INFO ] [CONFIGURE ] ACP: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:47:38.054429] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-10T22:47:38.182922] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:38.302842] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:38.423035] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:38.543958] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:38.696150] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:38.817686] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:38.940525] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:39.063782] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:39.189827] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:39.314876] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:39.315051] [INFO ] [CONFIGURE ] ACP: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T22:47:39.315095] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6297 tests
[2025-10-10T22:47:39.315130] [INFO ] [CONFIGURE ] ACP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:47:39.315160] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-10T22:47:39.435891] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:39.562800] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:39.684764] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:39.809006] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:39.932761] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:40.057867] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:40.183397] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:40.312056] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:40.441452] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:40.568806] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:40.568979] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:47:40.569023] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6296 tests
[2025-10-10T22:47:40.569057] [INFO ] [CONFIGURE ] ACP: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:47:40.569088] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-10T22:47:40.698605] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:40.829126] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:40.960406] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:41.095635] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:41.231140] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:41.369200] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:41.511236] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:41.649222] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:47:41.785612] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:41.921835] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:41.921992] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T22:47:41.922036] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6295 tests
[2025-10-10T22:47:41.922073] [INFO ] [CONFIGURE ] ACP: Testing feature 28/29: add_volume_profile
[2025-10-10T22:47:41.922104] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-10T22:47:42.042942] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:42.164480] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:42.288871] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:42.414389] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:42.542976] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:42.673205] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:47:42.803025] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:42.929136] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:43.055258] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:43.182255] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:43.182391] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T22:47:43.182486] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6294 tests
[2025-10-10T22:47:43.182528] [INFO ] [CONFIGURE ] ACP: Testing feature 29/29: add_vwap
[2025-10-10T22:47:43.182560] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-10T22:47:43.306557] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:47:43.431614] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:47:43.561547] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:47:43.689063] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:43.818537] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:47:43.946256] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:47:44.079783] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:44.210220] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:47:44.344601] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:44.477995] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:47:44.478143] [INFO ] [CONFIGURE ] ACP: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:47:44.478185] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6293 tests
[2025-10-10T22:47:44.478239] [INFO ] [CONFIGURE ] ACP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:47:44.478295] [INFO ] [CONFIGURE ] ACP: Best accuracy: 60.00%
[2025-10-10T22:47:44.478328] [INFO ] [CONFIGURE ] ACP: Best feature set (1 features): ['add_obv_interval']
[2025-10-10T22:47:44.478356] [INFO ] [CONFIGURE ] ACP: Improvement over baseline: 10.00%
[2025-10-10T22:47:44.478383] [INFO ] [CONFIGURE ] ACP: Total time: 38.0 seconds
[2025-10-10T22:47:44.478409] [INFO ] [CONFIGURE ] ACP: Average time per feature: 1.3 seconds
[2025-10-10T22:47:44.478435] [INFO ] [CONFIGURE ] ACP: Average speed: 0.76 features/sec
[2025-10-10T22:47:44.479052] [INFO ] [LOCAL     ] Saved configuration for ACP: 1 features, 60.00% accuracy -> ./output/feature-sets/ACP.json
[2025-10-10T22:47:44.479107] [INFO ] [CONFIGURE ] ACP: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T22:47:44.479165] [INFO ] [sig       ] [3/220] Successfully configured ACP | 0.02 sym/s | Total: 2.0m | ETA: 2.4h
[2025-10-10T22:47:44.479240] [INFO ] [sig       ] [4/220] Configuring AEE...
[2025-10-10T22:47:44.479309] [INFO ] [CONFIGURE ] AEE: Configurate test run.
[2025-10-10T22:47:44.479380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-10-10T22:47:44.494210] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEE'.
[2025-10-10T22:47:44.494545] [INFO ] [CONFIGURE ] AEE: Testing with 29 available features
[2025-10-10T22:47:44.494600] [INFO ] [CONFIGURE ] AEE: Establishing baseline with no features...
[2025-10-10T22:47:44.599978] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:44.704143] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:44.811096] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:44.920196] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:45.026853] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:45.139195] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:45.246431] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:45.354892] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:45.464375] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:45.573743] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:45.573867] [INFO ] [CONFIGURE ] AEE: Baseline score (no features): 40.00%
[2025-10-10T22:47:45.573908] [INFO ] [CONFIGURE ] AEE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:47:45.573940] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:47:45.690807] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:45.806602] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:45.925930] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:46.047077] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:46.170298] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:46.293826] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:46.416157] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:46.538748] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:46.661549] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:47:46.787180] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:46.787336] [INFO ] [CONFIGURE ] AEE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T22:47:46.787378] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6292 tests
[2025-10-10T22:47:46.787412] [INFO ] [CONFIGURE ] AEE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:47:46.787442] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:47:46.909984] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:47.039556] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:47.164685] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:47.293944] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:47.421014] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:47.551065] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:47.684415] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:47.819816] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:47.946944] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:48.076052] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:48.076205] [INFO ] [CONFIGURE ] AEE: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T22:47:48.076247] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6291 tests
[2025-10-10T22:47:48.076336] [INFO ] [CONFIGURE ] AEE: Testing feature 3/29: add_daily_returns
[2025-10-10T22:47:48.076375] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns']
[2025-10-10T22:47:48.183403] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.292769] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.403603] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.516434] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:48.628582] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.741443] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.853437] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:48.967501] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:49.082334] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:47:49.196629] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:49.196865] [INFO ] [CONFIGURE ] AEE: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-10T22:47:49.196969] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6290 tests
[2025-10-10T22:47:49.197010] [INFO ] [CONFIGURE ] AEE: Testing feature 4/29: add_ema
[2025-10-10T22:47:49.197041] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_ema']
[2025-10-10T22:47:49.323285] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:49.447014] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:49.571878] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:49.699109] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:49.824038] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:49.955725] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:50.082983] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:50.208947] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:50.335228] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:47:50.462713] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:50.462875] [INFO ] [CONFIGURE ] AEE: DISCARDED add_ema (score: 30.00%)
[2025-10-10T22:47:50.462918] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6289 tests
[2025-10-10T22:47:50.462954] [INFO ] [CONFIGURE ] AEE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:47:50.462985] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:47:50.597700] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:50.754804] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:50.904010] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:51.057147] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:51.208787] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:51.360045] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:51.509951] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:51.659906] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:51.824358] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:51.977012] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:51.977192] [INFO ] [CONFIGURE ] AEE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T22:47:51.977238] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6288 tests
[2025-10-10T22:47:51.977275] [INFO ] [CONFIGURE ] AEE: Testing feature 6/29: add_failed_moves
[2025-10-10T22:47:51.977306] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_failed_moves']
[2025-10-10T22:47:52.090587] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:52.208782] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:52.328057] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:52.447075] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:52.574172] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:52.701595] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:52.827105] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:52.949071] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:53.072185] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:53.194855] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:53.195038] [INFO ] [CONFIGURE ] AEE: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T22:47:53.195099] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6287 tests
[2025-10-10T22:47:53.195136] [INFO ] [CONFIGURE ] AEE: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:47:53.195166] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_lag_shelf']
[2025-10-10T22:47:53.304778] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:53.406562] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:53.518293] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:53.660778] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:53.789867] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:53.920386] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:54.044955] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:54.156746] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:54.267097] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:54.383538] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:54.383759] [INFO ] [CONFIGURE ] AEE: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T22:47:54.383877] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6286 tests
[2025-10-10T22:47:54.383930] [INFO ] [CONFIGURE ] AEE: Testing feature 8/29: add_macd
[2025-10-10T22:47:54.383986] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:47:54.529322] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:54.672739] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:54.819830] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:54.978889] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:55.128237] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:55.279708] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:55.428361] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:55.586779] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:55.741415] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:55.898349] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:55.898596] [INFO ] [CONFIGURE ] AEE: DISCARDED add_macd (score: 40.00%)
[2025-10-10T22:47:55.898696] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6285 tests
[2025-10-10T22:47:55.898757] [INFO ] [CONFIGURE ] AEE: Testing feature 9/29: add_mfi
[2025-10-10T22:47:55.898802] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_mfi']
[2025-10-10T22:47:56.037603] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:56.185460] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:56.334402] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:56.475968] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:56.607268] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:56.731837] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:56.885986] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:57.017791] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:57.148769] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:57.277891] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:57.278125] [INFO ] [CONFIGURE ] AEE: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T22:47:57.278169] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6284 tests
[2025-10-10T22:47:57.278206] [INFO ] [CONFIGURE ] AEE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:47:57.278237] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:47:57.420873] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:57.561552] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:57.706791] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:57.848531] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:47:57.989830] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:58.132916] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:58.277709] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:47:58.422266] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:47:58.565985] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:47:58.711502] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:58.711689] [INFO ] [CONFIGURE ] AEE: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-10T22:47:58.711751] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.3s/test | Remaining: 6283 tests
[2025-10-10T22:47:58.711790] [INFO ] [CONFIGURE ] AEE: Testing feature 11/29: add_obv_daily
[2025-10-10T22:47:58.711822] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_daily']
[2025-10-10T22:47:58.828671] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:47:58.945077] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:47:59.073054] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:47:59.206428] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:47:59.322241] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:47:59.456594] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:47:59.587523] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:47:59.709673] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:47:59.839176] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:47:59.959571] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:47:59.959797] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T22:47:59.959863] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6282 tests
[2025-10-10T22:47:59.959902] [INFO ] [CONFIGURE ] AEE: Testing feature 12/29: add_obv_interval
[2025-10-10T22:47:59.959935] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_interval']
[2025-10-10T22:48:00.067423] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:00.174814] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:00.283414] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:00.397426] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:00.515986] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:00.631751] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:00.740748] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:00.851142] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:00.962509] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:01.079309] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:01.079584] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:48:01.079668] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6281 tests
[2025-10-10T22:48:01.079726] [INFO ] [CONFIGURE ] AEE: Testing feature 13/29: add_opening_strength
[2025-10-10T22:48:01.079761] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:48:01.195465] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:01.313163] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:01.432944] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:01.551366] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:01.676198] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:01.798299] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:01.921778] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:02.049404] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:02.177806] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:02.301903] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:02.302101] [INFO ] [CONFIGURE ] AEE: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T22:48:02.302187] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6280 tests
[2025-10-10T22:48:02.302246] [INFO ] [CONFIGURE ] AEE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:48:02.302282] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:48:02.424863] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:02.548007] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:02.671067] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:02.801401] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:02.954941] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:03.081470] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:03.209398] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:03.341254] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:03.470318] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:03.605920] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:03.606097] [INFO ] [CONFIGURE ] AEE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-10T22:48:03.606159] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6279 tests
[2025-10-10T22:48:03.606222] [INFO ] [CONFIGURE ] AEE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:48:03.606275] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:48:03.718919] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:03.829569] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:03.948948] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:04.059562] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:04.171907] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:04.285853] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:04.400602] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:04.523937] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:04.637617] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:04.750886] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:04.751047] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T22:48:04.751090] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6278 tests
[2025-10-10T22:48:04.751204] [INFO ] [CONFIGURE ] AEE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:48:04.751256] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:48:04.869039] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:04.992231] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:05.108876] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:05.223818] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:05.340017] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:05.455868] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:05.580103] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:48:05.704800] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:05.822416] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:05.979778] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:05.979955] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-10T22:48:05.980015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6277 tests
[2025-10-10T22:48:05.980054] [INFO ] [CONFIGURE ] AEE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:48:05.980087] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_return_2d']
[2025-10-10T22:48:06.100848] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:06.223474] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:06.344045] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:06.469699] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:06.593188] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:06.714173] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:06.832304] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:06.950363] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:07.071067] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:07.190315] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:07.190504] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T22:48:07.190549] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6276 tests
[2025-10-10T22:48:07.190583] [INFO ] [CONFIGURE ] AEE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:48:07.190613] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T22:48:07.296864] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:07.398854] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:07.502115] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:07.608158] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:07.720990] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:07.830150] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:07.934392] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:08.039862] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:08.146035] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:08.252027] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:08.252166] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T22:48:08.252210] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6275 tests
[2025-10-10T22:48:08.252245] [INFO ] [CONFIGURE ] AEE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:48:08.252276] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T22:48:08.362567] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:08.468235] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:08.580996] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:08.689625] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:08.797960] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:08.916014] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:09.032972] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:09.154185] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:09.270163] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:09.385372] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:09.385551] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-10T22:48:09.385613] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6274 tests
[2025-10-10T22:48:09.385681] [INFO ] [CONFIGURE ] AEE: Testing feature 20/29: add_price_rejection
[2025-10-10T22:48:09.385732] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_price_rejection']
[2025-10-10T22:48:09.509779] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:09.628852] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:09.749293] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:09.869664] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:09.996227] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:10.118360] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:10.240396] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:10.362458] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:10.487878] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:10.613517] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:10.613818] [INFO ] [CONFIGURE ] AEE: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-10T22:48:10.613879] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6273 tests
[2025-10-10T22:48:10.613927] [INFO ] [CONFIGURE ] AEE: Testing feature 21/29: add_range_position
[2025-10-10T22:48:10.613984] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_range_position']
[2025-10-10T22:48:10.749170] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:10.877020] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:11.010558] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:11.140743] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:11.277197] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:11.412845] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:11.554626] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:11.692637] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:11.843630] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:11.978404] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:11.978538] [INFO ] [CONFIGURE ] AEE: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T22:48:11.978583] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6272 tests
[2025-10-10T22:48:11.978620] [INFO ] [CONFIGURE ] AEE: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:48:11.978684] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_realized_volatility']
[2025-10-10T22:48:12.125843] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:12.279001] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:12.431346] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:12.585983] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:12.733827] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:12.882956] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:13.032288] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:13.185970] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:13.339155] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:13.501925] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:13.502110] [INFO ] [CONFIGURE ] AEE: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T22:48:13.502153] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6271 tests
[2025-10-10T22:48:13.502188] [INFO ] [CONFIGURE ] AEE: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:48:13.502219] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_recent_range_context']
[2025-10-10T22:48:13.620386] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:13.742487] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:13.862948] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:13.985907] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:14.110113] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:14.258877] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:14.429057] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:14.561856] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:14.725191] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:14.897977] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:14.898258] [INFO ] [CONFIGURE ] AEE: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T22:48:14.898321] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6270 tests
[2025-10-10T22:48:14.898362] [INFO ] [CONFIGURE ] AEE: Testing feature 24/29: add_rsi
[2025-10-10T22:48:14.898397] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T22:48:15.127799] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:15.279400] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:15.418886] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:15.559714] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:15.693921] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:15.827982] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:15.961754] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:16.095780] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:16.232843] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:16.374938] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:16.375092] [INFO ] [CONFIGURE ] AEE: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T22:48:16.375136] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6269 tests
[2025-10-10T22:48:16.375172] [INFO ] [CONFIGURE ] AEE: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:48:16.375204] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_tick_distribution']
[2025-10-10T22:48:16.485164] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:16.596122] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:16.706602] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:16.816389] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:16.927596] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:17.039718] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:17.159362] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:17.276351] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:17.405286] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:17.519054] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:17.519205] [INFO ] [CONFIGURE ] AEE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T22:48:17.519252] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6268 tests
[2025-10-10T22:48:17.519287] [INFO ] [CONFIGURE ] AEE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:48:17.519318] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T22:48:17.632591] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:17.761262] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:17.872492] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:17.985328] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:18.131983] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:18.253222] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:18.373601] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:18.490535] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:18.608621] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:48:18.731814] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:18.732001] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-10T22:48:18.732063] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6267 tests
[2025-10-10T22:48:18.732102] [INFO ] [CONFIGURE ] AEE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:48:18.732132] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_price_divergence']
[2025-10-10T22:48:18.857198] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:18.980975] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:19.107804] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:19.242072] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:19.370942] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:19.499855] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:19.631459] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:19.768631] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:19.901293] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:20.031576] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:20.031743] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T22:48:20.031796] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6266 tests
[2025-10-10T22:48:20.031832] [INFO ] [CONFIGURE ] AEE: Testing feature 28/29: add_volume_profile
[2025-10-10T22:48:20.031863] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_profile']
[2025-10-10T22:48:20.147745] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:20.263883] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:20.383029] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:20.500292] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:20.621353] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:20.740792] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:20.859221] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:20.980819] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:21.103143] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:21.225686] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:21.225859] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T22:48:21.225905] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6265 tests
[2025-10-10T22:48:21.225962] [INFO ] [CONFIGURE ] AEE: Testing feature 29/29: add_vwap
[2025-10-10T22:48:21.226059] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap']
[2025-10-10T22:48:21.346607] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:21.471520] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:48:21.594256] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:21.711957] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:21.830969] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:21.952955] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:22.077087] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:48:22.206064] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:48:22.331474] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:48:22.457192] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:22.457376] [INFO ] [CONFIGURE ] AEE: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T22:48:22.457430] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6264 tests
[2025-10-10T22:48:22.457496] [INFO ] [CONFIGURE ] AEE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:48:22.457559] [INFO ] [CONFIGURE ] AEE: Best accuracy: 40.00%
[2025-10-10T22:48:22.457591] [INFO ] [CONFIGURE ] AEE: Best feature set (0 features): []
[2025-10-10T22:48:22.457619] [INFO ] [CONFIGURE ] AEE: Improvement over baseline: 0.00%
[2025-10-10T22:48:22.457672] [INFO ] [CONFIGURE ] AEE: Total time: 36.9 seconds
[2025-10-10T22:48:22.457723] [INFO ] [CONFIGURE ] AEE: Average time per feature: 1.3 seconds
[2025-10-10T22:48:22.457754] [INFO ] [CONFIGURE ] AEE: Average speed: 0.79 features/sec
[2025-10-10T22:48:22.458287] [INFO ] [LOCAL     ] Saved configuration for AEE: 0 features, 40.00% accuracy -> ./output/feature-sets/AEE.json
[2025-10-10T22:48:22.458341] [INFO ] [CONFIGURE ] AEE: Configuration saved successfully: 0 features, 40.00% accuracy.
[2025-10-10T22:48:22.458408] [INFO ] [sig       ] [4/220] Successfully configured AEE | 0.03 sym/s | Total: 2.6m | ETA: 2.4h
[2025-10-10T22:48:22.458482] [INFO ] [sig       ] [5/220] Configuring AFL...
[2025-10-10T22:48:22.458552] [INFO ] [CONFIGURE ] AFL: Configurate test run.
[2025-10-10T22:48:22.458623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-10-10T22:48:22.475960] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFL'.
[2025-10-10T22:48:22.476342] [INFO ] [CONFIGURE ] AFL: Testing with 29 available features
[2025-10-10T22:48:22.476397] [INFO ] [CONFIGURE ] AFL: Establishing baseline with no features...
[2025-10-10T22:48:22.585636] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:22.691433] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:22.799324] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:22.907206] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:23.022340] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:23.129342] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:23.237749] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:23.344495] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:23.455216] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:23.564920] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:23.565081] [INFO ] [CONFIGURE ] AFL: Baseline score (no features): 60.00%
[2025-10-10T22:48:23.565127] [INFO ] [CONFIGURE ] AFL: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:48:23.565161] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:48:23.683674] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:23.797424] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:23.910175] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:24.028192] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:24.163383] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:24.288205] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:24.405184] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:24.523716] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:24.641142] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:24.762561] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:24.762766] [INFO ] [CONFIGURE ] AFL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T22:48:24.762818] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6263 tests
[2025-10-10T22:48:24.762852] [INFO ] [CONFIGURE ] AFL: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:48:24.762882] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:48:24.882819] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:25.002979] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:25.122886] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:25.245433] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:25.370040] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:25.493593] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:25.616594] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:25.739417] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:25.867965] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:26.001466] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:26.001629] [INFO ] [CONFIGURE ] AFL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T22:48:26.001707] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6262 tests
[2025-10-10T22:48:26.001751] [INFO ] [CONFIGURE ] AFL: Testing feature 3/29: add_daily_returns
[2025-10-10T22:48:26.001783] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_daily_returns']
[2025-10-10T22:48:26.106812] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:26.213143] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:26.319320] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:26.432319] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:26.543535] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:26.655970] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:26.780114] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:26.905084] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:27.024773] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:27.134127] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:27.134283] [INFO ] [CONFIGURE ] AFL: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T22:48:27.134327] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6261 tests
[2025-10-10T22:48:27.134362] [INFO ] [CONFIGURE ] AFL: Testing feature 4/29: add_ema
[2025-10-10T22:48:27.134393] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_ema']
[2025-10-10T22:48:27.256964] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:27.377345] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:27.498205] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:27.622325] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:27.748863] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:27.871720] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:27.999333] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:48:28.123674] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:48:28.249532] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:28.380321] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:28.380484] [INFO ] [CONFIGURE ] AFL: DISCARDED add_ema (score: 50.00%)
[2025-10-10T22:48:28.380531] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6260 tests
[2025-10-10T22:48:28.380569] [INFO ] [CONFIGURE ] AFL: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:48:28.380600] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:48:28.508980] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:28.638795] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:28.766958] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:28.897290] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:48:29.026704] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:29.165765] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:29.297895] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:48:29.431531] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:29.563832] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:29.696991] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:29.697172] [INFO ] [CONFIGURE ] AFL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T22:48:29.697219] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6259 tests
[2025-10-10T22:48:29.697258] [INFO ] [CONFIGURE ] AFL: Testing feature 6/29: add_failed_moves
[2025-10-10T22:48:29.697291] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_failed_moves']
[2025-10-10T22:48:29.808598] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:29.919049] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:30.030065] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:30.147566] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:30.272964] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:30.387441] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:30.502960] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:30.617215] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:30.729557] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:30.842760] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:30.842930] [INFO ] [CONFIGURE ] AFL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:48:30.842991] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6258 tests
[2025-10-10T22:48:30.843029] [INFO ] [CONFIGURE ] AFL: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:48:30.843059] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_lag_shelf']
[2025-10-10T22:48:30.949164] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:31.053797] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:31.156278] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:31.263265] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:31.371517] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:31.475553] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:31.583772] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:31.688495] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:31.801371] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:31.907479] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:31.907671] [INFO ] [CONFIGURE ] AFL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T22:48:31.907733] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6257 tests
[2025-10-10T22:48:31.907771] [INFO ] [CONFIGURE ] AFL: Testing feature 8/29: add_macd
[2025-10-10T22:48:31.907803] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:48:32.051581] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:32.195849] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:32.337399] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:32.485183] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:32.630316] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:32.780013] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:32.935102] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:48:33.086967] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:33.245553] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:33.421221] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:33.421442] [INFO ] [CONFIGURE ] AFL: DISCARDED add_macd (score: 50.00%)
[2025-10-10T22:48:33.421486] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6256 tests
[2025-10-10T22:48:33.421523] [INFO ] [CONFIGURE ] AFL: Testing feature 9/29: add_mfi
[2025-10-10T22:48:33.421555] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi']
[2025-10-10T22:48:33.567233] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:33.718204] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:33.841254] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:33.968345] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:34.094816] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:34.221269] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:34.347186] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:34.475356] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:34.606067] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:34.734375] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:34.734581] [INFO ] [CONFIGURE ] AFL: KEPT add_mfi (score: 70.00%)
[2025-10-10T22:48:34.734625] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6255 tests
[2025-10-10T22:48:34.734696] [INFO ] [CONFIGURE ] AFL: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:48:34.734741] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:48:34.889757] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:35.046119] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:35.204983] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:35.362515] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:35.519541] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:35.682227] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:35.855442] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:36.031342] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:48:36.197923] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:36.362451] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:36.362624] [INFO ] [CONFIGURE ] AFL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:48:36.362703] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6254 tests
[2025-10-10T22:48:36.362756] [INFO ] [CONFIGURE ] AFL: Testing feature 11/29: add_obv_daily
[2025-10-10T22:48:36.362790] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T22:48:36.498952] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:36.632082] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:36.771386] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:36.909000] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:37.047637] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:37.191977] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:37.329908] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:37.469618] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:37.610345] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:37.755202] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:37.755403] [INFO ] [CONFIGURE ] AFL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:48:37.755449] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6253 tests
[2025-10-10T22:48:37.755511] [INFO ] [CONFIGURE ] AFL: Testing feature 12/29: add_obv_interval
[2025-10-10T22:48:37.755566] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T22:48:37.896848] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:38.032732] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:38.169925] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:38.307359] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:38.448440] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:38.591363] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:38.734461] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:38.875402] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:39.029478] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:39.174819] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:39.175038] [INFO ] [CONFIGURE ] AFL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T22:48:39.175102] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6252 tests
[2025-10-10T22:48:39.175144] [INFO ] [CONFIGURE ] AFL: Testing feature 13/29: add_opening_strength
[2025-10-10T22:48:39.175178] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:48:39.362138] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:39.506592] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:39.652570] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:39.800672] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:39.947721] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:40.102858] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:40.254234] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:40.399950] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:40.547384] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:40.693521] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:48:40.693720] [INFO ] [CONFIGURE ] AFL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T22:48:40.693777] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6251 tests
[2025-10-10T22:48:40.693815] [INFO ] [CONFIGURE ] AFL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:48:40.693904] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T22:48:40.835591] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:40.977237] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:41.121060] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:41.268029] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:41.417549] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:41.563047] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:41.709214] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:41.860840] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:42.004545] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:42.151393] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:42.151581] [INFO ] [CONFIGURE ] AFL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T22:48:42.151627] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6250 tests
[2025-10-10T22:48:42.151702] [INFO ] [CONFIGURE ] AFL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:48:42.151749] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T22:48:42.275734] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:42.409616] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:42.546762] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:42.672363] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:42.798756] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:42.922103] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:43.050454] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:43.198753] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:43.323144] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:43.468373] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:43.468569] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T22:48:43.468615] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6249 tests
[2025-10-10T22:48:43.468683] [INFO ] [CONFIGURE ] AFL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:48:43.468735] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T22:48:43.606130] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:43.758989] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:43.896837] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:44.034128] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:44.174193] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:44.313364] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:44.458790] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:44.601731] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:48:44.746550] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:44.889029] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:48:44.889209] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T22:48:44.889256] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6248 tests
[2025-10-10T22:48:44.889293] [INFO ] [CONFIGURE ] AFL: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:48:44.889325] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-10T22:48:45.031404] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:48:45.174858] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:45.312081] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:45.459091] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:45.600930] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:45.739707] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:45.879619] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:46.020776] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:46.165068] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:46.307759] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:46.307933] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T22:48:46.307982] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6247 tests
[2025-10-10T22:48:46.308016] [INFO ] [CONFIGURE ] AFL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:48:46.308046] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T22:48:46.435195] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:46.562681] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:46.693484] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:46.821829] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:46.951081] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:47.083840] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:47.214411] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:47.348242] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:47.482186] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:47.613269] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:47.613418] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T22:48:47.613461] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6246 tests
[2025-10-10T22:48:47.613496] [INFO ] [CONFIGURE ] AFL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:48:47.613527] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T22:48:47.746395] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:48:47.875361] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:48.004934] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:48.137420] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:48.265758] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:48.395281] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:48.527502] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:48.654573] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:48.782926] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:48.915693] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:48.915881] [INFO ] [CONFIGURE ] AFL: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T22:48:48.915940] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6245 tests
[2025-10-10T22:48:48.915979] [INFO ] [CONFIGURE ] AFL: Testing feature 20/29: add_price_rejection
[2025-10-10T22:48:48.916015] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T22:48:49.055269] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:49.196961] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:49.336253] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:49.477579] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:49.624088] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:49.766841] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:49.915040] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:50.057814] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:50.202467] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:50.345877] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:50.346052] [INFO ] [CONFIGURE ] AFL: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:48:50.346102] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6244 tests
[2025-10-10T22:48:50.346137] [INFO ] [CONFIGURE ] AFL: Testing feature 21/29: add_range_position
[2025-10-10T22:48:50.346169] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T22:48:50.501066] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:50.649831] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:50.800812] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:50.950379] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:51.107204] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:51.256994] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:48:51.410006] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:51.570534] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:51.725344] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:51.882226] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:48:51.882413] [INFO ] [CONFIGURE ] AFL: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T22:48:51.882507] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6243 tests
[2025-10-10T22:48:51.882563] [INFO ] [CONFIGURE ] AFL: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:48:51.882597] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T22:48:52.055301] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:52.237320] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:52.427776] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:52.607231] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:52.793585] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:52.975606] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:53.151527] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:53.332132] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:53.515117] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:53.693491] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:53.693955] [INFO ] [CONFIGURE ] AFL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T22:48:53.694014] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6242 tests
[2025-10-10T22:48:53.694054] [INFO ] [CONFIGURE ] AFL: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:48:53.694087] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-10T22:48:53.836532] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:53.995943] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:54.143835] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:54.284922] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:54.425891] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:54.574173] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:54.722236] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:54.865024] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:55.012862] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:55.157730] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:55.157905] [INFO ] [CONFIGURE ] AFL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:48:55.157949] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6241 tests
[2025-10-10T22:48:55.157984] [INFO ] [CONFIGURE ] AFL: Testing feature 24/29: add_rsi
[2025-10-10T22:48:55.158016] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-10T22:48:55.322564] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:55.488667] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:55.660864] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:48:55.825998] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:55.993390] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:56.161969] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:56.324217] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:56.489810] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:56.657660] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:56.822027] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:56.822215] [INFO ] [CONFIGURE ] AFL: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T22:48:56.822260] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6240 tests
[2025-10-10T22:48:56.822301] [INFO ] [CONFIGURE ] AFL: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:48:56.822333] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-10T22:48:56.960743] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:57.102777] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:57.253168] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:57.394197] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:57.564869] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:48:57.701573] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:57.843764] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:57.999353] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:58.149429] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:58.298099] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:48:58.298317] [INFO ] [CONFIGURE ] AFL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T22:48:58.298423] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6239 tests
[2025-10-10T22:48:58.298468] [INFO ] [CONFIGURE ] AFL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:48:58.298502] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-10T22:48:58.446231] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:48:58.589921] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:48:58.744771] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:48:58.892567] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:48:59.040553] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:48:59.186301] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:48:59.332883] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:48:59.482041] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:48:59.628046] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:48:59.775775] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:48:59.775941] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T22:48:59.775986] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6238 tests
[2025-10-10T22:48:59.776022] [INFO ] [CONFIGURE ] AFL: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:48:59.776107] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-10T22:48:59.928349] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:49:00.082953] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:00.241104] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:49:00.399162] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:49:00.598779] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:00.773216] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:49:00.933325] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:01.098508] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:01.295396] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:01.465329] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:01.465546] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T22:49:01.465610] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6237 tests
[2025-10-10T22:49:01.465703] [INFO ] [CONFIGURE ] AFL: Testing feature 28/29: add_volume_profile
[2025-10-10T22:49:01.465768] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-10T22:49:01.623512] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:49:01.766886] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:01.922735] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:49:02.074358] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:49:02.234190] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:02.386803] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:49:02.538148] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:02.683799] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:02.830040] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:02.975704] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:02.975864] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T22:49:02.975907] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6236 tests
[2025-10-10T22:49:02.975941] [INFO ] [CONFIGURE ] AFL: Testing feature 29/29: add_vwap
[2025-10-10T22:49:02.975972] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-10T22:49:03.169630] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:49:03.317419] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:03.466894] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:49:03.663514] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:49:03.810120] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:03.959304] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:49:04.106385] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:04.255232] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:04.405933] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:04.551926] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:04.552083] [INFO ] [CONFIGURE ] AFL: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:49:04.552125] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6235 tests
[2025-10-10T22:49:04.552183] [INFO ] [CONFIGURE ] AFL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:49:04.552238] [INFO ] [CONFIGURE ] AFL: Best accuracy: 80.00%
[2025-10-10T22:49:04.552273] [INFO ] [CONFIGURE ] AFL: Best feature set (2 features): ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T22:49:04.552301] [INFO ] [CONFIGURE ] AFL: Improvement over baseline: 20.00%
[2025-10-10T22:49:04.552327] [INFO ] [CONFIGURE ] AFL: Total time: 41.0 seconds
[2025-10-10T22:49:04.552353] [INFO ] [CONFIGURE ] AFL: Average time per feature: 1.4 seconds
[2025-10-10T22:49:04.552379] [INFO ] [CONFIGURE ] AFL: Average speed: 0.71 features/sec
[2025-10-10T22:49:04.552948] [INFO ] [LOCAL     ] Saved configuration for AFL: 2 features, 80.00% accuracy -> ./output/feature-sets/AFL.json
[2025-10-10T22:49:04.553003] [INFO ] [CONFIGURE ] AFL: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T22:49:04.553060] [INFO ] [sig       ] [5/220] Successfully configured AFL | 0.02 sym/s | Total: 3.4m | ETA: 2.4h
[2025-10-10T22:49:04.553136] [INFO ] [sig       ] [6/220] Configuring AGCO...
[2025-10-10T22:49:04.553205] [INFO ] [CONFIGURE ] AGCO: Configurate test run.
[2025-10-10T22:49:04.553306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-10-10T22:49:04.568560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGCO'.
[2025-10-10T22:49:04.568907] [INFO ] [CONFIGURE ] AGCO: Testing with 29 available features
[2025-10-10T22:49:04.568962] [INFO ] [CONFIGURE ] AGCO: Establishing baseline with no features...
[2025-10-10T22:49:04.676248] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:04.782978] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:04.896354] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:05.005327] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:05.114629] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:05.224287] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:05.334139] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:05.446036] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:05.557963] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:05.674011] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:05.674191] [INFO ] [CONFIGURE ] AGCO: Baseline score (no features): 60.00%
[2025-10-10T22:49:05.674256] [INFO ] [CONFIGURE ] AGCO: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:49:05.674294] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:49:05.795847] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:49:05.920827] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:06.042616] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:06.165829] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:06.289168] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:06.412439] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:06.541840] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:06.702808] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:06.833548] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:06.973223] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:06.973436] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T22:49:06.973482] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6234 tests
[2025-10-10T22:49:06.973520] [INFO ] [CONFIGURE ] AGCO: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:49:06.973552] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:49:07.111355] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:07.249517] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:07.435601] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:07.632234] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:07.843085] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:08.014131] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:08.169012] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:08.297593] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:08.425165] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:08.553311] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:08.553437] [INFO ] [CONFIGURE ] AGCO: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-10T22:49:08.553480] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6233 tests
[2025-10-10T22:49:08.553516] [INFO ] [CONFIGURE ] AGCO: Testing feature 3/29: add_daily_returns
[2025-10-10T22:49:08.553548] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T22:49:08.679329] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:08.804743] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:08.931566] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:09.063138] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:09.195994] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:09.325081] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:09.459484] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:09.593440] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:09.757850] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:09.893843] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:09.893986] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T22:49:09.894030] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6232 tests
[2025-10-10T22:49:09.894373] [INFO ] [CONFIGURE ] AGCO: Testing feature 4/29: add_ema
[2025-10-10T22:49:09.894426] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T22:49:10.040239] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:10.186106] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:10.330834] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:10.476545] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:10.621084] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:10.768612] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:10.914587] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:11.064358] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:11.218965] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:11.370030] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:11.370216] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_ema (score: 80.00%)
[2025-10-10T22:49:11.370281] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.3s/test | Remaining: 6231 tests
[2025-10-10T22:49:11.370328] [INFO ] [CONFIGURE ] AGCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:49:11.370383] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:49:11.526284] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:11.678130] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:11.834039] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:11.988580] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:12.142953] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:12.298062] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:12.457132] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:12.616144] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:12.806100] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:12.962818] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:12.962982] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-10T22:49:12.963028] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6230 tests
[2025-10-10T22:49:12.963063] [INFO ] [CONFIGURE ] AGCO: Testing feature 6/29: add_failed_moves
[2025-10-10T22:49:12.963093] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T22:49:13.095232] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:13.228059] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:13.362513] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:13.497664] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:13.633495] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:13.769025] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:13.904411] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:14.041541] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:14.184037] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:14.321920] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:14.322089] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T22:49:14.322132] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6229 tests
[2025-10-10T22:49:14.322166] [INFO ] [CONFIGURE ] AGCO: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:49:14.322197] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T22:49:14.460372] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:14.609985] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:14.745687] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:14.877528] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:15.016898] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:15.149950] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:15.284733] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:15.418841] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:15.555123] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:15.689410] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:15.689536] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T22:49:15.689580] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6228 tests
[2025-10-10T22:49:15.689618] [INFO ] [CONFIGURE ] AGCO: Testing feature 8/29: add_macd
[2025-10-10T22:49:15.689683] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T22:49:15.867125] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:16.037588] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:16.207244] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:16.379569] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:16.553008] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:16.725095] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:16.900526] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:17.078470] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:17.253168] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:17.437695] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:17.437845] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_macd (score: 70.00%)
[2025-10-10T22:49:17.437891] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6227 tests
[2025-10-10T22:49:17.437927] [INFO ] [CONFIGURE ] AGCO: Testing feature 9/29: add_mfi
[2025-10-10T22:49:17.437959] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T22:49:17.581517] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:17.726067] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:17.875185] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:18.020536] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:18.166785] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:18.312803] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:18.465887] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:18.616247] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:18.768215] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:18.916351] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:18.916488] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T22:49:18.916534] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6226 tests
[2025-10-10T22:49:18.916570] [INFO ] [CONFIGURE ] AGCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:49:18.916603] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:49:19.082129] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:19.242406] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:19.404018] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:19.569825] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:19.744339] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:49:19.906074] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:20.065564] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:20.228009] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:20.398275] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:20.560077] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:20.560214] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T22:49:20.560257] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6225 tests
[2025-10-10T22:49:20.560291] [INFO ] [CONFIGURE ] AGCO: Testing feature 11/29: add_obv_daily
[2025-10-10T22:49:20.560323] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T22:49:20.695658] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:20.832391] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:20.968971] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:21.110488] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:21.250094] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:21.388826] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:21.531603] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:21.674930] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:21.815398] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:21.956189] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:21.956345] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-10T22:49:21.956407] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6224 tests
[2025-10-10T22:49:21.956444] [INFO ] [CONFIGURE ] AGCO: Testing feature 12/29: add_obv_interval
[2025-10-10T22:49:21.956474] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T22:49:22.089510] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:22.225861] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:22.357524] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:22.495836] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:22.629398] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:22.769611] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:22.904842] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:23.044984] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:23.185142] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:23.326360] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:23.326536] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-10T22:49:23.326584] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6223 tests
[2025-10-10T22:49:23.326621] [INFO ] [CONFIGURE ] AGCO: Testing feature 13/29: add_opening_strength
[2025-10-10T22:49:23.326682] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:49:23.472097] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:23.620341] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:23.767698] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:23.919044] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:24.067183] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:24.216418] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:24.370080] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:24.517421] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:24.665805] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:24.814626] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:24.814812] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T22:49:24.814859] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6222 tests
[2025-10-10T22:49:24.814894] [INFO ] [CONFIGURE ] AGCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:49:24.814925] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T22:49:24.962461] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:25.109629] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:25.261614] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:25.410151] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:25.577626] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:25.728709] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:25.878580] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:26.029196] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:26.181102] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:26.330550] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:26.330773] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T22:49:26.330836] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6221 tests
[2025-10-10T22:49:26.330875] [INFO ] [CONFIGURE ] AGCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:49:26.330907] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T22:49:26.457683] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:26.598522] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:26.729632] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:26.860370] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:26.993895] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:27.139065] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:27.271811] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:27.406074] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:27.546260] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:27.693327] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:27.693487] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T22:49:27.693533] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6220 tests
[2025-10-10T22:49:27.693572] [INFO ] [CONFIGURE ] AGCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:49:27.693638] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T22:49:27.837010] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:27.980949] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:28.122466] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:28.263103] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:28.407069] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:28.549580] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:28.689838] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:28.831852] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:28.973038] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:29.122149] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:29.122289] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T22:49:29.122380] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6219 tests
[2025-10-10T22:49:29.122433] [INFO ] [CONFIGURE ] AGCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:49:29.122467] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T22:49:29.269734] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:29.414790] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:29.557377] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:29.700454] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:29.988377] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:30.129753] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:30.274824] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:30.419307] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:30.569115] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:30.719457] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:30.719689] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T22:49:30.719752] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6218 tests
[2025-10-10T22:49:30.719790] [INFO ] [CONFIGURE ] AGCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:49:30.719822] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T22:49:30.851218] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:30.994240] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:31.127071] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:31.259191] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:31.392573] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:31.531010] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:31.669124] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:31.809264] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:31.946425] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:32.087000] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:32.087207] [INFO ] [CONFIGURE ] AGCO: KEPT add_pbf_volatility_5d (score: 90.00%)
[2025-10-10T22:49:32.087264] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6217 tests
[2025-10-10T22:49:32.087303] [INFO ] [CONFIGURE ] AGCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:49:32.087333] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-10T22:49:32.222298] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:32.358406] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:32.501845] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:32.647729] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:32.787218] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:32.929985] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:33.074042] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:33.215378] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:33.354913] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:33.498847] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:33.499007] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T22:49:33.499050] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6216 tests
[2025-10-10T22:49:33.499084] [INFO ] [CONFIGURE ] AGCO: Testing feature 20/29: add_price_rejection
[2025-10-10T22:49:33.499114] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-10T22:49:33.643252] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:33.789192] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:33.936673] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:34.086023] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:34.240121] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:34.392294] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:34.540604] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:34.690276] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:49:34.845558] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:34.996981] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:34.997145] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T22:49:34.997189] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6215 tests
[2025-10-10T22:49:34.997223] [INFO ] [CONFIGURE ] AGCO: Testing feature 21/29: add_range_position
[2025-10-10T22:49:34.997253] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-10T22:49:35.159886] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:35.318053] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:35.489459] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:35.647097] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:35.803284] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:35.960869] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:36.116719] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:36.278446] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:49:36.440276] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:36.598388] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:36.598536] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T22:49:36.598580] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6214 tests
[2025-10-10T22:49:36.598615] [INFO ] [CONFIGURE ] AGCO: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:49:36.598714] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-10T22:49:36.764359] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:36.931436] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:49:37.099722] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:37.267351] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:37.436633] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:37.613198] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:37.784241] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:37.958124] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:38.130872] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:38.304555] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:38.304740] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T22:49:38.304794] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6213 tests
[2025-10-10T22:49:38.304830] [INFO ] [CONFIGURE ] AGCO: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:49:38.304862] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-10T22:49:38.444429] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:38.586575] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:38.727722] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:38.868658] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:39.008299] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:39.142189] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:39.278620] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:39.413242] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:39.548193] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:39.683139] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:39.683273] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T22:49:39.683378] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6212 tests
[2025-10-10T22:49:39.683421] [INFO ] [CONFIGURE ] AGCO: Testing feature 24/29: add_rsi
[2025-10-10T22:49:39.683453] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-10T22:49:39.841121] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:39.998137] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:40.155149] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:40.312397] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:40.488861] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:40.653427] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:40.813475] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:40.972865] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:41.135026] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:41.302937] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:41.303168] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T22:49:41.303219] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6211 tests
[2025-10-10T22:49:41.303254] [INFO ] [CONFIGURE ] AGCO: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:49:41.303285] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-10T22:49:41.438931] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:41.580533] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:41.726308] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:41.865270] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:42.007809] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:42.169443] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:42.315563] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:42.471086] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:42.621357] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:42.760975] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:42.761136] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T22:49:42.761180] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6210 tests
[2025-10-10T22:49:42.761214] [INFO ] [CONFIGURE ] AGCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:49:42.761245] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-10T22:49:42.903583] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:43.076289] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:43.213977] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:43.355305] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:43.497758] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:43.632862] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:43.768061] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:43.908720] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:44.050193] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:44.190427] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:44.190589] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T22:49:44.190635] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6209 tests
[2025-10-10T22:49:44.190713] [INFO ] [CONFIGURE ] AGCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:49:44.190753] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-10T22:49:44.343272] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:44.501899] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:44.670140] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:44.818746] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:44.964315] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:45.109685] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:45.257519] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:45.410912] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:45.565661] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:45.720400] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:45.720601] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T22:49:45.720691] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6208 tests
[2025-10-10T22:49:45.720744] [INFO ] [CONFIGURE ] AGCO: Testing feature 28/29: add_volume_profile
[2025-10-10T22:49:45.720778] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-10T22:49:45.864440] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:46.016435] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:46.176486] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:46.319066] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:46.460902] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:46.607245] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:46.752356] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:46.896364] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:47.053480] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:47.206962] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:49:47.207128] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T22:49:47.207174] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6207 tests
[2025-10-10T22:49:47.207235] [INFO ] [CONFIGURE ] AGCO: Testing feature 29/29: add_vwap
[2025-10-10T22:49:47.207293] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-10T22:49:47.361587] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:49:47.526493] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:49:47.692812] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:49:47.869068] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T22:49:48.039253] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:48.207903] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:49:48.365623] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:49:48.513229] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:48.659455] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:49:48.809238] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:48.809417] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T22:49:48.809463] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6206 tests
[2025-10-10T22:49:48.809519] [INFO ] [CONFIGURE ] AGCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:49:48.809575] [INFO ] [CONFIGURE ] AGCO: Best accuracy: 90.00%
[2025-10-10T22:49:48.809609] [INFO ] [CONFIGURE ] AGCO: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T22:49:48.809638] [INFO ] [CONFIGURE ] AGCO: Improvement over baseline: 30.00%
[2025-10-10T22:49:48.809712] [INFO ] [CONFIGURE ] AGCO: Total time: 43.1 seconds
[2025-10-10T22:49:48.809745] [INFO ] [CONFIGURE ] AGCO: Average time per feature: 1.5 seconds
[2025-10-10T22:49:48.809774] [INFO ] [CONFIGURE ] AGCO: Average speed: 0.67 features/sec
[2025-10-10T22:49:48.810304] [INFO ] [LOCAL     ] Saved configuration for AGCO: 2 features, 90.00% accuracy -> ./output/feature-sets/AGCO.json
[2025-10-10T22:49:48.810359] [INFO ] [CONFIGURE ] AGCO: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-10T22:49:48.810421] [INFO ] [sig       ] [6/220] Successfully configured AGCO | 0.02 sym/s | Total: 4.1m | ETA: 2.4h
[2025-10-10T22:49:48.810496] [INFO ] [sig       ] [7/220] Configuring AIR...
[2025-10-10T22:49:48.810565] [INFO ] [CONFIGURE ] AIR: Configurate test run.
[2025-10-10T22:49:48.810638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-10-10T22:49:48.826534] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIR'.
[2025-10-10T22:49:48.827090] [INFO ] [CONFIGURE ] AIR: Testing with 29 available features
[2025-10-10T22:49:48.827146] [INFO ] [CONFIGURE ] AIR: Establishing baseline with no features...
[2025-10-10T22:49:48.937482] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:49.049443] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:49.172388] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:49.291984] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:49.415985] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:49.531128] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:49.644716] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:49.761154] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:49.876300] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:49.997747] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:49.997898] [INFO ] [CONFIGURE ] AIR: Baseline score (no features): 80.00%
[2025-10-10T22:49:49.997942] [INFO ] [CONFIGURE ] AIR: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:49:49.997973] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:49:50.121329] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:49:50.246717] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:49:50.369880] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:50.499949] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:50.626749] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:50.754626] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:50.880881] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:51.015122] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:51.145170] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:51.275908] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:51.276095] [INFO ] [CONFIGURE ] AIR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T22:49:51.276139] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6205 tests
[2025-10-10T22:49:51.276172] [INFO ] [CONFIGURE ] AIR: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:49:51.276201] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:49:51.407215] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:49:51.541050] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:49:51.679374] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:51.816068] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:51.950038] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:52.087370] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:52.222874] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:52.361142] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:49:52.495460] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:52.635275] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:52.635451] [INFO ] [CONFIGURE ] AIR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T22:49:52.635494] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6204 tests
[2025-10-10T22:49:52.635528] [INFO ] [CONFIGURE ] AIR: Testing feature 3/29: add_daily_returns
[2025-10-10T22:49:52.635559] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_daily_returns']
[2025-10-10T22:49:52.755682] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:52.873471] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:52.993013] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:53.109711] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:49:53.231535] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:53.355263] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:53.491323] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:53.634680] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:53.768811] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:53.898066] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:53.898290] [INFO ] [CONFIGURE ] AIR: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T22:49:53.898334] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6203 tests
[2025-10-10T22:49:53.898369] [INFO ] [CONFIGURE ] AIR: Testing feature 4/29: add_ema
[2025-10-10T22:49:53.898532] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_ema']
[2025-10-10T22:49:54.037229] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:54.173413] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:54.309186] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:54.445449] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:49:54.576789] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:54.707527] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:54.838879] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:54.973863] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:55.109460] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:55.243993] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:55.244196] [INFO ] [CONFIGURE ] AIR: DISCARDED add_ema (score: 70.00%)
[2025-10-10T22:49:55.244242] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6202 tests
[2025-10-10T22:49:55.244277] [INFO ] [CONFIGURE ] AIR: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:49:55.244308] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:49:55.380252] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:55.516846] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:55.654489] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:55.785590] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:55.918193] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:49:56.050854] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:49:56.183661] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:56.318397] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:49:56.459509] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:56.596984] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:56.597164] [INFO ] [CONFIGURE ] AIR: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T22:49:56.597211] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6201 tests
[2025-10-10T22:49:56.597246] [INFO ] [CONFIGURE ] AIR: Testing feature 6/29: add_failed_moves
[2025-10-10T22:49:56.597278] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_failed_moves']
[2025-10-10T22:49:56.716970] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:56.833286] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:56.952147] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:57.085853] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:57.218569] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:57.345502] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:57.476013] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:57.592768] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:57.722837] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:57.843474] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:57.843636] [INFO ] [CONFIGURE ] AIR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T22:49:57.843721] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6200 tests
[2025-10-10T22:49:57.843771] [INFO ] [CONFIGURE ] AIR: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:49:57.843805] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_lag_shelf']
[2025-10-10T22:49:57.952394] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:58.059219] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:58.196512] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:58.300872] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:58.403010] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:49:58.506156] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:49:58.607870] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:49:58.711020] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:49:58.817717] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:49:58.931254] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:49:58.931418] [INFO ] [CONFIGURE ] AIR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T22:49:58.931464] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6199 tests
[2025-10-10T22:49:58.931500] [INFO ] [CONFIGURE ] AIR: Testing feature 8/29: add_macd
[2025-10-10T22:49:58.931534] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:49:59.078041] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:49:59.221353] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:49:59.391030] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:49:59.600200] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:49:59.799787] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:00.006215] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:00.170587] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:00.322075] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:00.463540] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:00.607162] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:00.607307] [INFO ] [CONFIGURE ] AIR: DISCARDED add_macd (score: 80.00%)
[2025-10-10T22:50:00.607368] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6198 tests
[2025-10-10T22:50:00.607406] [INFO ] [CONFIGURE ] AIR: Testing feature 9/29: add_mfi
[2025-10-10T22:50:00.607436] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_mfi']
[2025-10-10T22:50:00.723803] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:00.839815] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:00.956252] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:01.073278] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:01.203930] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:01.324284] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:01.446386] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:01.566361] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:01.690099] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:01.815670] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:01.815871] [INFO ] [CONFIGURE ] AIR: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T22:50:01.815918] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6197 tests
[2025-10-10T22:50:01.815955] [INFO ] [CONFIGURE ] AIR: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:50:01.815987] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:50:01.956429] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:02.101149] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:02.236457] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:02.368971] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:02.501018] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:02.634216] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:02.769159] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:02.904416] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:03.042973] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:03.182343] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:03.182518] [INFO ] [CONFIGURE ] AIR: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T22:50:03.182562] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6196 tests
[2025-10-10T22:50:03.182598] [INFO ] [CONFIGURE ] AIR: Testing feature 11/29: add_obv_daily
[2025-10-10T22:50:03.182630] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_obv_daily']
[2025-10-10T22:50:03.291551] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:03.400343] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:03.511098] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:03.627731] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:03.741061] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:03.857335] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:03.970671] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:04.084582] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:04.200554] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:04.321638] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:04.321873] [INFO ] [CONFIGURE ] AIR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T22:50:04.321936] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6195 tests
[2025-10-10T22:50:04.321997] [INFO ] [CONFIGURE ] AIR: Testing feature 12/29: add_obv_interval
[2025-10-10T22:50:04.322031] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_obv_interval']
[2025-10-10T22:50:04.434213] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:04.551611] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:04.661211] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:04.771541] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:04.881779] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:04.991994] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:05.109098] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:05.222926] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:05.336188] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:05.450353] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:05.450499] [INFO ] [CONFIGURE ] AIR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T22:50:05.450543] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6194 tests
[2025-10-10T22:50:05.450579] [INFO ] [CONFIGURE ] AIR: Testing feature 13/29: add_opening_strength
[2025-10-10T22:50:05.450612] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:50:05.568331] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:05.688057] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:05.810042] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:05.926903] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:06.045311] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:06.164284] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:06.284099] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:06.404663] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:06.530059] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:06.654393] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:06.654532] [INFO ] [CONFIGURE ] AIR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T22:50:06.654592] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6193 tests
[2025-10-10T22:50:06.654675] [INFO ] [CONFIGURE ] AIR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:50:06.654728] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:50:06.775512] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:06.895209] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:07.015322] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:07.132842] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:07.260277] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:07.380948] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:07.509275] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:07.635423] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:07.759129] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:07.888992] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:07.889146] [INFO ] [CONFIGURE ] AIR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T22:50:07.889216] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6192 tests
[2025-10-10T22:50:07.889260] [INFO ] [CONFIGURE ] AIR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:50:07.889291] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:50:07.994467] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:08.098466] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:08.203846] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:08.309008] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:08.412062] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:08.516152] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:08.628986] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:08.735305] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:08.842097] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:08.948853] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:08.949010] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T22:50:08.949053] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6191 tests
[2025-10-10T22:50:08.949087] [INFO ] [CONFIGURE ] AIR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:50:08.949117] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:50:09.060983] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:09.177102] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:09.289728] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:50:09.411449] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:09.527998] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:09.642182] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:09.789732] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:50:09.904230] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:10.022305] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:50:10.138234] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:10.138366] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T22:50:10.138409] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6190 tests
[2025-10-10T22:50:10.138444] [INFO ] [CONFIGURE ] AIR: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:50:10.138476] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_return_2d']
[2025-10-10T22:50:10.253336] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:10.369832] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:10.486133] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:10.603192] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:10.719977] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:10.845096] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:10.969565] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:11.091391] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:11.214065] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:11.337207] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:11.337357] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T22:50:11.337401] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6189 tests
[2025-10-10T22:50:11.337434] [INFO ] [CONFIGURE ] AIR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:50:11.337465] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T22:50:11.444612] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:11.556396] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:11.670064] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:11.779130] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:11.889793] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:11.999985] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:12.108732] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:12.225898] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:12.337525] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:12.449632] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:12.449807] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:50:12.449854] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6188 tests
[2025-10-10T22:50:12.449889] [INFO ] [CONFIGURE ] AIR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:50:12.449920] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T22:50:12.559556] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:12.668986] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:12.778906] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:12.893154] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:13.002719] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:13.112174] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:13.225062] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:13.367579] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:13.477817] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:13.592891] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:13.593120] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T22:50:13.593225] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6187 tests
[2025-10-10T22:50:13.593285] [INFO ] [CONFIGURE ] AIR: Testing feature 20/29: add_price_rejection
[2025-10-10T22:50:13.593321] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_price_rejection']
[2025-10-10T22:50:13.710086] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:13.828587] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:13.950356] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:14.088157] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:14.245739] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:14.375839] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:14.502129] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:14.629471] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:14.755516] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:14.880245] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:14.880426] [INFO ] [CONFIGURE ] AIR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T22:50:14.880472] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6186 tests
[2025-10-10T22:50:14.880509] [INFO ] [CONFIGURE ] AIR: Testing feature 21/29: add_range_position
[2025-10-10T22:50:14.880540] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_range_position']
[2025-10-10T22:50:15.014964] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:15.149721] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:15.279593] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:15.412233] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:15.543569] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:15.672991] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:15.813161] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:15.944818] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:16.075794] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:16.204534] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:16.204711] [INFO ] [CONFIGURE ] AIR: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T22:50:16.204770] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6185 tests
[2025-10-10T22:50:16.204807] [INFO ] [CONFIGURE ] AIR: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:50:16.204839] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_realized_volatility']
[2025-10-10T22:50:16.351914] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:16.498980] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:16.641592] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:16.783372] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:16.926747] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:17.071231] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:17.232266] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:17.385380] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:17.530043] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:17.680222] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:17.680391] [INFO ] [CONFIGURE ] AIR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T22:50:17.680437] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6184 tests
[2025-10-10T22:50:17.680472] [INFO ] [CONFIGURE ] AIR: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:50:17.680501] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_recent_range_context']
[2025-10-10T22:50:17.795049] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:17.910307] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:18.025450] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:18.140694] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:18.257087] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:18.373448] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:18.490938] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:18.609283] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:18.728809] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:18.850301] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:18.850452] [INFO ] [CONFIGURE ] AIR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:50:18.850494] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6183 tests
[2025-10-10T22:50:18.850528] [INFO ] [CONFIGURE ] AIR: Testing feature 24/29: add_rsi
[2025-10-10T22:50:18.850559] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T22:50:18.983977] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:19.118296] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:19.253048] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:19.390361] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:19.530606] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:19.671127] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:19.822614] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:19.973355] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:20.123513] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:20.268337] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:20.268508] [INFO ] [CONFIGURE ] AIR: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T22:50:20.268552] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6182 tests
[2025-10-10T22:50:20.268590] [INFO ] [CONFIGURE ] AIR: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:50:20.268622] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_tick_distribution']
[2025-10-10T22:50:20.401203] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:20.515416] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:20.632561] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:20.749274] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:20.869451] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:20.983623] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:21.097394] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:21.213187] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:21.332140] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:21.453586] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:21.453769] [INFO ] [CONFIGURE ] AIR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T22:50:21.453822] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6181 tests
[2025-10-10T22:50:21.453857] [INFO ] [CONFIGURE ] AIR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:50:21.453889] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T22:50:21.577598] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:21.711147] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:21.837006] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:21.957567] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:22.077216] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:22.198402] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:22.321220] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:22.476953] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:22.599955] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:50:22.725558] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:22.725757] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T22:50:22.725810] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6180 tests
[2025-10-10T22:50:22.725848] [INFO ] [CONFIGURE ] AIR: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:50:22.725880] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_volume_price_divergence']
[2025-10-10T22:50:22.854701] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:22.983768] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:23.110792] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:23.240767] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:23.370024] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:23.501149] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:23.629127] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:23.756054] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:23.885233] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:24.010271] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:24.010434] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T22:50:24.010477] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6179 tests
[2025-10-10T22:50:24.010512] [INFO ] [CONFIGURE ] AIR: Testing feature 28/29: add_volume_profile
[2025-10-10T22:50:24.010543] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_volume_profile']
[2025-10-10T22:50:24.127528] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:24.241780] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:24.355627] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:24.471745] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:24.587961] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:24.704950] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:24.824069] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:24.947255] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:25.069176] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:25.192727] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:25.192952] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T22:50:25.193015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6178 tests
[2025-10-10T22:50:25.193062] [INFO ] [CONFIGURE ] AIR: Testing feature 29/29: add_vwap
[2025-10-10T22:50:25.193118] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap']
[2025-10-10T22:50:25.308169] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:25.437357] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:25.575400] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:50:25.690991] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:25.808235] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:25.930477] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:26.050506] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:26.177129] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:26.303437] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:26.431174] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:26.431371] [INFO ] [CONFIGURE ] AIR: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T22:50:26.431445] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6177 tests
[2025-10-10T22:50:26.431521] [INFO ] [CONFIGURE ] AIR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:50:26.431578] [INFO ] [CONFIGURE ] AIR: Best accuracy: 80.00%
[2025-10-10T22:50:26.431612] [INFO ] [CONFIGURE ] AIR: Best feature set (0 features): []
[2025-10-10T22:50:26.431665] [INFO ] [CONFIGURE ] AIR: Improvement over baseline: 0.00%
[2025-10-10T22:50:26.431718] [INFO ] [CONFIGURE ] AIR: Total time: 36.4 seconds
[2025-10-10T22:50:26.431750] [INFO ] [CONFIGURE ] AIR: Average time per feature: 1.3 seconds
[2025-10-10T22:50:26.431779] [INFO ] [CONFIGURE ] AIR: Average speed: 0.80 features/sec
[2025-10-10T22:50:26.432297] [INFO ] [LOCAL     ] Saved configuration for AIR: 0 features, 80.00% accuracy -> ./output/feature-sets/AIR.json
[2025-10-10T22:50:26.432378] [INFO ] [CONFIGURE ] AIR: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-10T22:50:26.432455] [INFO ] [sig       ] [7/220] Successfully configured AIR | 0.02 sym/s | Total: 4.7m | ETA: 2.4h
[2025-10-10T22:50:26.432551] [INFO ] [sig       ] [8/220] Configuring ALLE...
[2025-10-10T22:50:26.432622] [INFO ] [CONFIGURE ] ALLE: Configurate test run.
[2025-10-10T22:50:26.432744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-10-10T22:50:26.448865] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALLE'.
[2025-10-10T22:50:26.449259] [INFO ] [CONFIGURE ] ALLE: Testing with 29 available features
[2025-10-10T22:50:26.449321] [INFO ] [CONFIGURE ] ALLE: Establishing baseline with no features...
[2025-10-10T22:50:26.560982] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:26.674003] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:26.782796] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:26.888196] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:26.998215] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:27.103569] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:27.212878] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:50:27.320100] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:27.427142] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:27.535188] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:27.535336] [INFO ] [CONFIGURE ] ALLE: Baseline score (no features): 10.00%
[2025-10-10T22:50:27.535380] [INFO ] [CONFIGURE ] ALLE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:50:27.535413] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:50:27.653550] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:27.770692] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:27.889595] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:28.009375] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:28.134312] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:28.257758] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:28.388354] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:28.536804] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:28.658704] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:28.785039] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:28.785224] [INFO ] [CONFIGURE ] ALLE: KEPT add_bollinger_bands (score: 20.00%)
[2025-10-10T22:50:28.785268] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6176 tests
[2025-10-10T22:50:28.785303] [INFO ] [CONFIGURE ] ALLE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:50:28.785336] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T22:50:28.921112] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:29.057875] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:29.198245] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:29.360277] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:29.518635] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:29.668031] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:29.812261] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:29.955077] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:30.095868] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:30.239448] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:30.239616] [INFO ] [CONFIGURE ] ALLE: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-10T22:50:30.239688] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6175 tests
[2025-10-10T22:50:30.239739] [INFO ] [CONFIGURE ] ALLE: Testing feature 3/29: add_daily_returns
[2025-10-10T22:50:30.239772] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T22:50:30.384003] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:30.530922] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:30.678027] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:30.829045] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:30.978439] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:31.128121] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:31.278446] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:31.424040] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:31.596812] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:31.752125] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:31.752292] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T22:50:31.752337] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6174 tests
[2025-10-10T22:50:31.752375] [INFO ] [CONFIGURE ] ALLE: Testing feature 4/29: add_ema
[2025-10-10T22:50:31.752407] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T22:50:31.913710] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:32.074280] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:32.250832] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:32.439141] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:32.612434] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:32.782699] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:32.972953] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:33.151106] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:33.309600] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:33.472268] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:33.472437] [INFO ] [CONFIGURE ] ALLE: KEPT add_ema (score: 50.00%)
[2025-10-10T22:50:33.472510] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6173 tests
[2025-10-10T22:50:33.472568] [INFO ] [CONFIGURE ] ALLE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:50:33.472605] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:50:33.652179] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:33.830999] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:50:34.016309] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:34.204887] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:34.402986] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:34.617330] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:34.810384] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:50:35.007703] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:35.200993] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:35.390894] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:35.391067] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:50:35.391110] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6172 tests
[2025-10-10T22:50:35.391250] [INFO ] [CONFIGURE ] ALLE: Testing feature 6/29: add_failed_moves
[2025-10-10T22:50:35.391291] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-10T22:50:35.572389] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:35.746422] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:35.917935] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:36.089373] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:36.258200] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:36.431898] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:36.601147] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:36.772862] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:36.950888] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:37.124714] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:37.124871] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T22:50:37.124914] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6171 tests
[2025-10-10T22:50:37.124947] [INFO ] [CONFIGURE ] ALLE: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:50:37.124978] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-10T22:50:37.284061] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:37.447037] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:37.634054] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:37.796351] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:37.960790] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:38.135965] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:38.305535] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:38.476609] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:38.647834] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:38.819545] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:38.819764] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T22:50:38.819816] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6170 tests
[2025-10-10T22:50:38.819851] [INFO ] [CONFIGURE ] ALLE: Testing feature 8/29: add_macd
[2025-10-10T22:50:38.819883] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T22:50:39.013609] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:39.209520] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:39.410956] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:39.632624] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:39.842140] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:40.035332] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:40.229059] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:50:40.431348] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:40.636376] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:40.833914] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:40.834121] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:50:40.834185] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6169 tests
[2025-10-10T22:50:40.834223] [INFO ] [CONFIGURE ] ALLE: Testing feature 9/29: add_mfi
[2025-10-10T22:50:40.834255] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-10T22:50:41.010987] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:41.184143] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:41.358069] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:41.534400] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:41.714594] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:41.896980] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:42.078063] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:42.255749] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:42.435571] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:42.616513] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:42.616739] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T22:50:42.616796] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6168 tests
[2025-10-10T22:50:42.616833] [INFO ] [CONFIGURE ] ALLE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:50:42.616883] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:50:42.815115] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:43.001330] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:43.193121] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:43.383372] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:43.575086] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:43.770404] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:43.967056] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:44.160529] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:44.357327] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:44.550349] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:44.550548] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T22:50:44.550594] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 6167 tests
[2025-10-10T22:50:44.550630] [INFO ] [CONFIGURE ] ALLE: Testing feature 11/29: add_obv_daily
[2025-10-10T22:50:44.550701] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-10T22:50:44.719607] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:44.883565] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:45.048583] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:45.226318] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:45.395947] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:45.564101] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:45.735846] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:45.905759] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:46.076669] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:46.250053] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:46.250262] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-10T22:50:46.250307] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6166 tests
[2025-10-10T22:50:46.250344] [INFO ] [CONFIGURE ] ALLE: Testing feature 12/29: add_obv_interval
[2025-10-10T22:50:46.250376] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-10T22:50:46.412385] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:46.573888] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:46.770154] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:46.929438] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:47.090130] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:47.250596] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:47.410215] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:47.571859] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:47.734797] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:47.904639] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:47.904841] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:50:47.904910] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6165 tests
[2025-10-10T22:50:47.904969] [INFO ] [CONFIGURE ] ALLE: Testing feature 13/29: add_opening_strength
[2025-10-10T22:50:47.905004] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:50:48.089100] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:50:48.264496] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:48.445816] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:48.621154] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:48.798754] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:48.978928] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:49.157548] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:49.338314] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:49.525807] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:49.709221] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:49.709406] [INFO ] [CONFIGURE ] ALLE: KEPT add_opening_strength (score: 60.00%)
[2025-10-10T22:50:49.709471] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6164 tests
[2025-10-10T22:50:49.709510] [INFO ] [CONFIGURE ] ALLE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:50:49.709550] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-10T22:50:49.908366] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:50.113349] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:50.319123] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:50.527518] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:50.729350] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:50.938256] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:51.144069] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:51.346608] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:51.551733] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:51.751477] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:51.751697] [INFO ] [CONFIGURE ] ALLE: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-10T22:50:51.751759] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6163 tests
[2025-10-10T22:50:51.751797] [INFO ] [CONFIGURE ] ALLE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:50:51.751831] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T22:50:51.947176] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:52.142721] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:52.348868] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:52.552399] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:52.758782] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:52.965860] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:53.170914] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:53.375859] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:53.579007] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:53.792934] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:53.793115] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:50:53.793161] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6162 tests
[2025-10-10T22:50:53.793214] [INFO ] [CONFIGURE ] ALLE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:50:53.793273] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T22:50:54.012449] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:54.279456] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:54.486502] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:54.692727] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:54.925938] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:55.145258] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:55.357527] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:55.569341] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:50:55.792874] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:56.025565] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:50:56.025836] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:50:56.025893] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6161 tests
[2025-10-10T22:50:56.025935] [INFO ] [CONFIGURE ] ALLE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:50:56.025970] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T22:50:56.257964] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:56.489421] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:56.713850] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:50:56.934238] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:50:57.152873] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:50:57.364877] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:50:57.609054] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:57.824215] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:50:58.046834] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:50:58.271743] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:50:58.271919] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T22:50:58.271963] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6160 tests
[2025-10-10T22:50:58.271998] [INFO ] [CONFIGURE ] ALLE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:50:58.272032] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T22:50:58.471971] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:50:58.669978] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:50:58.912384] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:50:59.117195] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:50:59.319317] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:50:59.522205] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:50:59.722017] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:50:59.923256] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:00.124171] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:00.330343] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:00.330551] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:51:00.330599] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6159 tests
[2025-10-10T22:51:00.330636] [INFO ] [CONFIGURE ] ALLE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:51:00.330712] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T22:51:00.529113] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:00.750839] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:00.956992] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:01.161663] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:01.370799] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:01.576282] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:01.785661] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:01.995441] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:02.221322] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:02.421951] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:02.422174] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T22:51:02.422272] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6158 tests
[2025-10-10T22:51:02.422317] [INFO ] [CONFIGURE ] ALLE: Testing feature 20/29: add_price_rejection
[2025-10-10T22:51:02.422350] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T22:51:02.629135] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:02.839257] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:03.101543] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:03.342258] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:03.581147] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:03.814797] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:04.029540] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:04.242123] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:04.468559] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:04.685522] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:04.685713] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:51:04.685772] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6157 tests
[2025-10-10T22:51:04.685811] [INFO ] [CONFIGURE ] ALLE: Testing feature 21/29: add_range_position
[2025-10-10T22:51:04.685844] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T22:51:04.898304] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:05.146661] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:05.371914] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:05.598602] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:05.822590] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:06.045978] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:06.268794] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:51:06.487890] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:06.708362] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:06.928968] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:06.929135] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T22:51:06.929180] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6156 tests
[2025-10-10T22:51:06.929216] [INFO ] [CONFIGURE ] ALLE: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:51:06.929305] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T22:51:07.161863] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:07.412198] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:07.678519] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:07.936255] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:08.250909] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:08.607977] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:08.892186] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:09.182187] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:09.430986] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:09.674174] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:51:09.674355] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T22:51:09.674402] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6155 tests
[2025-10-10T22:51:09.674441] [INFO ] [CONFIGURE ] ALLE: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:51:09.674475] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T22:51:09.879416] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:10.119072] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:10.340715] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:10.562087] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:10.795622] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:11.035299] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:11.243417] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:11.459031] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:11.667430] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:11.887776] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:11.887934] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:51:11.887977] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6154 tests
[2025-10-10T22:51:11.888011] [INFO ] [CONFIGURE ] ALLE: Testing feature 24/29: add_rsi
[2025-10-10T22:51:11.888043] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_rsi']
[2025-10-10T22:51:12.087430] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:12.290105] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:12.493508] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:12.712202] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:12.914543] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:13.118786] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:13.323567] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:13.527314] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:13.735003] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:13.940434] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:13.940610] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T22:51:13.940695] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6153 tests
[2025-10-10T22:51:13.940745] [INFO ] [CONFIGURE ] ALLE: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:51:13.940781] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T22:51:14.132051] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:14.328207] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:14.549987] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:14.745111] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:14.940939] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:15.139515] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:15.336172] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:15.533060] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:15.731382] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:15.936364] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:15.936547] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T22:51:15.936593] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6152 tests
[2025-10-10T22:51:15.936629] [INFO ] [CONFIGURE ] ALLE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:51:15.936701] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T22:51:16.141015] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:16.344799] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:16.555257] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:51:16.760106] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:16.966840] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:17.171093] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:17.395872] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:17.599545] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:17.802073] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:18.011462] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:18.011745] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:51:18.011805] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6151 tests
[2025-10-10T22:51:18.011843] [INFO ] [CONFIGURE ] ALLE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:51:18.011877] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T22:51:18.221462] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:18.429089] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:18.648256] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:18.872444] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:19.095776] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:19.309912] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:19.526956] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:19.746639] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:19.972329] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:20.197603] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:51:20.197811] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T22:51:20.197861] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6150 tests
[2025-10-10T22:51:20.197899] [INFO ] [CONFIGURE ] ALLE: Testing feature 28/29: add_volume_profile
[2025-10-10T22:51:20.197931] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T22:51:20.396214] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:20.622040] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:20.822331] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:51:21.030459] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:21.238622] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:21.442665] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:21.647267] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:51:21.856064] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:22.084241] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:22.304155] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:51:22.304315] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T22:51:22.304442] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6149 tests
[2025-10-10T22:51:22.304499] [INFO ] [CONFIGURE ] ALLE: Testing feature 29/29: add_vwap
[2025-10-10T22:51:22.304561] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-10T22:51:22.514318] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:22.724302] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:22.935533] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:51:23.153282] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:51:23.368229] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:51:23.603381] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:23.819434] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:51:24.047340] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:24.261403] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:51:24.475608] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:51:24.475843] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T22:51:24.475897] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6148 tests
[2025-10-10T22:51:24.475952] [INFO ] [CONFIGURE ] ALLE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:51:24.476010] [INFO ] [CONFIGURE ] ALLE: Best accuracy: 70.00%
[2025-10-10T22:51:24.476046] [INFO ] [CONFIGURE ] ALLE: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-10T22:51:24.476076] [INFO ] [CONFIGURE ] ALLE: Improvement over baseline: 60.00%
[2025-10-10T22:51:24.476103] [INFO ] [CONFIGURE ] ALLE: Total time: 56.9 seconds
[2025-10-10T22:51:24.476131] [INFO ] [CONFIGURE ] ALLE: Average time per feature: 2.0 seconds
[2025-10-10T22:51:24.476160] [INFO ] [CONFIGURE ] ALLE: Average speed: 0.51 features/sec
[2025-10-10T22:51:24.476779] [INFO ] [LOCAL     ] Saved configuration for ALLE: 6 features, 70.00% accuracy -> ./output/feature-sets/ALLE.json
[2025-10-10T22:51:24.476837] [INFO ] [CONFIGURE ] ALLE: Configuration saved successfully: 6 features, 70.00% accuracy.
[2025-10-10T22:51:24.477085] [INFO ] [sig       ] [8/220] Successfully configured ALLE | 0.02 sym/s | Total: 5.7m | ETA: 2.5h
[2025-10-10T22:51:24.477163] [INFO ] [sig       ] [9/220] Configuring AMX...
[2025-10-10T22:51:24.477234] [INFO ] [CONFIGURE ] AMX: Configurate test run.
[2025-10-10T22:51:24.477307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-10-10T22:51:24.492975] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMX'.
[2025-10-10T22:51:24.493410] [INFO ] [CONFIGURE ] AMX: Testing with 29 available features
[2025-10-10T22:51:24.493468] [INFO ] [CONFIGURE ] AMX: Establishing baseline with no features...
[2025-10-10T22:51:24.603903] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:24.710498] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:24.818280] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:24.923573] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:25.035031] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:25.144315] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:25.252334] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:25.358835] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:25.470254] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:25.583246] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:25.583410] [INFO ] [CONFIGURE ] AMX: Baseline score (no features): 50.00%
[2025-10-10T22:51:25.583456] [INFO ] [CONFIGURE ] AMX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:51:25.583492] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:51:25.702754] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:25.826721] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:25.943175] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:26.079812] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:26.215238] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:26.352122] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:26.488311] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:51:26.654485] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:26.798674] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:26.940238] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:51:26.940421] [INFO ] [CONFIGURE ] AMX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T22:51:26.940485] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6147 tests
[2025-10-10T22:51:26.940524] [INFO ] [CONFIGURE ] AMX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:51:26.940558] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:51:27.079709] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:27.219395] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:27.357368] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:27.479544] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:27.612050] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:27.739475] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:27.868830] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:27.999609] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:28.127493] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:28.258881] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:28.259168] [INFO ] [CONFIGURE ] AMX: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T22:51:28.259224] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6146 tests
[2025-10-10T22:51:28.259260] [INFO ] [CONFIGURE ] AMX: Testing feature 3/29: add_daily_returns
[2025-10-10T22:51:28.259291] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns']
[2025-10-10T22:51:28.368327] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:28.476820] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:28.587132] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:28.698242] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:28.812415] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:28.929136] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:29.043391] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:29.161191] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:29.278511] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:29.393067] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:29.393220] [INFO ] [CONFIGURE ] AMX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T22:51:29.393262] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6145 tests
[2025-10-10T22:51:29.393296] [INFO ] [CONFIGURE ] AMX: Testing feature 4/29: add_ema
[2025-10-10T22:51:29.393325] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_ema']
[2025-10-10T22:51:29.516071] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:29.670154] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:29.794078] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:29.918922] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:30.044504] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:30.172433] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:30.299025] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:30.422297] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:30.546982] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:30.670230] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:30.670389] [INFO ] [CONFIGURE ] AMX: DISCARDED add_ema (score: 50.00%)
[2025-10-10T22:51:30.670433] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6144 tests
[2025-10-10T22:51:30.670467] [INFO ] [CONFIGURE ] AMX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:51:30.670497] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:51:30.801581] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:30.930377] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:31.073861] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:31.204391] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:31.334598] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:31.465124] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:31.599182] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:31.728890] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:31.866764] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:32.034069] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:32.034216] [INFO ] [CONFIGURE ] AMX: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-10T22:51:32.034259] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6143 tests
[2025-10-10T22:51:32.034293] [INFO ] [CONFIGURE ] AMX: Testing feature 6/29: add_failed_moves
[2025-10-10T22:51:32.034324] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T22:51:32.167596] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:32.300661] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:32.438701] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:32.581109] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:32.725986] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:32.864614] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:33.010470] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:33.153071] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:33.295869] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:33.459097] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:33.459259] [INFO ] [CONFIGURE ] AMX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:51:33.459304] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6142 tests
[2025-10-10T22:51:33.459340] [INFO ] [CONFIGURE ] AMX: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:51:33.459372] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T22:51:33.591166] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:33.740322] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:33.870794] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:34.012151] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:34.145974] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:34.283871] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:34.424104] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:34.564991] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:34.703995] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:34.845094] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:34.845273] [INFO ] [CONFIGURE ] AMX: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T22:51:34.845319] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6141 tests
[2025-10-10T22:51:34.845356] [INFO ] [CONFIGURE ] AMX: Testing feature 8/29: add_macd
[2025-10-10T22:51:34.845389] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T22:51:35.000755] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:35.154874] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:35.309684] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:35.469744] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:35.632593] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:35.792278] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:35.955733] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:36.117659] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:36.278343] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:36.444511] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:36.444754] [INFO ] [CONFIGURE ] AMX: DISCARDED add_macd (score: 50.00%)
[2025-10-10T22:51:36.444817] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6140 tests
[2025-10-10T22:51:36.444856] [INFO ] [CONFIGURE ] AMX: Testing feature 9/29: add_mfi
[2025-10-10T22:51:36.444887] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T22:51:36.593614] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:36.741328] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:36.886052] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:37.041486] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:37.194940] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:37.342562] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:37.490976] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:37.637815] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:37.786000] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:37.937713] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:37.937881] [INFO ] [CONFIGURE ] AMX: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T22:51:37.937931] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6139 tests
[2025-10-10T22:51:37.937966] [INFO ] [CONFIGURE ] AMX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:51:37.937997] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:51:38.091798] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:38.252660] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:38.418965] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:38.586598] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:38.786243] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:38.950582] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:39.149499] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:39.322513] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:39.496561] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:39.670669] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:39.670844] [INFO ] [CONFIGURE ] AMX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:51:39.670888] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6138 tests
[2025-10-10T22:51:39.670921] [INFO ] [CONFIGURE ] AMX: Testing feature 11/29: add_obv_daily
[2025-10-10T22:51:39.670954] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T22:51:39.805836] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:39.950605] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:40.093269] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:40.240355] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:40.389349] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:40.544719] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:40.690495] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:40.833718] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:40.981806] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:41.135619] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:41.135829] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T22:51:41.135879] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6137 tests
[2025-10-10T22:51:41.135914] [INFO ] [CONFIGURE ] AMX: Testing feature 12/29: add_obv_interval
[2025-10-10T22:51:41.135946] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T22:51:41.282763] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:41.439510] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:41.592257] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:41.743931] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:41.890821] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:42.047765] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:42.195401] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:42.344060] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:42.495291] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:42.648729] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:42.648914] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:51:42.648957] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6136 tests
[2025-10-10T22:51:42.648991] [INFO ] [CONFIGURE ] AMX: Testing feature 13/29: add_opening_strength
[2025-10-10T22:51:42.649022] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:51:42.811035] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:42.964424] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:43.118219] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:43.274744] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:43.431897] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:43.589586] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:43.753663] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:43.911760] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:44.070486] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:44.234176] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:44.234401] [INFO ] [CONFIGURE ] AMX: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T22:51:44.234507] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6135 tests
[2025-10-10T22:51:44.234562] [INFO ] [CONFIGURE ] AMX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:51:44.234597] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T22:51:44.396256] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:44.556134] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:44.725137] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:44.891766] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:45.058967] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:45.218922] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:45.375307] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:45.541067] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:45.709538] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:51:45.870752] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:45.870922] [INFO ] [CONFIGURE ] AMX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T22:51:45.870968] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6134 tests
[2025-10-10T22:51:45.871002] [INFO ] [CONFIGURE ] AMX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:51:45.871033] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T22:51:46.012953] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:46.150688] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:46.287822] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:46.424543] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:46.567980] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:46.710226] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:46.851485] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:46.996393] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:47.141593] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:47.281128] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:47.281327] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T22:51:47.281372] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6133 tests
[2025-10-10T22:51:47.281406] [INFO ] [CONFIGURE ] AMX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:51:47.281437] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T22:51:47.421916] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:47.564744] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:47.714803] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:47.903048] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:48.051975] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:48.201028] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:48.352862] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:48.504825] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:48.665902] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:48.820040] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:48.820229] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:51:48.820278] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6132 tests
[2025-10-10T22:51:48.820322] [INFO ] [CONFIGURE ] AMX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:51:48.820361] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T22:51:48.976096] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:49.133282] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:49.291596] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:49.451398] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:49.612030] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:49.771631] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:49.936454] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:50.105997] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:50.270210] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:50.435226] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:50.435442] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T22:51:50.435521] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6131 tests
[2025-10-10T22:51:50.435596] [INFO ] [CONFIGURE ] AMX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:51:50.435696] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T22:51:50.581023] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:50.729112] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:50.879748] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:51.035585] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:51.189287] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:51.334825] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:51.481559] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:51.646929] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:51.810155] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:51.960705] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:51.960864] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T22:51:51.960906] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6130 tests
[2025-10-10T22:51:51.960940] [INFO ] [CONFIGURE ] AMX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:51:51.961018] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T22:51:52.101603] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:52.242412] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:52.383513] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:52.521818] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:52.663377] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:52.809455] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:52.956403] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:53.109682] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:51:53.260256] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:53.411525] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:53.411708] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T22:51:53.411765] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6129 tests
[2025-10-10T22:51:53.411801] [INFO ] [CONFIGURE ] AMX: Testing feature 20/29: add_price_rejection
[2025-10-10T22:51:53.411831] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T22:51:53.562466] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:53.709282] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:53.856089] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:54.002472] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:54.148179] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:54.295722] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:54.445756] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:54.597228] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:54.746578] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:54.895228] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:54.895401] [INFO ] [CONFIGURE ] AMX: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-10T22:51:54.895450] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6128 tests
[2025-10-10T22:51:54.895486] [INFO ] [CONFIGURE ] AMX: Testing feature 21/29: add_range_position
[2025-10-10T22:51:54.895519] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T22:51:55.057465] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:55.217967] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:51:55.383590] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:55.542306] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:55.707353] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:55.865849] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:56.027772] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:56.187445] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:56.351374] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:56.542325] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:56.542533] [INFO ] [CONFIGURE ] AMX: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T22:51:56.542580] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6127 tests
[2025-10-10T22:51:56.542617] [INFO ] [CONFIGURE ] AMX: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:51:56.542677] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T22:51:56.713561] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:51:56.881809] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:57.062059] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:57.249092] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:57.427992] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:57.601938] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:51:57.775844] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:51:57.950769] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:58.126169] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:58.314066] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:51:58.314281] [INFO ] [CONFIGURE ] AMX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T22:51:58.314328] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6126 tests
[2025-10-10T22:51:58.314365] [INFO ] [CONFIGURE ] AMX: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:51:58.314398] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-10T22:51:58.467505] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:51:58.613042] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:51:58.763467] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:51:58.910472] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:51:59.058779] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:51:59.208687] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:51:59.358428] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:51:59.515635] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:51:59.668088] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:51:59.821513] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:51:59.821764] [INFO ] [CONFIGURE ] AMX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T22:51:59.821820] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6125 tests
[2025-10-10T22:51:59.821858] [INFO ] [CONFIGURE ] AMX: Testing feature 24/29: add_rsi
[2025-10-10T22:51:59.821891] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-10T22:52:00.024821] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:52:00.248663] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:52:00.500128] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:52:00.750475] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:00.970230] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:01.179611] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:01.367479] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:52:01.539464] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:01.709407] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:01.880123] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:52:01.880326] [INFO ] [CONFIGURE ] AMX: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T22:52:01.880390] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6124 tests
[2025-10-10T22:52:01.880429] [INFO ] [CONFIGURE ] AMX: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:52:01.880462] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T22:52:02.032743] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:52:02.187221] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:52:02.331388] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:52:02.482615] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:02.628737] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:02.778364] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:02.927662] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:52:03.079247] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:03.226776] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:03.376207] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:52:03.376396] [INFO ] [CONFIGURE ] AMX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T22:52:03.376440] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6123 tests
[2025-10-10T22:52:03.376484] [INFO ] [CONFIGURE ] AMX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:52:03.376544] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-10T22:52:03.526637] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:52:03.675272] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:52:03.821074] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:52:03.970070] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:04.117365] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:04.275843] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:04.438374] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:52:04.590796] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:04.743045] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:04.894676] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:52:04.894838] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T22:52:04.894881] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6122 tests
[2025-10-10T22:52:04.894965] [INFO ] [CONFIGURE ] AMX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:52:04.895006] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-10T22:52:05.056991] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:52:05.219675] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:52:05.406068] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:52:05.563844] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:05.722606] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:05.880148] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:06.079321] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:52:06.238567] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:06.404075] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:06.568495] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:52:06.568712] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T22:52:06.568772] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6121 tests
[2025-10-10T22:52:06.568808] [INFO ] [CONFIGURE ] AMX: Testing feature 28/29: add_volume_profile
[2025-10-10T22:52:06.568841] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-10T22:52:06.718386] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:52:06.864737] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:52:07.010490] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:52:07.154941] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:07.301308] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:07.461189] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:07.620199] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:52:07.774367] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:07.930476] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:08.086299] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:52:08.086475] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:52:08.086520] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6120 tests
[2025-10-10T22:52:08.086576] [INFO ] [CONFIGURE ] AMX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:52:08.086632] [INFO ] [CONFIGURE ] AMX: Best accuracy: 60.00%
[2025-10-10T22:52:08.086711] [INFO ] [CONFIGURE ] AMX: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:52:08.086752] [INFO ] [CONFIGURE ] AMX: Improvement over baseline: 10.00%
[2025-10-10T22:52:08.086781] [INFO ] [CONFIGURE ] AMX: Total time: 42.5 seconds
[2025-10-10T22:52:08.086852] [INFO ] [CONFIGURE ] AMX: Average time per feature: 1.5 seconds
[2025-10-10T22:52:08.086937] [INFO ] [CONFIGURE ] AMX: Average speed: 0.68 features/sec
[2025-10-10T22:52:08.087539] [INFO ] [LOCAL     ] Saved configuration for AMX: 2 features, 60.00% accuracy -> ./output/feature-sets/AMX.json
[2025-10-10T22:52:08.087593] [INFO ] [CONFIGURE ] AMX: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T22:52:08.087671] [INFO ] [sig       ] [9/220] Successfully configured AMX | 0.02 sym/s | Total: 6.4m | ETA: 2.5h
[2025-10-10T22:52:08.087764] [INFO ] [sig       ] [10/220] Configuring ANF...
[2025-10-10T22:52:08.087840] [INFO ] [CONFIGURE ] ANF: Configurate test run.
[2025-10-10T22:52:08.087912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-10-10T22:52:08.111913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANF'.
[2025-10-10T22:52:08.112545] [INFO ] [CONFIGURE ] ANF: Testing with 29 available features
[2025-10-10T22:52:08.112605] [INFO ] [CONFIGURE ] ANF: Establishing baseline with no features...
[2025-10-10T22:52:08.234426] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:08.351069] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:08.470077] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:08.585037] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:08.695861] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:08.808812] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:08.936773] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:09.097397] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:09.215926] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:09.328178] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:09.328318] [INFO ] [CONFIGURE ] ANF: Baseline score (no features): 50.00%
[2025-10-10T22:52:09.328360] [INFO ] [CONFIGURE ] ANF: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:52:09.328392] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:52:09.450104] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:09.575220] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:09.701092] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:09.825100] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:09.948762] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:10.076447] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:10.206163] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:10.333321] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:10.459213] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:10.590571] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:10.590764] [INFO ] [CONFIGURE ] ANF: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T22:52:10.590816] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6119 tests
[2025-10-10T22:52:10.590942] [INFO ] [CONFIGURE ] ANF: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:52:10.590981] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T22:52:10.731874] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:10.886312] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:11.037859] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:11.180143] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:11.326723] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:11.472426] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:11.630735] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:11.772750] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:11.915864] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:12.055495] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:12.055669] [INFO ] [CONFIGURE ] ANF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T22:52:12.055738] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6118 tests
[2025-10-10T22:52:12.055785] [INFO ] [CONFIGURE ] ANF: Testing feature 3/29: add_daily_returns
[2025-10-10T22:52:12.055822] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T22:52:12.176717] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:12.316990] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:12.441962] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:12.569823] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:12.701556] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:12.829270] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:12.960004] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:52:13.097210] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:13.235797] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:13.366352] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:13.366557] [INFO ] [CONFIGURE ] ANF: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T22:52:13.366605] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6117 tests
[2025-10-10T22:52:13.366660] [INFO ] [CONFIGURE ] ANF: Testing feature 4/29: add_ema
[2025-10-10T22:52:13.366720] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T22:52:13.506223] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:13.646667] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:13.800161] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:13.944385] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:14.090109] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:14.243144] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:14.392778] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:14.545278] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:14.698970] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:14.847046] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:14.847229] [INFO ] [CONFIGURE ] ANF: DISCARDED add_ema (score: 50.00%)
[2025-10-10T22:52:14.847306] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6116 tests
[2025-10-10T22:52:14.847365] [INFO ] [CONFIGURE ] ANF: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:52:14.847402] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:52:14.991203] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:15.139550] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:15.290336] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:15.431960] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:15.573766] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:15.716565] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:15.874034] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:16.022762] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:16.166696] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:16.310106] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:16.310255] [INFO ] [CONFIGURE ] ANF: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T22:52:16.310298] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6115 tests
[2025-10-10T22:52:16.310332] [INFO ] [CONFIGURE ] ANF: Testing feature 6/29: add_failed_moves
[2025-10-10T22:52:16.310363] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T22:52:16.436341] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:16.556585] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:16.691686] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:16.815206] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:16.939062] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:17.065761] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:17.198080] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:17.330818] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:17.475663] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:17.612157] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:17.612396] [INFO ] [CONFIGURE ] ANF: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:52:17.612460] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6114 tests
[2025-10-10T22:52:17.612498] [INFO ] [CONFIGURE ] ANF: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:52:17.612531] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T22:52:17.731748] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:17.846814] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:17.962939] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:18.083842] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:18.201231] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:18.321041] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:18.440584] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:18.558814] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:18.678417] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:18.803077] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:18.803206] [INFO ] [CONFIGURE ] ANF: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T22:52:18.803281] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6113 tests
[2025-10-10T22:52:18.803340] [INFO ] [CONFIGURE ] ANF: Testing feature 8/29: add_macd
[2025-10-10T22:52:18.803374] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T22:52:18.957172] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:19.108428] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:19.262421] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:19.415319] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:19.576052] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:19.734027] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:19.895020] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:20.055869] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:20.215866] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:20.380283] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:20.380452] [INFO ] [CONFIGURE ] ANF: DISCARDED add_macd (score: 50.00%)
[2025-10-10T22:52:20.380497] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6112 tests
[2025-10-10T22:52:20.380530] [INFO ] [CONFIGURE ] ANF: Testing feature 9/29: add_mfi
[2025-10-10T22:52:20.380560] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T22:52:20.514486] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:20.646692] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:20.779360] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:20.910312] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:21.046842] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:21.178609] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:21.310047] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:21.443115] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:21.577235] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:21.712711] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:21.712895] [INFO ] [CONFIGURE ] ANF: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T22:52:21.713038] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6111 tests
[2025-10-10T22:52:21.713092] [INFO ] [CONFIGURE ] ANF: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:52:21.713127] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:52:21.862581] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:22.009597] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:22.157991] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:22.303972] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:22.456464] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:22.625415] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:22.787792] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:22.943309] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:23.097707] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:23.257627] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:23.257857] [INFO ] [CONFIGURE ] ANF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T22:52:23.257920] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6110 tests
[2025-10-10T22:52:23.257958] [INFO ] [CONFIGURE ] ANF: Testing feature 11/29: add_obv_daily
[2025-10-10T22:52:23.257989] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T22:52:23.386848] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:23.515967] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:23.650234] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:23.781272] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:23.916444] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:24.047885] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:24.182143] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:24.318893] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:24.467450] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:24.612717] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:24.612869] [INFO ] [CONFIGURE ] ANF: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:52:24.612927] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6109 tests
[2025-10-10T22:52:24.612974] [INFO ] [CONFIGURE ] ANF: Testing feature 12/29: add_obv_interval
[2025-10-10T22:52:24.613029] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T22:52:24.739505] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:24.871403] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:25.006682] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:25.141191] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:25.274149] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:25.415943] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:25.552028] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:25.685372] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:25.819889] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:25.954445] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:25.954668] [INFO ] [CONFIGURE ] ANF: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T22:52:25.954731] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6108 tests
[2025-10-10T22:52:25.954769] [INFO ] [CONFIGURE ] ANF: Testing feature 13/29: add_opening_strength
[2025-10-10T22:52:25.954802] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:52:26.095344] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:26.233839] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:26.370942] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:26.510761] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:52:26.648603] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:26.786324] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:26.922972] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:27.058355] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:27.190153] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:27.322325] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:27.322448] [INFO ] [CONFIGURE ] ANF: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T22:52:27.322492] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6107 tests
[2025-10-10T22:52:27.322526] [INFO ] [CONFIGURE ] ANF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:52:27.322557] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T22:52:27.487906] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:27.627973] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:27.767318] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:27.910997] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:28.048478] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:28.184976] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:28.321019] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:28.465096] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:28.611919] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:28.758760] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:28.758919] [INFO ] [CONFIGURE ] ANF: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T22:52:28.758962] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6106 tests
[2025-10-10T22:52:28.758996] [INFO ] [CONFIGURE ] ANF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:52:28.759025] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T22:52:28.875447] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:28.993375] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:29.110540] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:29.233722] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:29.352989] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:29.473831] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:29.592606] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:29.714795] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:29.833491] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:29.958710] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:29.958841] [INFO ] [CONFIGURE ] ANF: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:52:29.958885] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6105 tests
[2025-10-10T22:52:29.958918] [INFO ] [CONFIGURE ] ANF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:52:29.958947] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T22:52:30.082918] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:30.206479] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:30.330445] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:30.456767] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:30.584512] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:30.712589] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:30.843477] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:30.970964] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:31.099669] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:31.228334] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:31.228529] [INFO ] [CONFIGURE ] ANF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T22:52:31.228579] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6104 tests
[2025-10-10T22:52:31.228613] [INFO ] [CONFIGURE ] ANF: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:52:31.228663] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T22:52:31.358511] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:31.486634] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:31.618937] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:31.751160] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:31.883274] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:32.015411] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:32.146234] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:32.279275] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:32.417412] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:32.550406] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:32.550544] [INFO ] [CONFIGURE ] ANF: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T22:52:32.550588] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6103 tests
[2025-10-10T22:52:32.550623] [INFO ] [CONFIGURE ] ANF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:52:32.550683] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T22:52:32.688194] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:32.806166] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:32.922369] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:33.046528] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:33.170706] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:33.295149] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:33.419922] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:33.555402] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:33.682735] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:33.814096] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:33.814234] [INFO ] [CONFIGURE ] ANF: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:52:33.814293] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6102 tests
[2025-10-10T22:52:33.814329] [INFO ] [CONFIGURE ] ANF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:52:33.814358] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T22:52:33.937991] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:34.062698] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:34.187595] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:34.311118] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:34.435485] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:34.560306] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:34.687558] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:34.818125] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:34.944373] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:35.075101] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:35.075255] [INFO ] [CONFIGURE ] ANF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T22:52:35.075300] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6101 tests
[2025-10-10T22:52:35.075333] [INFO ] [CONFIGURE ] ANF: Testing feature 20/29: add_price_rejection
[2025-10-10T22:52:35.075363] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T22:52:35.206506] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:35.339819] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:35.471817] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:35.605636] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:35.741097] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:35.875576] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:36.013931] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:36.148513] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:36.282742] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:36.424117] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:52:36.424274] [INFO ] [CONFIGURE ] ANF: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T22:52:36.424336] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6100 tests
[2025-10-10T22:52:36.424372] [INFO ] [CONFIGURE ] ANF: Testing feature 21/29: add_range_position
[2025-10-10T22:52:36.424402] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T22:52:36.599509] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:36.743998] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:36.885438] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:37.030815] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:37.177518] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:37.321907] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:37.474030] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:37.623334] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:37.771533] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:37.917055] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:37.917202] [INFO ] [CONFIGURE ] ANF: KEPT add_range_position (score: 70.00%)
[2025-10-10T22:52:37.917247] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6099 tests
[2025-10-10T22:52:37.917280] [INFO ] [CONFIGURE ] ANF: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:52:37.917310] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility']
[2025-10-10T22:52:38.097796] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:38.275379] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:38.457876] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:38.642940] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:38.837971] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:39.025906] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:39.212891] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:39.399254] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:39.602118] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:39.793131] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:52:39.793323] [INFO ] [CONFIGURE ] ANF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:52:39.793367] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6098 tests
[2025-10-10T22:52:39.793401] [INFO ] [CONFIGURE ] ANF: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:52:39.793434] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context']
[2025-10-10T22:52:39.972228] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:40.146518] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:40.313480] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:40.482246] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:40.647844] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:40.818923] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:40.990349] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:41.173293] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:41.335339] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:41.497420] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:41.497595] [INFO ] [CONFIGURE ] ANF: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:52:41.497658] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6097 tests
[2025-10-10T22:52:41.497743] [INFO ] [CONFIGURE ] ANF: Testing feature 24/29: add_rsi
[2025-10-10T22:52:41.497800] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-10T22:52:41.671264] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:41.843138] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:42.016446] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:42.189168] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:42.364212] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:42.542265] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:42.723075] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:42.899825] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:43.090776] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:43.265509] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:52:43.265701] [INFO ] [CONFIGURE ] ANF: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T22:52:43.265760] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6096 tests
[2025-10-10T22:52:43.265797] [INFO ] [CONFIGURE ] ANF: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:52:43.265828] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution']
[2025-10-10T22:52:43.415930] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:43.570694] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:43.727270] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:43.885658] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:44.040881] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:44.198923] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:44.354562] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:44.510763] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:44.672497] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:44.833307] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:44.833477] [INFO ] [CONFIGURE ] ANF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T22:52:44.833524] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6095 tests
[2025-10-10T22:52:44.833562] [INFO ] [CONFIGURE ] ANF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:52:44.833594] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-10T22:52:44.995938] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:45.157174] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:45.320370] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:45.491198] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:45.657815] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:45.814719] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:45.973924] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:46.131866] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:46.295325] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:46.454895] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:46.455058] [INFO ] [CONFIGURE ] ANF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:52:46.455103] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6094 tests
[2025-10-10T22:52:46.455138] [INFO ] [CONFIGURE ] ANF: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:52:46.455169] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence']
[2025-10-10T22:52:46.630501] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:52:46.798950] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:46.975019] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:47.148488] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:47.324401] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:52:47.492008] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:47.676121] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:47.873506] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:48.050330] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:48.226737] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:48.226932] [INFO ] [CONFIGURE ] ANF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T22:52:48.227014] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6093 tests
[2025-10-10T22:52:48.227052] [INFO ] [CONFIGURE ] ANF: Testing feature 28/29: add_volume_profile
[2025-10-10T22:52:48.227083] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_profile']
[2025-10-10T22:52:48.388771] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:48.548610] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:48.738549] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:48.893742] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:49.052308] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:49.216523] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:49.375569] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:49.536012] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:52:49.691211] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:52:49.844893] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:49.845032] [INFO ] [CONFIGURE ] ANF: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:52:49.845076] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6092 tests
[2025-10-10T22:52:49.845133] [INFO ] [CONFIGURE ] ANF: Testing feature 29/29: add_vwap
[2025-10-10T22:52:49.845189] [INFO ] [CONFIGURE ] ANF: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_vwap']
[2025-10-10T22:52:49.998421] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:50.156064] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:50.312430] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:52:50.486425] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:52:50.646562] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:50.806133] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:50.974301] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:52:51.142293] [DEBUG] [FORECASTER] ANF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:52:51.304625] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:52:51.463724] [DEBUG] [FORECASTER] ANF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:51.463938] [INFO ] [CONFIGURE ] ANF: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:52:51.464009] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6091 tests
[2025-10-10T22:52:51.464065] [INFO ] [CONFIGURE ] ANF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:52:51.464120] [INFO ] [CONFIGURE ] ANF: Best accuracy: 70.00%
[2025-10-10T22:52:51.464156] [INFO ] [CONFIGURE ] ANF: Best feature set (2 features): ['add_bollinger_bands', 'add_range_position']
[2025-10-10T22:52:51.464185] [INFO ] [CONFIGURE ] ANF: Improvement over baseline: 20.00%
[2025-10-10T22:52:51.464212] [INFO ] [CONFIGURE ] ANF: Total time: 42.1 seconds
[2025-10-10T22:52:51.464239] [INFO ] [CONFIGURE ] ANF: Average time per feature: 1.5 seconds
[2025-10-10T22:52:51.464266] [INFO ] [CONFIGURE ] ANF: Average speed: 0.69 features/sec
[2025-10-10T22:52:51.464988] [INFO ] [LOCAL     ] Saved configuration for ANF: 2 features, 70.00% accuracy -> ./output/feature-sets/ANF.json
[2025-10-10T22:52:51.465042] [INFO ] [CONFIGURE ] ANF: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T22:52:51.465114] [INFO ] [sig       ] [10/220] Successfully configured ANF | 0.02 sym/s | Total: 7.1m | ETA: 2.5h
[2025-10-10T22:52:51.465190] [INFO ] [sig       ] [11/220] Configuring AON...
[2025-10-10T22:52:51.465258] [INFO ] [CONFIGURE ] AON: Configurate test run.
[2025-10-10T22:52:51.465331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-10-10T22:52:51.483377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AON'.
[2025-10-10T22:52:51.484118] [INFO ] [CONFIGURE ] AON: Testing with 29 available features
[2025-10-10T22:52:51.484176] [INFO ] [CONFIGURE ] AON: Establishing baseline with no features...
[2025-10-10T22:52:51.596776] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:51.743842] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:51.859948] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:51.976032] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:52.110759] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:52.294461] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:52.472730] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:52.645122] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:52:52.829572] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:52:52.983798] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:52.984081] [INFO ] [CONFIGURE ] AON: Baseline score (no features): 60.00%
[2025-10-10T22:52:52.984146] [INFO ] [CONFIGURE ] AON: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:52:52.984187] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:52:53.125081] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:53.261587] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:53.402144] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:53.532785] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:53.663384] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:53.793178] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:53.924397] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:54.065922] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:52:54.203088] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:52:54.334916] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:54.335262] [INFO ] [CONFIGURE ] AON: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T22:52:54.335329] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6090 tests
[2025-10-10T22:52:54.335366] [INFO ] [CONFIGURE ] AON: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:52:54.335399] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T22:52:54.487896] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:52:54.637070] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:54.808881] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:54.948197] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:55.083026] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:55.226721] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:55.369574] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:55.516316] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:55.661096] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:52:55.804833] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:52:55.805023] [INFO ] [CONFIGURE ] AON: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-10T22:52:55.805068] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6089 tests
[2025-10-10T22:52:55.805101] [INFO ] [CONFIGURE ] AON: Testing feature 3/29: add_daily_returns
[2025-10-10T22:52:55.805131] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T22:52:55.938061] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:52:56.061034] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:52:56.184581] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:56.307400] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:56.432316] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:56.554171] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:56.681475] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:56.813314] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:56.939089] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:52:57.088312] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:57.088543] [INFO ] [CONFIGURE ] AON: KEPT add_daily_returns (score: 80.00%)
[2025-10-10T22:52:57.088625] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6088 tests
[2025-10-10T22:52:57.088762] [INFO ] [CONFIGURE ] AON: Testing feature 4/29: add_ema
[2025-10-10T22:52:57.088822] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-10T22:52:57.239501] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:52:57.383171] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:57.531531] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:57.676083] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:57.869960] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:58.014260] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:52:58.160947] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:58.302511] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:58.439629] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:52:58.582924] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:52:58.583134] [INFO ] [CONFIGURE ] AON: DISCARDED add_ema (score: 80.00%)
[2025-10-10T22:52:58.583261] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6087 tests
[2025-10-10T22:52:58.583369] [INFO ] [CONFIGURE ] AON: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:52:58.583413] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:52:58.736850] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:52:58.888812] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:52:59.034156] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:52:59.187336] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:52:59.333483] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:52:59.480570] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:52:59.642551] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:52:59.792805] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:52:59.946964] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:00.097553] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:00.097751] [INFO ] [CONFIGURE ] AON: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T22:53:00.097814] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6086 tests
[2025-10-10T22:53:00.097852] [INFO ] [CONFIGURE ] AON: Testing feature 6/29: add_failed_moves
[2025-10-10T22:53:00.097886] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T22:53:00.228338] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:00.358406] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:00.490680] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:00.627812] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:00.770131] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:00.902479] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:01.035210] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:01.167257] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:01.297771] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:01.437355] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:01.437556] [INFO ] [CONFIGURE ] AON: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T22:53:01.437614] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6085 tests
[2025-10-10T22:53:01.437680] [INFO ] [CONFIGURE ] AON: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:53:01.437732] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T22:53:01.558265] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:01.680085] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:01.802821] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:01.924779] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:02.049079] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:02.176154] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:02.299098] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:02.422075] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:02.546144] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:02.670403] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:02.670556] [INFO ] [CONFIGURE ] AON: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T22:53:02.670599] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6084 tests
[2025-10-10T22:53:02.670634] [INFO ] [CONFIGURE ] AON: Testing feature 8/29: add_macd
[2025-10-10T22:53:02.670708] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T22:53:02.849718] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:03.022204] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:03.186418] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:03.350141] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:03.515839] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:03.683848] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:03.855215] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:04.054808] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:04.230219] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:04.416292] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:04.416503] [INFO ] [CONFIGURE ] AON: DISCARDED add_macd (score: 60.00%)
[2025-10-10T22:53:04.416559] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6083 tests
[2025-10-10T22:53:04.416619] [INFO ] [CONFIGURE ] AON: Testing feature 9/29: add_mfi
[2025-10-10T22:53:04.416702] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-10T22:53:04.580378] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:04.736110] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:04.904581] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:05.059246] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:05.210197] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:05.364289] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:05.510301] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:05.658574] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:05.815073] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:05.969589] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:05.969844] [INFO ] [CONFIGURE ] AON: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T22:53:05.969897] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6082 tests
[2025-10-10T22:53:05.969934] [INFO ] [CONFIGURE ] AON: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:53:05.969965] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:53:06.131683] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:06.293889] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:06.452718] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:06.613521] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:06.778878] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:06.986395] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:07.155585] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:07.317675] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:07.482528] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:07.661928] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:07.662120] [INFO ] [CONFIGURE ] AON: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T22:53:07.662167] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6081 tests
[2025-10-10T22:53:07.662204] [INFO ] [CONFIGURE ] AON: Testing feature 11/29: add_obv_daily
[2025-10-10T22:53:07.662238] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T22:53:07.805508] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:07.943249] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:08.082087] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:08.220217] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:08.361952] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:08.502987] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:08.665895] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:08.815887] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:08.955868] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:09.098407] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:09.098578] [INFO ] [CONFIGURE ] AON: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T22:53:09.098622] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6080 tests
[2025-10-10T22:53:09.098689] [INFO ] [CONFIGURE ] AON: Testing feature 12/29: add_obv_interval
[2025-10-10T22:53:09.098737] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-10T22:53:09.243497] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:09.380300] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:09.517897] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:09.653575] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:09.788409] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:09.933555] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:10.070544] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:10.209386] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:10.347238] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:10.486298] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:10.486475] [INFO ] [CONFIGURE ] AON: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T22:53:10.486522] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6079 tests
[2025-10-10T22:53:10.486558] [INFO ] [CONFIGURE ] AON: Testing feature 13/29: add_opening_strength
[2025-10-10T22:53:10.486592] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:53:10.625352] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:10.762829] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:10.896338] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:11.029907] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:11.163695] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:11.297913] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:11.430846] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:11.567030] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:11.707393] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:11.847763] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:11.847929] [INFO ] [CONFIGURE ] AON: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T22:53:11.847975] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6078 tests
[2025-10-10T22:53:11.848009] [INFO ] [CONFIGURE ] AON: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:53:11.848041] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T22:53:11.986717] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:12.124951] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:12.263841] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:12.405448] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:12.550755] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:12.699791] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:12.845431] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:13.025708] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:13.168080] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:13.318007] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:13.318202] [INFO ] [CONFIGURE ] AON: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-10-10T22:53:13.318250] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6077 tests
[2025-10-10T22:53:13.318285] [INFO ] [CONFIGURE ] AON: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:53:13.318317] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T22:53:13.465989] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:13.613862] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:13.761952] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:13.912016] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:14.062602] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:14.211839] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:14.359955] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:14.503924] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:14.650172] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:14.797151] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:14.797333] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-10T22:53:14.797376] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6076 tests
[2025-10-10T22:53:14.797410] [INFO ] [CONFIGURE ] AON: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:53:14.797441] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T22:53:14.953613] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:15.109423] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:15.264324] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:15.419625] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:15.574479] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:15.735845] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:15.901001] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:16.089196] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:16.246004] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:16.404327] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:16.404509] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T22:53:16.404554] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6075 tests
[2025-10-10T22:53:16.404589] [INFO ] [CONFIGURE ] AON: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:53:16.404622] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T22:53:16.563354] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:16.725332] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:16.891220] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:17.056734] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:17.221387] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:17.389494] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:17.554058] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:17.719281] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:17.887467] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:18.060242] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:18.060462] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-10T22:53:18.060527] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6074 tests
[2025-10-10T22:53:18.060567] [INFO ] [CONFIGURE ] AON: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:53:18.060599] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T22:53:18.213697] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:18.369618] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:18.521132] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:18.673308] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:18.824842] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:18.975234] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:19.132276] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:19.281685] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:19.434192] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:19.583774] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:19.583933] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T22:53:19.583977] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6073 tests
[2025-10-10T22:53:19.584011] [INFO ] [CONFIGURE ] AON: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:53:19.584041] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T22:53:19.730433] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:19.884353] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:20.031739] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:20.177571] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:20.323969] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:20.475210] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:20.624326] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:20.773166] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:20.927498] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:21.077914] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:21.078094] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T22:53:21.078138] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6072 tests
[2025-10-10T22:53:21.078172] [INFO ] [CONFIGURE ] AON: Testing feature 20/29: add_price_rejection
[2025-10-10T22:53:21.078202] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T22:53:21.239391] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:21.395137] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:21.555978] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:21.710365] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:21.866148] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:22.022385] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:22.179044] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:22.340903] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:22.502385] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:22.662493] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:22.662679] [INFO ] [CONFIGURE ] AON: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T22:53:22.662740] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6071 tests
[2025-10-10T22:53:22.662778] [INFO ] [CONFIGURE ] AON: Testing feature 21/29: add_range_position
[2025-10-10T22:53:22.662814] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T22:53:22.828148] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:22.998379] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:23.164844] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:23.329550] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:23.495905] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:23.670360] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:23.838547] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:24.007831] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:24.183781] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:24.354831] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:24.355009] [INFO ] [CONFIGURE ] AON: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T22:53:24.355056] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6070 tests
[2025-10-10T22:53:24.355101] [INFO ] [CONFIGURE ] AON: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:53:24.355173] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T22:53:24.552852] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:24.735069] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:24.916380] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:25.221343] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:25.399231] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:25.578722] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:25.758324] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:25.935862] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:26.113390] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:26.294300] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:26.294459] [INFO ] [CONFIGURE ] AON: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T22:53:26.294503] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6069 tests
[2025-10-10T22:53:26.294537] [INFO ] [CONFIGURE ] AON: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:53:26.294569] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T22:53:26.442335] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:26.593281] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:26.745332] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:26.899513] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:27.056571] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:27.212293] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:27.366896] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:27.522869] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:27.682452] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:27.838164] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:27.838282] [INFO ] [CONFIGURE ] AON: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:53:27.838326] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6068 tests
[2025-10-10T22:53:27.838443] [INFO ] [CONFIGURE ] AON: Testing feature 24/29: add_rsi
[2025-10-10T22:53:27.838501] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T22:53:28.011856] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:28.219841] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:28.401475] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:28.594424] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:28.787172] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:28.958198] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:29.140563] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:29.319864] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:29.508736] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:53:29.693159] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:29.693345] [INFO ] [CONFIGURE ] AON: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:53:29.693396] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6067 tests
[2025-10-10T22:53:29.693431] [INFO ] [CONFIGURE ] AON: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:53:29.693462] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T22:53:29.847296] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:30.003955] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:30.176599] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:30.355172] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:30.520156] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:30.683961] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:30.853324] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:31.019481] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:31.198075] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:31.378065] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:31.378270] [INFO ] [CONFIGURE ] AON: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T22:53:31.378333] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6066 tests
[2025-10-10T22:53:31.378370] [INFO ] [CONFIGURE ] AON: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:53:31.378401] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T22:53:31.539984] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:31.718402] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:31.895768] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:32.074079] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:32.260825] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:32.442595] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:32.624979] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:32.815101] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:33.006169] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:33.199831] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:33.200016] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T22:53:33.200063] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6065 tests
[2025-10-10T22:53:33.200100] [INFO ] [CONFIGURE ] AON: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:53:33.200133] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T22:53:33.387251] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:33.552571] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:33.718199] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:33.893220] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:34.068737] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:34.237892] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:34.406187] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:34.575221] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:34.756279] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:34.954375] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:53:34.954545] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T22:53:34.954590] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6064 tests
[2025-10-10T22:53:34.954625] [INFO ] [CONFIGURE ] AON: Testing feature 28/29: add_volume_profile
[2025-10-10T22:53:34.954692] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T22:53:35.113546] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:35.278522] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:35.437430] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:35.595004] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:35.751347] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:35.915351] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:36.105448] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:53:36.272860] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:36.435948] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:36.596497] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:36.596678] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T22:53:36.596749] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6063 tests
[2025-10-10T22:53:36.596814] [INFO ] [CONFIGURE ] AON: Testing feature 29/29: add_vwap
[2025-10-10T22:53:36.596900] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-10T22:53:36.757225] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:53:36.923220] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:37.087478] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:37.251070] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T22:53:37.407570] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:37.565366] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:37.721834] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:53:37.881515] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:53:38.042603] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:53:38.201812] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:53:38.202014] [INFO ] [CONFIGURE ] AON: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T22:53:38.202060] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6062 tests
[2025-10-10T22:53:38.202121] [INFO ] [CONFIGURE ] AON: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:53:38.202177] [INFO ] [CONFIGURE ] AON: Best accuracy: 90.00%
[2025-10-10T22:53:38.202211] [INFO ] [CONFIGURE ] AON: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T22:53:38.202240] [INFO ] [CONFIGURE ] AON: Improvement over baseline: 30.00%
[2025-10-10T22:53:38.202266] [INFO ] [CONFIGURE ] AON: Total time: 45.2 seconds
[2025-10-10T22:53:38.202292] [INFO ] [CONFIGURE ] AON: Average time per feature: 1.6 seconds
[2025-10-10T22:53:38.202359] [INFO ] [CONFIGURE ] AON: Average speed: 0.64 features/sec
[2025-10-10T22:53:38.203076] [INFO ] [LOCAL     ] Saved configuration for AON: 3 features, 90.00% accuracy -> ./output/feature-sets/AON.json
[2025-10-10T22:53:38.203130] [INFO ] [CONFIGURE ] AON: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T22:53:38.203180] [INFO ] [sig       ] [11/220] Successfully configured AON | 0.02 sym/s | Total: 7.9m | ETA: 2.5h
[2025-10-10T22:53:38.203257] [INFO ] [sig       ] [12/220] Configuring AP...
[2025-10-10T22:53:38.203325] [INFO ] [CONFIGURE ] AP: Configurate test run.
[2025-10-10T22:53:38.203398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-10-10T22:53:38.217013] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AP'.
[2025-10-10T22:53:38.217320] [INFO ] [CONFIGURE ] AP: Testing with 29 available features
[2025-10-10T22:53:38.217375] [INFO ] [CONFIGURE ] AP: Establishing baseline with no features...
[2025-10-10T22:53:38.324886] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:38.439317] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:38.567986] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:38.689038] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:38.794416] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:38.901136] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:39.006723] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:39.112310] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:39.223107] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:39.331665] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:39.331814] [INFO ] [CONFIGURE ] AP: Baseline score (no features): 40.00%
[2025-10-10T22:53:39.331858] [INFO ] [CONFIGURE ] AP: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:53:39.331890] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:53:39.449077] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:53:39.566979] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:39.684914] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:39.802113] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:39.926059] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:53:40.043932] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:40.159577] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:40.297828] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:40.419160] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:40.541317] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:40.541480] [INFO ] [CONFIGURE ] AP: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T22:53:40.541523] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6061 tests
[2025-10-10T22:53:40.541556] [INFO ] [CONFIGURE ] AP: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:53:40.541586] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:53:40.668349] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:53:40.792331] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:40.916434] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:41.041620] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:41.166298] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:53:41.296032] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:41.426829] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:41.558914] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:41.687437] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:41.816481] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:41.816663] [INFO ] [CONFIGURE ] AP: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T22:53:41.816725] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6060 tests
[2025-10-10T22:53:41.816761] [INFO ] [CONFIGURE ] AP: Testing feature 3/29: add_daily_returns
[2025-10-10T22:53:41.816790] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns']
[2025-10-10T22:53:41.927411] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:42.045058] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:42.156799] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:42.269546] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:42.381714] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:42.495214] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:42.607866] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:42.721322] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:42.842676] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:42.957752] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:42.957899] [INFO ] [CONFIGURE ] AP: KEPT add_daily_returns (score: 50.00%)
[2025-10-10T22:53:42.957946] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6059 tests
[2025-10-10T22:53:42.957979] [INFO ] [CONFIGURE ] AP: Testing feature 4/29: add_ema
[2025-10-10T22:53:42.958009] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T22:53:43.093362] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:43.226982] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:43.388441] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:43.522416] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:43.661500] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:43.795278] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:43.932136] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:44.068463] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:44.245023] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:44.382901] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:44.383069] [INFO ] [CONFIGURE ] AP: KEPT add_ema (score: 70.00%)
[2025-10-10T22:53:44.383113] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6058 tests
[2025-10-10T22:53:44.383149] [INFO ] [CONFIGURE ] AP: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:53:44.383180] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:53:44.544404] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:44.717374] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:44.876204] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:45.029120] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:45.218563] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:45.452665] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:45.684895] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:45.883709] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:46.083126] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:46.255106] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:46.255309] [INFO ] [CONFIGURE ] AP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:53:46.255359] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6057 tests
[2025-10-10T22:53:46.255397] [INFO ] [CONFIGURE ] AP: Testing feature 6/29: add_failed_moves
[2025-10-10T22:53:46.255431] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-10T22:53:46.445519] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:46.578724] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:46.715805] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:46.855064] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:46.989748] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:47.124981] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:47.260229] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:47.397027] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:47.534848] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:47.685104] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:47.685302] [INFO ] [CONFIGURE ] AP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T22:53:47.685348] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6056 tests
[2025-10-10T22:53:47.685386] [INFO ] [CONFIGURE ] AP: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:53:47.685420] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-10T22:53:47.818614] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:47.953105] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:48.088841] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:48.225451] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:48.358973] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:48.494305] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:48.627824] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:48.763230] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:48.894927] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:49.027266] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:49.027408] [INFO ] [CONFIGURE ] AP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T22:53:49.027453] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6055 tests
[2025-10-10T22:53:49.027488] [INFO ] [CONFIGURE ] AP: Testing feature 8/29: add_macd
[2025-10-10T22:53:49.027520] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T22:53:49.189919] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:53:49.353754] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:49.519143] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:53:49.680912] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:49.837314] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:49.995403] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:50.154247] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:50.319411] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:50.482374] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:50.647626] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:50.647795] [INFO ] [CONFIGURE ] AP: DISCARDED add_macd (score: 40.00%)
[2025-10-10T22:53:50.647845] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6054 tests
[2025-10-10T22:53:50.647880] [INFO ] [CONFIGURE ] AP: Testing feature 9/29: add_mfi
[2025-10-10T22:53:50.647910] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-10T22:53:50.788396] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:50.928084] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:51.070543] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:51.209080] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:51.348558] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:51.490231] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:51.638827] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:51.787904] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:51.929243] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:52.071470] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:52.071610] [INFO ] [CONFIGURE ] AP: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T22:53:52.071682] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6053 tests
[2025-10-10T22:53:52.071737] [INFO ] [CONFIGURE ] AP: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:53:52.071790] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:53:52.227458] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:53:52.396304] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:52.560577] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:52.721253] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:52.881450] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:53.043462] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:53.206038] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:53.368999] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:53.528271] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:53.691800] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:53.691969] [INFO ] [CONFIGURE ] AP: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T22:53:53.692014] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6052 tests
[2025-10-10T22:53:53.692047] [INFO ] [CONFIGURE ] AP: Testing feature 11/29: add_obv_daily
[2025-10-10T22:53:53.692078] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-10-10T22:53:53.833619] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:53.974389] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:54.114796] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:53:54.255478] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:54.398243] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:54.540472] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:54.683078] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:54.828127] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:54.973277] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:55.116623] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:55.116822] [INFO ] [CONFIGURE ] AP: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:53:55.116898] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6051 tests
[2025-10-10T22:53:55.116949] [INFO ] [CONFIGURE ] AP: Testing feature 12/29: add_obv_interval
[2025-10-10T22:53:55.116983] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-10-10T22:53:55.261274] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:55.403394] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:53:55.544360] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:55.685405] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:55.825811] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:55.966082] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:56.107170] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:56.251282] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:56.398493] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:56.543750] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:56.543914] [INFO ] [CONFIGURE ] AP: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:53:56.543958] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6050 tests
[2025-10-10T22:53:56.543992] [INFO ] [CONFIGURE ] AP: Testing feature 13/29: add_opening_strength
[2025-10-10T22:53:56.544022] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-10-10T22:53:56.693455] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:56.842135] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:56.987347] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:53:57.134085] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:53:57.283960] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:57.433191] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:53:57.582620] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:57.728549] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:57.876241] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:53:58.024699] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:58.024866] [INFO ] [CONFIGURE ] AP: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T22:53:58.024910] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6049 tests
[2025-10-10T22:53:58.024944] [INFO ] [CONFIGURE ] AP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:53:58.024982] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-10-10T22:53:58.181317] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:53:58.339081] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:53:58.506943] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:53:58.659747] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:53:58.816230] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:53:58.967357] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:53:59.136336] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:53:59.302781] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:53:59.476599] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:53:59.633975] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:53:59.634170] [INFO ] [CONFIGURE ] AP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T22:53:59.634215] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6048 tests
[2025-10-10T22:53:59.634249] [INFO ] [CONFIGURE ] AP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:53:59.634279] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-10T22:53:59.787180] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:53:59.949169] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:00.102033] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:00.252661] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:00.391534] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:00.532037] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:00.683460] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:00.822616] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:00.962913] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:01.108258] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:01.108467] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:54:01.108526] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6047 tests
[2025-10-10T22:54:01.108562] [INFO ] [CONFIGURE ] AP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:54:01.108594] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-10T22:54:01.259344] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:01.424599] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:01.610041] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:01.760022] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:01.916670] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:02.090619] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:02.242521] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:02.388290] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:02.552218] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:02.709797] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:02.710017] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:54:02.710074] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6046 tests
[2025-10-10T22:54:02.710114] [INFO ] [CONFIGURE ] AP: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:54:02.710147] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-10-10T22:54:02.863986] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:03.014362] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:03.172339] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:03.323842] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:03.484149] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:03.644779] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:03.799719] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:03.956692] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:04.115270] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:04.278439] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:04.278632] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T22:54:04.278731] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6045 tests
[2025-10-10T22:54:04.278776] [INFO ] [CONFIGURE ] AP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:54:04.278812] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-10T22:54:04.441883] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:54:04.617678] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:04.767618] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:04.913213] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:05.060554] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:54:05.211411] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:05.359272] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:05.495949] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:05.625605] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:05.767143] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:05.767316] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:54:05.767363] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6044 tests
[2025-10-10T22:54:05.767399] [INFO ] [CONFIGURE ] AP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:54:05.767431] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T22:54:05.910907] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:06.050953] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:06.183049] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:06.314467] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:06.467846] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:06.612836] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:06.746623] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:06.892201] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:07.038520] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:07.192821] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:07.192981] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T22:54:07.193027] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6043 tests
[2025-10-10T22:54:07.193065] [INFO ] [CONFIGURE ] AP: Testing feature 20/29: add_price_rejection
[2025-10-10T22:54:07.193097] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-10T22:54:07.341220] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:54:07.485881] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:07.663081] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:07.801846] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:07.935771] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:08.071297] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:08.242484] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:08.399780] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:08.551502] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:08.709572] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:54:08.709810] [INFO ] [CONFIGURE ] AP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T22:54:08.709864] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6042 tests
[2025-10-10T22:54:08.709902] [INFO ] [CONFIGURE ] AP: Testing feature 21/29: add_range_position
[2025-10-10T22:54:08.709934] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position']
[2025-10-10T22:54:08.877081] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:54:09.039964] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:09.197693] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:54:09.355982] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:09.509985] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:54:09.667276] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:09.826179] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:09.996247] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:10.158260] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:10.321442] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:10.321667] [INFO ] [CONFIGURE ] AP: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T22:54:10.321732] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6041 tests
[2025-10-10T22:54:10.321774] [INFO ] [CONFIGURE ] AP: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:54:10.321809] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-10-10T22:54:10.500372] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:10.705336] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:10.891170] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:54:11.067225] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:11.242465] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:11.416098] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:11.596459] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:11.771809] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:11.948834] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:12.133468] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:12.133699] [INFO ] [CONFIGURE ] AP: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T22:54:12.133765] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6040 tests
[2025-10-10T22:54:12.133829] [INFO ] [CONFIGURE ] AP: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:54:12.133866] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-10-10T22:54:12.280442] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:12.446379] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:12.594585] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:12.744247] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:12.888659] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:13.036326] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:13.180607] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:13.324294] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:13.474016] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:13.654526] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:13.654714] [INFO ] [CONFIGURE ] AP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:54:13.654772] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6039 tests
[2025-10-10T22:54:13.654810] [INFO ] [CONFIGURE ] AP: Testing feature 24/29: add_rsi
[2025-10-10T22:54:13.654842] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-10T22:54:13.799935] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:13.947693] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:14.097950] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:14.250575] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:14.398977] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:14.553195] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:14.702754] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:14.857702] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:15.009916] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:15.169226] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:15.169435] [INFO ] [CONFIGURE ] AP: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T22:54:15.169492] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6038 tests
[2025-10-10T22:54:15.169532] [INFO ] [CONFIGURE ] AP: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:54:15.169565] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-10-10T22:54:15.315622] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:15.457015] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:15.597089] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:15.746103] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:15.887388] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:16.030822] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:16.176603] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:16.320751] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:16.472423] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:16.618155] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:16.618328] [INFO ] [CONFIGURE ] AP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T22:54:16.618375] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6037 tests
[2025-10-10T22:54:16.618413] [INFO ] [CONFIGURE ] AP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:54:16.618445] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T22:54:16.771002] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:16.919969] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:17.075154] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:54:17.222169] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:17.380633] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:17.543481] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:54:17.694438] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:17.843450] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:17.988373] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:18.137454] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:18.137689] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T22:54:18.137756] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6036 tests
[2025-10-10T22:54:18.137846] [INFO ] [CONFIGURE ] AP: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:54:18.137890] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-10-10T22:54:18.305699] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:18.464338] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:18.614927] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:18.763455] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:18.909750] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:19.057273] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:19.202302] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:19.347601] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:19.501974] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:19.661325] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:19.661506] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T22:54:19.661551] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6035 tests
[2025-10-10T22:54:19.661588] [INFO ] [CONFIGURE ] AP: Testing feature 28/29: add_volume_profile
[2025-10-10T22:54:19.661621] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-10-10T22:54:19.804065] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:54:19.947498] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:20.089502] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:20.232994] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:20.378481] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:20.524063] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:20.672518] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:20.819394] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:20.966528] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:54:21.113931] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:21.114089] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T22:54:21.114131] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6034 tests
[2025-10-10T22:54:21.114186] [INFO ] [CONFIGURE ] AP: Testing feature 29/29: add_vwap
[2025-10-10T22:54:21.114243] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap']
[2025-10-10T22:54:21.266324] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:54:21.413463] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:54:21.558188] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:54:21.702345] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:21.850064] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:21.998409] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:54:22.146282] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:22.294440] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:22.442725] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:54:22.591500] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:54:22.591680] [INFO ] [CONFIGURE ] AP: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T22:54:22.591742] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6033 tests
[2025-10-10T22:54:22.591780] [INFO ] [CONFIGURE ] AP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:54:22.591810] [INFO ] [CONFIGURE ] AP: Best accuracy: 70.00%
[2025-10-10T22:54:22.591840] [INFO ] [CONFIGURE ] AP: Best feature set (2 features): ['add_daily_returns', 'add_ema']
[2025-10-10T22:54:22.591868] [INFO ] [CONFIGURE ] AP: Improvement over baseline: 30.00%
[2025-10-10T22:54:22.591896] [INFO ] [CONFIGURE ] AP: Total time: 43.3 seconds
[2025-10-10T22:54:22.591923] [INFO ] [CONFIGURE ] AP: Average time per feature: 1.5 seconds
[2025-10-10T22:54:22.591950] [INFO ] [CONFIGURE ] AP: Average speed: 0.67 features/sec
[2025-10-10T22:54:22.592406] [INFO ] [LOCAL     ] Saved configuration for AP: 2 features, 70.00% accuracy -> ./output/feature-sets/AP.json
[2025-10-10T22:54:22.592462] [INFO ] [CONFIGURE ] AP: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T22:54:22.592512] [INFO ] [sig       ] [12/220] Successfully configured AP | 0.02 sym/s | Total: 8.7m | ETA: 2.5h
[2025-10-10T22:54:22.592568] [INFO ] [sig       ] [13/220] Configuring APAM...
[2025-10-10T22:54:22.592601] [INFO ] [CONFIGURE ] APAM: Configurate test run.
[2025-10-10T22:54:22.592660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-10-10T22:54:22.608216] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APAM'.
[2025-10-10T22:54:22.608572] [INFO ] [CONFIGURE ] APAM: Testing with 29 available features
[2025-10-10T22:54:22.608626] [INFO ] [CONFIGURE ] APAM: Establishing baseline with no features...
[2025-10-10T22:54:22.711284] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:22.817386] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:22.922550] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:23.030212] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:23.138994] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:23.244327] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:23.354905] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:23.468530] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:23.579433] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:23.692096] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:23.692255] [INFO ] [CONFIGURE ] APAM: Baseline score (no features): 50.00%
[2025-10-10T22:54:23.692386] [INFO ] [CONFIGURE ] APAM: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:54:23.692428] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:54:23.801740] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:23.920822] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:24.037196] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:24.157624] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:24.278314] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:24.427176] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:24.562738] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:24.688492] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:24.816270] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:24.947792] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:24.947964] [INFO ] [CONFIGURE ] APAM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T22:54:24.948009] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6032 tests
[2025-10-10T22:54:24.948043] [INFO ] [CONFIGURE ] APAM: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:54:24.948074] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:54:25.075890] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:25.209832] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:25.344433] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:25.480372] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:25.609339] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:25.738720] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:25.890221] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:26.037046] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:26.187439] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:26.324673] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:26.324862] [INFO ] [CONFIGURE ] APAM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T22:54:26.324919] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6031 tests
[2025-10-10T22:54:26.324956] [INFO ] [CONFIGURE ] APAM: Testing feature 3/29: add_daily_returns
[2025-10-10T22:54:26.324989] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns']
[2025-10-10T22:54:26.440229] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:26.552479] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:26.664373] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:54:26.776596] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:26.886192] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:27.005077] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:27.123114] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:27.239613] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:27.356945] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:27.482583] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:27.483396] [INFO ] [CONFIGURE ] APAM: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T22:54:27.483458] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6030 tests
[2025-10-10T22:54:27.483496] [INFO ] [CONFIGURE ] APAM: Testing feature 4/29: add_ema
[2025-10-10T22:54:27.483529] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_ema']
[2025-10-10T22:54:27.612342] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:27.740380] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:27.887761] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:28.020216] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:28.154113] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:28.286460] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:28.419577] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:28.552715] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:28.692245] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:28.860342] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:28.860530] [INFO ] [CONFIGURE ] APAM: DISCARDED add_ema (score: 50.00%)
[2025-10-10T22:54:28.860576] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6029 tests
[2025-10-10T22:54:28.860611] [INFO ] [CONFIGURE ] APAM: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:54:28.860663] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:54:28.991809] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:54:29.124585] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:29.263357] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:54:29.402421] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:29.542557] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:54:29.679719] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:29.814308] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:29.952362] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:30.092019] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.231139] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.231369] [INFO ] [CONFIGURE ] APAM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:54:30.231418] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6028 tests
[2025-10-10T22:54:30.231491] [INFO ] [CONFIGURE ] APAM: Testing feature 6/29: add_failed_moves
[2025-10-10T22:54:30.231546] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_failed_moves']
[2025-10-10T22:54:30.346965] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.464010] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.579489] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.695475] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:30.813179] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:30.930570] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:31.050829] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:31.169196] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:31.287701] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:31.409623] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:31.409837] [INFO ] [CONFIGURE ] APAM: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T22:54:31.409899] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6027 tests
[2025-10-10T22:54:31.409938] [INFO ] [CONFIGURE ] APAM: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:54:31.409970] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_lag_shelf']
[2025-10-10T22:54:31.516089] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:31.621829] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:31.727519] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:31.835032] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:31.945193] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:32.056918] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:32.165099] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:32.274595] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:32.384359] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:32.496993] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:32.497215] [INFO ] [CONFIGURE ] APAM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T22:54:32.497259] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6026 tests
[2025-10-10T22:54:32.497293] [INFO ] [CONFIGURE ] APAM: Testing feature 8/29: add_macd
[2025-10-10T22:54:32.497325] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:54:32.644370] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:32.788585] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:32.935370] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:54:33.082915] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:33.234096] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:54:33.381177] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:33.531793] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:33.682921] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:33.831881] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:33.983836] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:33.984026] [INFO ] [CONFIGURE ] APAM: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:54:33.984071] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6025 tests
[2025-10-10T22:54:33.984105] [INFO ] [CONFIGURE ] APAM: Testing feature 9/29: add_mfi
[2025-10-10T22:54:33.984136] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_mfi']
[2025-10-10T22:54:34.105449] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:34.226660] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:34.347961] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:34.466174] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:34.587434] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:34.713190] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:34.841034] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:34.965152] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:35.092106] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:35.216183] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:35.216384] [INFO ] [CONFIGURE ] APAM: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T22:54:35.216429] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6024 tests
[2025-10-10T22:54:35.216464] [INFO ] [CONFIGURE ] APAM: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:54:35.216496] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:54:35.350018] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:35.484001] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:35.620923] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T22:54:35.760338] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:35.901111] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:36.040291] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:54:36.180421] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:36.319940] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:36.464333] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:36.609280] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:36.609466] [INFO ] [CONFIGURE ] APAM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T22:54:36.609519] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6023 tests
[2025-10-10T22:54:36.609554] [INFO ] [CONFIGURE ] APAM: Testing feature 11/29: add_obv_daily
[2025-10-10T22:54:36.609584] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_daily']
[2025-10-10T22:54:36.722308] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:36.835097] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:36.949869] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:37.065361] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:37.181069] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:37.295925] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:54:37.412046] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:37.528823] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:37.647140] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:37.763308] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:37.763458] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T22:54:37.763502] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6022 tests
[2025-10-10T22:54:37.763536] [INFO ] [CONFIGURE ] APAM: Testing feature 12/29: add_obv_interval
[2025-10-10T22:54:37.763565] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_interval']
[2025-10-10T22:54:37.873908] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:37.989221] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:38.110729] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:38.233522] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:38.347772] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:38.461852] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:38.577272] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:38.692413] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:38.808757] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:38.925389] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:38.925538] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:54:38.925581] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6021 tests
[2025-10-10T22:54:38.925614] [INFO ] [CONFIGURE ] APAM: Testing feature 13/29: add_opening_strength
[2025-10-10T22:54:38.925693] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:54:39.044745] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:54:39.173323] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:39.293072] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:39.409830] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:39.527371] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:39.652579] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:39.770639] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:39.890395] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:40.009026] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:40.128061] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:40.128214] [INFO ] [CONFIGURE ] APAM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T22:54:40.128264] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6020 tests
[2025-10-10T22:54:40.128301] [INFO ] [CONFIGURE ] APAM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:54:40.128332] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:54:40.251728] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:40.373346] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:40.495213] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:40.619166] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:40.741789] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:40.863663] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:41.000209] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:41.122983] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:41.251063] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:41.377368] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:41.377555] [INFO ] [CONFIGURE ] APAM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T22:54:41.377599] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6019 tests
[2025-10-10T22:54:41.377635] [INFO ] [CONFIGURE ] APAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:54:41.377708] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:54:41.480110] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:41.584405] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:41.686491] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:41.789791] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:41.894414] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:42.000990] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:42.106264] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:42.212404] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:54:42.318883] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:42.429198] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:42.429365] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T22:54:42.429408] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6018 tests
[2025-10-10T22:54:42.429442] [INFO ] [CONFIGURE ] APAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:54:42.429473] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:54:42.541997] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:42.653020] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:42.769182] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:42.887488] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:43.006987] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:43.130402] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:43.249813] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:43.369887] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:43.493306] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:43.616227] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:43.616387] [INFO ] [CONFIGURE ] APAM: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T22:54:43.616430] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6017 tests
[2025-10-10T22:54:43.616463] [INFO ] [CONFIGURE ] APAM: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:54:43.616494] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-10T22:54:43.746849] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:43.877729] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:44.040609] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:44.223157] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:44.357515] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:44.489899] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:44.625676] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:44.765057] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:44.899635] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:45.034992] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:45.035143] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T22:54:45.035186] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6016 tests
[2025-10-10T22:54:45.035221] [INFO ] [CONFIGURE ] APAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:54:45.035251] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T22:54:45.154806] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:45.272224] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:45.391416] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:45.511025] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:45.630907] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:45.751892] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:45.878727] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:45.998969] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:46.119978] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:46.243046] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:46.243227] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T22:54:46.243272] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6015 tests
[2025-10-10T22:54:46.243328] [INFO ] [CONFIGURE ] APAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:54:46.243384] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-10T22:54:46.360288] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:46.475099] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:46.591272] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:46.710771] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:46.844846] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:46.964723] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:47.086138] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:47.204756] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:47.323821] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:47.444161] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:47.444310] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T22:54:47.444353] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6014 tests
[2025-10-10T22:54:47.444387] [INFO ] [CONFIGURE ] APAM: Testing feature 20/29: add_price_rejection
[2025-10-10T22:54:47.444418] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-10T22:54:47.571014] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:47.698204] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:47.825752] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:47.957420] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:48.090192] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:48.218265] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:48.349848] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:48.484159] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:48.616413] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:48.752575] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:48.752773] [INFO ] [CONFIGURE ] APAM: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:54:48.752833] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6013 tests
[2025-10-10T22:54:48.752871] [INFO ] [CONFIGURE ] APAM: Testing feature 21/29: add_range_position
[2025-10-10T22:54:48.752900] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-10-10T22:54:48.900529] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:49.033479] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:49.165667] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:49.300151] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:49.436770] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:49.579719] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:49.713855] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:49.851899] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:49.985400] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:50.119627] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:50.119802] [INFO ] [CONFIGURE ] APAM: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T22:54:50.119849] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6012 tests
[2025-10-10T22:54:50.119884] [INFO ] [CONFIGURE ] APAM: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:54:50.119914] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-10T22:54:50.265386] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:50.413144] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:50.561355] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:50.709993] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:50.864487] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:51.015625] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:51.166999] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:51.325559] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:51.482859] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:54:51.639114] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:51.639292] [INFO ] [CONFIGURE ] APAM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:54:51.639336] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6011 tests
[2025-10-10T22:54:51.639370] [INFO ] [CONFIGURE ] APAM: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:54:51.639400] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-10T22:54:51.759053] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:51.881220] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:52.032587] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:52.161259] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:52.291416] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:52.426110] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:52.550873] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:52.678613] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:52.804437] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:52.937731] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:52.937945] [INFO ] [CONFIGURE ] APAM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:54:52.938011] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6010 tests
[2025-10-10T22:54:52.938052] [INFO ] [CONFIGURE ] APAM: Testing feature 24/29: add_rsi
[2025-10-10T22:54:52.938087] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-10T22:54:53.130136] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:53.334779] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:53.564022] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:53.771200] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:53.954501] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:54.149616] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:54.337127] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:54:54.502455] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:54.651626] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:54.796020] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:54.796199] [INFO ] [CONFIGURE ] APAM: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T22:54:54.796242] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6009 tests
[2025-10-10T22:54:54.796279] [INFO ] [CONFIGURE ] APAM: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:54:54.796310] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-10T22:54:54.915950] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:55.049809] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:55.172525] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:55.294415] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:55.416449] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:55.538877] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:55.666407] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:55.792225] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:55.917741] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:56.044055] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:56.044211] [INFO ] [CONFIGURE ] APAM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T22:54:56.044255] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6008 tests
[2025-10-10T22:54:56.044313] [INFO ] [CONFIGURE ] APAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:54:56.044346] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-10T22:54:56.174833] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:56.304249] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:56.437308] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:56.569289] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:56.708210] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:56.834594] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:56.967286] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:57.106238] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:57.237531] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:57.368830] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:54:57.369002] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:54:57.369047] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6007 tests
[2025-10-10T22:54:57.369083] [INFO ] [CONFIGURE ] APAM: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:54:57.369116] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-10T22:54:57.502487] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:57.639161] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:57.779214] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:57.918030] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:54:58.074804] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:58.215333] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:58.352354] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:58.486099] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:58.624426] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:54:58.765418] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:54:58.765577] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T22:54:58.765639] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6006 tests
[2025-10-10T22:54:58.765718] [INFO ] [CONFIGURE ] APAM: Testing feature 28/29: add_volume_profile
[2025-10-10T22:54:58.765754] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-10T22:54:58.883329] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:54:59.002906] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:54:59.127982] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:54:59.254209] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:54:59.378550] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:54:59.505061] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:54:59.631784] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:54:59.756385] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:54:59.887358] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:00.014397] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:00.014571] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:55:00.014616] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6005 tests
[2025-10-10T22:55:00.014679] [INFO ] [CONFIGURE ] APAM: Testing feature 29/29: add_vwap
[2025-10-10T22:55:00.014736] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-10-10T22:55:00.138375] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:00.262378] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:00.388367] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T22:55:00.514835] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:55:00.649959] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:55:00.780361] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:00.907759] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:01.034491] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:01.171417] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:01.324251] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:01.324449] [INFO ] [CONFIGURE ] APAM: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:55:01.324501] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6004 tests
[2025-10-10T22:55:01.324616] [INFO ] [CONFIGURE ] APAM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:55:01.324700] [INFO ] [CONFIGURE ] APAM: Best accuracy: 60.00%
[2025-10-10T22:55:01.324766] [INFO ] [CONFIGURE ] APAM: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-10-10T22:55:01.324811] [INFO ] [CONFIGURE ] APAM: Improvement over baseline: 10.00%
[2025-10-10T22:55:01.324842] [INFO ] [CONFIGURE ] APAM: Total time: 37.6 seconds
[2025-10-10T22:55:01.324870] [INFO ] [CONFIGURE ] APAM: Average time per feature: 1.3 seconds
[2025-10-10T22:55:01.324898] [INFO ] [CONFIGURE ] APAM: Average speed: 0.77 features/sec
[2025-10-10T22:55:01.325468] [INFO ] [LOCAL     ] Saved configuration for APAM: 1 features, 60.00% accuracy -> ./output/feature-sets/APAM.json
[2025-10-10T22:55:01.325524] [INFO ] [CONFIGURE ] APAM: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T22:55:01.325588] [INFO ] [sig       ] [13/220] Successfully configured APAM | 0.02 sym/s | Total: 9.3m | ETA: 2.5h
[2025-10-10T22:55:01.325702] [INFO ] [sig       ] [14/220] Configuring APG...
[2025-10-10T22:55:01.325783] [INFO ] [CONFIGURE ] APG: Configurate test run.
[2025-10-10T22:55:01.325853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-10-10T22:55:01.340604] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APG'.
[2025-10-10T22:55:01.341064] [INFO ] [CONFIGURE ] APG: Testing with 29 available features
[2025-10-10T22:55:01.341123] [INFO ] [CONFIGURE ] APG: Establishing baseline with no features...
[2025-10-10T22:55:01.461813] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:01.580591] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:01.701026] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:01.826238] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:01.943770] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:02.067602] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:02.220808] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:02.335476] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:02.455539] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:02.555282] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:02.555433] [INFO ] [CONFIGURE ] APG: Baseline score (no features): 50.00%
[2025-10-10T22:55:02.555476] [INFO ] [CONFIGURE ] APG: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:55:02.555509] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:55:02.667720] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:02.779452] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:02.892488] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:03.010102] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:03.124661] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:03.244488] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:03.360362] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:03.477067] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:03.595189] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:03.713325] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:03.713513] [INFO ] [CONFIGURE ] APG: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T22:55:03.713558] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6003 tests
[2025-10-10T22:55:03.713591] [INFO ] [CONFIGURE ] APG: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:55:03.713622] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:55:03.833795] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:03.950808] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.076023] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:04.208956] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.342279] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:55:04.472359] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.595633] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.718761] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:04.841964] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.966039] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:04.966225] [INFO ] [CONFIGURE ] APG: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-10T22:55:04.966270] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6002 tests
[2025-10-10T22:55:04.966326] [INFO ] [CONFIGURE ] APG: Testing feature 3/29: add_daily_returns
[2025-10-10T22:55:04.966382] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_daily_returns']
[2025-10-10T22:55:05.071359] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:05.175915] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:05.284726] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:05.389593] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:05.497996] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:05.608329] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:05.721681] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:05.831485] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:05.942840] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:06.058815] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:06.058990] [INFO ] [CONFIGURE ] APG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T22:55:06.059034] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6001 tests
[2025-10-10T22:55:06.059068] [INFO ] [CONFIGURE ] APG: Testing feature 4/29: add_ema
[2025-10-10T22:55:06.059155] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_ema']
[2025-10-10T22:55:06.181044] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:55:06.301946] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:06.421483] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:06.543682] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:06.664154] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:06.785539] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:06.908262] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:07.034977] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:07.161766] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:07.290015] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:07.290190] [INFO ] [CONFIGURE ] APG: DISCARDED add_ema (score: 40.00%)
[2025-10-10T22:55:07.290235] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 6000 tests
[2025-10-10T22:55:07.290270] [INFO ] [CONFIGURE ] APG: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:55:07.290301] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:55:07.419814] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:07.545935] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:07.673339] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:07.800156] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:07.928478] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:08.077795] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:08.238813] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:08.377524] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:08.516511] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:08.657916] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:08.658072] [INFO ] [CONFIGURE ] APG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T22:55:08.658116] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5999 tests
[2025-10-10T22:55:08.658149] [INFO ] [CONFIGURE ] APG: Testing feature 6/29: add_failed_moves
[2025-10-10T22:55:08.658178] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_failed_moves']
[2025-10-10T22:55:08.776294] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:08.890737] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:09.005296] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:09.120722] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:09.241217] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:09.357018] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:09.481638] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:09.593122] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:09.705096] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:09.817765] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:09.818004] [INFO ] [CONFIGURE ] APG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T22:55:09.818061] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5998 tests
[2025-10-10T22:55:09.818102] [INFO ] [CONFIGURE ] APG: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:55:09.818135] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_lag_shelf']
[2025-10-10T22:55:09.937839] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:10.062136] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:10.178760] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:10.312149] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:10.435472] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:10.553094] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:10.671603] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:10.788745] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:10.901081] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:11.013004] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:11.013165] [INFO ] [CONFIGURE ] APG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T22:55:11.013209] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5997 tests
[2025-10-10T22:55:11.013243] [INFO ] [CONFIGURE ] APG: Testing feature 8/29: add_macd
[2025-10-10T22:55:11.013274] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:55:11.159169] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:11.336549] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:11.489190] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:11.652274] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:11.814741] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:11.967957] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:12.116786] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:12.267062] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:12.423309] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:12.579190] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:12.579367] [INFO ] [CONFIGURE ] APG: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:55:12.579413] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5996 tests
[2025-10-10T22:55:12.579502] [INFO ] [CONFIGURE ] APG: Testing feature 9/29: add_mfi
[2025-10-10T22:55:12.579542] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_mfi']
[2025-10-10T22:55:12.709108] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:12.832072] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:12.955324] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:13.078690] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:13.202857] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:13.330879] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:13.462837] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:13.591086] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:13.719363] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:13.847924] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:13.848092] [INFO ] [CONFIGURE ] APG: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T22:55:13.848135] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5995 tests
[2025-10-10T22:55:13.848170] [INFO ] [CONFIGURE ] APG: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:55:13.848200] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:55:13.984222] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:55:14.119083] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:14.253465] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:14.393074] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:14.530625] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:14.669150] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:14.803076] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:14.936723] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:15.071459] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:15.204719] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:15.204893] [INFO ] [CONFIGURE ] APG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:55:15.204936] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5994 tests
[2025-10-10T22:55:15.204969] [INFO ] [CONFIGURE ] APG: Testing feature 11/29: add_obv_daily
[2025-10-10T22:55:15.204999] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_obv_daily']
[2025-10-10T22:55:15.313570] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:55:15.422410] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:15.531148] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:15.645464] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:15.755411] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:15.868903] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:15.980254] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:16.093853] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:16.206744] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:16.319988] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:16.320126] [INFO ] [CONFIGURE ] APG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T22:55:16.320168] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5993 tests
[2025-10-10T22:55:16.320202] [INFO ] [CONFIGURE ] APG: Testing feature 12/29: add_obv_interval
[2025-10-10T22:55:16.320231] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_obv_interval']
[2025-10-10T22:55:16.433193] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:16.542486] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:16.652471] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:16.763076] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:16.872976] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:16.983106] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:17.095331] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:17.207616] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:17.319980] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:17.431843] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:17.432015] [INFO ] [CONFIGURE ] APG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T22:55:17.432059] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5992 tests
[2025-10-10T22:55:17.432095] [INFO ] [CONFIGURE ] APG: Testing feature 13/29: add_opening_strength
[2025-10-10T22:55:17.432130] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:55:17.548529] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:17.664636] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:17.783732] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:17.914143] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:18.050489] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:18.181758] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:18.303133] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:18.422815] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:18.543427] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:18.663045] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:18.663241] [INFO ] [CONFIGURE ] APG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T22:55:18.663304] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5991 tests
[2025-10-10T22:55:18.663355] [INFO ] [CONFIGURE ] APG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:55:18.663388] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:55:18.783282] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:18.902816] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.023190] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:19.144067] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.264580] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:19.385988] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.512067] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.635495] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:19.760383] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.887248] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:19.887411] [INFO ] [CONFIGURE ] APG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-10T22:55:19.887455] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5990 tests
[2025-10-10T22:55:19.887490] [INFO ] [CONFIGURE ] APG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:55:19.887522] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:55:19.989794] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:55:20.094241] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:20.206404] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:20.315556] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:20.419479] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:20.523428] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:20.635421] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:20.744492] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:20.853713] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:20.965713] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:20.965889] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T22:55:20.965935] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5989 tests
[2025-10-10T22:55:20.965971] [INFO ] [CONFIGURE ] APG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:55:20.966028] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:55:21.084097] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:55:21.198502] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:21.314309] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:21.430754] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:21.550015] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:21.667206] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:21.782665] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:21.900040] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:22.018164] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:22.136526] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:22.136686] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T22:55:22.136747] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5988 tests
[2025-10-10T22:55:22.136785] [INFO ] [CONFIGURE ] APG: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:55:22.136816] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_return_2d']
[2025-10-10T22:55:22.252467] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:22.369277] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:22.485421] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:22.607157] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:22.724880] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:22.846722] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:22.964935] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:23.083885] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:23.203076] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:23.322071] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:23.322198] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T22:55:23.322241] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5987 tests
[2025-10-10T22:55:23.322275] [INFO ] [CONFIGURE ] APG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:55:23.322305] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T22:55:23.430078] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:23.533183] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:23.640065] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:23.743472] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:23.849635] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:23.955057] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:24.060526] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:24.167668] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:24.274215] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:24.380396] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:24.380541] [INFO ] [CONFIGURE ] APG: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T22:55:24.380584] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5986 tests
[2025-10-10T22:55:24.380621] [INFO ] [CONFIGURE ] APG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:55:24.380683] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-10T22:55:24.489066] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:24.597232] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:24.705304] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:24.815608] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:24.924583] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:25.035299] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:25.144887] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:25.260083] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:25.370595] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:25.483739] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:25.483893] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T22:55:25.483939] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5985 tests
[2025-10-10T22:55:25.483974] [INFO ] [CONFIGURE ] APG: Testing feature 20/29: add_price_rejection
[2025-10-10T22:55:25.484004] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-10T22:55:25.602498] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:25.725277] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:25.843385] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:25.960861] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:26.079704] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:26.199494] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:26.320857] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:26.467894] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:26.590865] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:26.714499] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:26.714682] [INFO ] [CONFIGURE ] APG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:55:26.714745] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5984 tests
[2025-10-10T22:55:26.714784] [INFO ] [CONFIGURE ] APG: Testing feature 21/29: add_range_position
[2025-10-10T22:55:26.714815] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_range_position']
[2025-10-10T22:55:26.845882] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:26.973675] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:27.106872] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:27.233210] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:27.360148] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:27.491846] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:27.625882] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:27.771439] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:27.911901] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:28.045933] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:28.046125] [INFO ] [CONFIGURE ] APG: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T22:55:28.046172] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5983 tests
[2025-10-10T22:55:28.046211] [INFO ] [CONFIGURE ] APG: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:55:28.046244] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-10T22:55:28.195220] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:28.346567] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:28.494931] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:28.643493] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:28.803239] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:28.959440] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:29.107254] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:29.268759] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:29.429758] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:29.600897] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:29.601073] [INFO ] [CONFIGURE ] APG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:55:29.601120] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5982 tests
[2025-10-10T22:55:29.601157] [INFO ] [CONFIGURE ] APG: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:55:29.601190] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-10T22:55:29.732920] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:29.866570] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.000238] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:30.126718] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.247121] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:30.365221] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.484340] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.606417] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:30.731136] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.861849] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:30.862093] [INFO ] [CONFIGURE ] APG: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-10T22:55:30.862154] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5981 tests
[2025-10-10T22:55:30.862192] [INFO ] [CONFIGURE ] APG: Testing feature 24/29: add_rsi
[2025-10-10T22:55:30.862225] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-10T22:55:31.016878] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:31.175120] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:31.315159] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:31.458221] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:31.599548] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:31.735343] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:31.875301] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:32.014504] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:32.152894] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:32.291870] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:32.292038] [INFO ] [CONFIGURE ] APG: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:55:32.292082] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5980 tests
[2025-10-10T22:55:32.292118] [INFO ] [CONFIGURE ] APG: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:55:32.292149] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-10T22:55:32.405269] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:32.522809] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:32.636748] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:32.754695] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:32.873350] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:32.998882] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:33.113821] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:33.232372] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:33.349937] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:33.470397] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:33.470551] [INFO ] [CONFIGURE ] APG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T22:55:33.470593] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5979 tests
[2025-10-10T22:55:33.470627] [INFO ] [CONFIGURE ] APG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:55:33.470694] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-10T22:55:33.586034] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:33.702606] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:33.817402] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:33.934211] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:34.055823] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:34.173303] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:34.291851] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:34.409585] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:34.527884] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:34.646875] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:34.647016] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:55:34.647059] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5978 tests
[2025-10-10T22:55:34.647093] [INFO ] [CONFIGURE ] APG: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:55:34.647122] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-10T22:55:34.770910] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:34.894962] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:35.019221] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:35.144235] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:35.292214] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:35.434291] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:55:35.561510] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:35.696170] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:35.829380] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:35.964046] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:35.964266] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T22:55:35.964317] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5977 tests
[2025-10-10T22:55:35.964352] [INFO ] [CONFIGURE ] APG: Testing feature 28/29: add_volume_profile
[2025-10-10T22:55:35.964382] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-10T22:55:36.088590] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:36.212104] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:36.334365] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:36.462750] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:36.585081] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:36.716310] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:36.846889] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:36.976257] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:55:37.110421] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:37.248516] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:55:37.248723] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:55:37.248787] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5976 tests
[2025-10-10T22:55:37.248836] [INFO ] [CONFIGURE ] APG: Testing feature 29/29: add_vwap
[2025-10-10T22:55:37.248930] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d', 'add_vwap']
[2025-10-10T22:55:37.380215] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:55:37.512008] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:37.642578] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:37.775186] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:37.931726] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:38.078719] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:55:38.213055] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:55:38.347878] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:55:38.478495] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:38.612051] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:55:38.612221] [INFO ] [CONFIGURE ] APG: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:55:38.612266] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5975 tests
[2025-10-10T22:55:38.612302] [INFO ] [CONFIGURE ] APG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:55:38.612334] [INFO ] [CONFIGURE ] APG: Best accuracy: 70.00%
[2025-10-10T22:55:38.612366] [INFO ] [CONFIGURE ] APG: Best feature set (1 features): ['add_pbf_volatility_5d']
[2025-10-10T22:55:38.612396] [INFO ] [CONFIGURE ] APG: Improvement over baseline: 20.00%
[2025-10-10T22:55:38.612424] [INFO ] [CONFIGURE ] APG: Total time: 36.1 seconds
[2025-10-10T22:55:38.612460] [INFO ] [CONFIGURE ] APG: Average time per feature: 1.2 seconds
[2025-10-10T22:55:38.612489] [INFO ] [CONFIGURE ] APG: Average speed: 0.80 features/sec
[2025-10-10T22:55:38.612869] [INFO ] [LOCAL     ] Saved configuration for APG: 1 features, 70.00% accuracy -> ./output/feature-sets/APG.json
[2025-10-10T22:55:38.612917] [INFO ] [CONFIGURE ] APG: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T22:55:38.612962] [INFO ] [sig       ] [14/220] Successfully configured APG | 0.02 sym/s | Total: 9.9m | ETA: 2.4h
[2025-10-10T22:55:38.612995] [INFO ] [sig       ] [15/220] Configuring APTV...
[2025-10-10T22:55:38.613025] [INFO ] [CONFIGURE ] APTV: Configurate test run.
[2025-10-10T22:55:38.613065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-10-10T22:55:38.625097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APTV'.
[2025-10-10T22:55:38.625483] [INFO ] [CONFIGURE ] APTV: Testing with 29 available features
[2025-10-10T22:55:38.625541] [INFO ] [CONFIGURE ] APTV: Establishing baseline with no features...
[2025-10-10T22:55:38.733907] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:38.849509] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:38.957638] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:39.066081] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:39.175945] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:39.286288] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:39.395416] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:39.502612] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:39.610447] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:39.717858] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:39.718005] [INFO ] [CONFIGURE ] APTV: Baseline score (no features): 60.00%
[2025-10-10T22:55:39.718049] [INFO ] [CONFIGURE ] APTV: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:55:39.718084] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:55:39.838204] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:39.957460] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:40.076611] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:40.197214] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:40.318550] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:40.447221] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:40.568716] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:40.691215] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:40.813980] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:40.939206] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:55:40.939363] [INFO ] [CONFIGURE ] APTV: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T22:55:40.939407] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5974 tests
[2025-10-10T22:55:40.939445] [INFO ] [CONFIGURE ] APTV: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:55:40.939478] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:55:41.065357] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:41.191112] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:41.317735] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:41.442569] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:41.607910] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:41.735507] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:41.862985] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:41.990866] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:42.118012] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:42.247872] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:42.248022] [INFO ] [CONFIGURE ] APTV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T22:55:42.248064] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5973 tests
[2025-10-10T22:55:42.248099] [INFO ] [CONFIGURE ] APTV: Testing feature 3/29: add_daily_returns
[2025-10-10T22:55:42.248129] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns']
[2025-10-10T22:55:42.357626] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:55:42.467177] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:42.577546] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:42.688006] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:42.799635] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:42.915386] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:43.029873] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:43.143099] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:43.260768] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:55:43.374875] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:43.375029] [INFO ] [CONFIGURE ] APTV: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T22:55:43.375071] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5972 tests
[2025-10-10T22:55:43.375104] [INFO ] [CONFIGURE ] APTV: Testing feature 4/29: add_ema
[2025-10-10T22:55:43.375135] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_ema']
[2025-10-10T22:55:43.499239] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:43.621882] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:43.747384] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:43.875207] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:44.004548] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:44.131393] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:44.261180] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:44.389326] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:44.517326] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:44.668258] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:44.668447] [INFO ] [CONFIGURE ] APTV: DISCARDED add_ema (score: 60.00%)
[2025-10-10T22:55:44.668491] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5971 tests
[2025-10-10T22:55:44.668526] [INFO ] [CONFIGURE ] APTV: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:55:44.668558] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:55:44.800570] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:44.933527] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:45.075560] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:45.217244] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:45.396483] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:45.574630] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:45.763076] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:45.943742] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:46.097014] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:46.245994] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:46.246174] [INFO ] [CONFIGURE ] APTV: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T22:55:46.246220] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5970 tests
[2025-10-10T22:55:46.246257] [INFO ] [CONFIGURE ] APTV: Testing feature 6/29: add_failed_moves
[2025-10-10T22:55:46.246311] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_failed_moves']
[2025-10-10T22:55:46.364025] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:46.481863] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:46.602421] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:46.723446] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:46.846937] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:46.969747] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:47.100746] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:47.222282] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:47.345369] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:47.468548] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:47.468810] [INFO ] [CONFIGURE ] APTV: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:55:47.468889] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5969 tests
[2025-10-10T22:55:47.468939] [INFO ] [CONFIGURE ] APTV: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:55:47.468979] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_lag_shelf']
[2025-10-10T22:55:47.579375] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:47.699407] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:47.806974] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:47.916956] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:48.030924] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:48.139910] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:48.245772] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:48.355974] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:48.465595] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:48.575976] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:48.576126] [INFO ] [CONFIGURE ] APTV: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T22:55:48.576168] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5968 tests
[2025-10-10T22:55:48.576201] [INFO ] [CONFIGURE ] APTV: Testing feature 8/29: add_macd
[2025-10-10T22:55:48.576231] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:55:48.722323] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:48.863148] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:49.001745] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:49.141361] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:49.290605] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:49.434457] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:49.596908] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:49.742107] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:49.886692] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:50.032619] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:50.032816] [INFO ] [CONFIGURE ] APTV: DISCARDED add_macd (score: 60.00%)
[2025-10-10T22:55:50.032865] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5967 tests
[2025-10-10T22:55:50.032901] [INFO ] [CONFIGURE ] APTV: Testing feature 9/29: add_mfi
[2025-10-10T22:55:50.032931] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_mfi']
[2025-10-10T22:55:50.148739] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:50.271231] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:50.401692] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:50.531392] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:50.672544] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:50.814594] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:50.940242] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:51.062987] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:51.186408] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:51.309127] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:51.309313] [INFO ] [CONFIGURE ] APTV: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T22:55:51.309357] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5966 tests
[2025-10-10T22:55:51.309394] [INFO ] [CONFIGURE ] APTV: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:55:51.309426] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:55:51.454118] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:51.606354] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:51.757110] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:51.921477] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:52.079387] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:52.232371] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:52.368317] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:52.505289] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:52.642340] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:52.783301] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:52.783493] [INFO ] [CONFIGURE ] APTV: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T22:55:52.783538] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5965 tests
[2025-10-10T22:55:52.783572] [INFO ] [CONFIGURE ] APTV: Testing feature 11/29: add_obv_daily
[2025-10-10T22:55:52.783603] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_obv_daily']
[2025-10-10T22:55:52.892833] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:55:53.003544] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:53.113729] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:53.227129] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:53.343383] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:53.473924] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:53.586740] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:53.701191] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:53.819000] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:53.930270] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:55:53.930402] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:55:53.930445] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5964 tests
[2025-10-10T22:55:53.930479] [INFO ] [CONFIGURE ] APTV: Testing feature 12/29: add_obv_interval
[2025-10-10T22:55:53.930509] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_obv_interval']
[2025-10-10T22:55:54.039768] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:54.151412] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:54.261616] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:54.370056] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:54.479272] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:54.590757] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:55:54.708195] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:54.819436] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:54.932055] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:55.047381] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:55.047578] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T22:55:55.047665] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5963 tests
[2025-10-10T22:55:55.047726] [INFO ] [CONFIGURE ] APTV: Testing feature 13/29: add_opening_strength
[2025-10-10T22:55:55.047763] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:55:55.171070] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:55.287260] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:55.403773] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:55.525634] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:55.647621] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:55.770320] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:55.892015] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:56.012252] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:56.136529] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:56.257920] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:56.258079] [INFO ] [CONFIGURE ] APTV: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T22:55:56.258158] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5962 tests
[2025-10-10T22:55:56.258194] [INFO ] [CONFIGURE ] APTV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:55:56.258224] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:55:56.381384] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:56.502306] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:56.626312] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:56.794277] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:56.923364] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:57.053744] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:55:57.187107] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:57.322256] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:57.455547] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:57.587835] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:57.588022] [INFO ] [CONFIGURE ] APTV: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T22:55:57.588067] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5961 tests
[2025-10-10T22:55:57.588140] [INFO ] [CONFIGURE ] APTV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:55:57.588194] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:55:57.708830] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:57.819615] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:55:57.931611] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:55:58.048257] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:58.165916] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:58.283726] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:58.398143] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:58.524319] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:58.650253] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:55:58.778578] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:55:58.778806] [INFO ] [CONFIGURE ] APTV: KEPT add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T22:55:58.778871] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5960 tests
[2025-10-10T22:55:58.778938] [INFO ] [CONFIGURE ] APTV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:55:58.778997] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T22:55:58.910401] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:55:59.038186] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:55:59.166320] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:55:59.299312] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:55:59.436540] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:55:59.569142] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:55:59.694575] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:55:59.858043] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:55:59.985874] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:00.114911] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T22:56:00.115088] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T22:56:00.115160] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5959 tests
[2025-10-10T22:56:00.115272] [INFO ] [CONFIGURE ] APTV: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:56:00.115313] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T22:56:00.260591] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:00.413853] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:00.550933] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:00.684960] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:00.815934] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:00.948344] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:01.080296] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:01.212052] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:01.348307] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:01.486972] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:01.487164] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T22:56:01.487227] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5958 tests
[2025-10-10T22:56:01.487265] [INFO ] [CONFIGURE ] APTV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:56:01.487296] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-10T22:56:01.609384] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:01.750841] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:56:01.893686] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:02.026611] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:02.170277] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:02.303476] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:02.439175] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:02.569231] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:02.699709] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:02.871398] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:02.871631] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T22:56:02.871714] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5957 tests
[2025-10-10T22:56:02.871759] [INFO ] [CONFIGURE ] APTV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:56:02.871851] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-10T22:56:03.002332] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:03.132576] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:56:03.263471] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:03.394703] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:03.534366] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:03.670893] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:03.799726] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:03.927234] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:04.060925] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:04.202985] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:04.203197] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T22:56:04.203243] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5956 tests
[2025-10-10T22:56:04.203280] [INFO ] [CONFIGURE ] APTV: Testing feature 20/29: add_price_rejection
[2025-10-10T22:56:04.203313] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-10T22:56:04.342363] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:04.484965] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:04.622512] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:04.752964] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:04.882376] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:05.016154] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:05.150684] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:05.293068] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:05.437614] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:05.581901] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:05.582146] [INFO ] [CONFIGURE ] APTV: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:56:05.582192] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5955 tests
[2025-10-10T22:56:05.582232] [INFO ] [CONFIGURE ] APTV: Testing feature 21/29: add_range_position
[2025-10-10T22:56:05.582266] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_range_position']
[2025-10-10T22:56:05.739623] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:05.922116] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:56:06.074889] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:06.222584] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:06.374491] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:06.517935] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:06.657052] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:06.786445] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:06.923547] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:07.064634] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:07.064860] [INFO ] [CONFIGURE ] APTV: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T22:56:07.064909] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5954 tests
[2025-10-10T22:56:07.064947] [INFO ] [CONFIGURE ] APTV: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:56:07.064981] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-10T22:56:07.205911] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:07.352738] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:07.506513] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:07.655276] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:07.802319] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:07.949962] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:08.098519] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:08.252113] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:08.407419] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:56:08.587084] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:08.587332] [INFO ] [CONFIGURE ] APTV: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T22:56:08.587406] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5953 tests
[2025-10-10T22:56:08.587469] [INFO ] [CONFIGURE ] APTV: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:56:08.587505] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-10T22:56:08.739226] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:08.867169] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:56:08.984503] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:09.101829] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:09.217979] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:09.334274] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:09.450362] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:09.567877] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:09.684507] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:09.802787] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:09.802930] [INFO ] [CONFIGURE ] APTV: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:56:09.802973] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5952 tests
[2025-10-10T22:56:09.803008] [INFO ] [CONFIGURE ] APTV: Testing feature 24/29: add_rsi
[2025-10-10T22:56:09.803040] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-10T22:56:09.934906] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:10.073746] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:10.206663] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:10.340414] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:10.474610] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:10.609864] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:10.745259] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:10.886140] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:11.023492] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:11.161875] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:11.162013] [INFO ] [CONFIGURE ] APTV: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T22:56:11.162056] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5951 tests
[2025-10-10T22:56:11.162091] [INFO ] [CONFIGURE ] APTV: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:56:11.162122] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-10T22:56:11.274092] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:11.385902] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:56:11.498522] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:11.610562] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:11.724431] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:11.840601] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:11.982103] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:12.100830] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:12.223580] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:12.343758] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:12.343972] [INFO ] [CONFIGURE ] APTV: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T22:56:12.344022] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5950 tests
[2025-10-10T22:56:12.344057] [INFO ] [CONFIGURE ] APTV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:56:12.344088] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-10T22:56:12.478485] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:12.614234] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:12.732517] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:12.848072] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:12.977899] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:56:13.095898] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:13.212789] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:13.332358] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:13.458808] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:56:13.590231] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:13.590457] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T22:56:13.590523] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5949 tests
[2025-10-10T22:56:13.590560] [INFO ] [CONFIGURE ] APTV: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:56:13.590592] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-10T22:56:13.726630] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:13.992885] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:14.144450] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:14.293435] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:14.422083] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:14.549239] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:14.675688] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:14.808807] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:14.940409] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:56:15.070405] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:15.070554] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T22:56:15.070616] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5948 tests
[2025-10-10T22:56:15.070686] [INFO ] [CONFIGURE ] APTV: Testing feature 28/29: add_volume_profile
[2025-10-10T22:56:15.070736] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-10T22:56:15.187332] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:15.306978] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:15.425377] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:15.545760] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:15.669804] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:15.793969] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:15.918819] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:16.041392] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:16.162208] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:16.285177] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:16.285354] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T22:56:16.285398] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5947 tests
[2025-10-10T22:56:16.285444] [INFO ] [CONFIGURE ] APTV: Testing feature 29/29: add_vwap
[2025-10-10T22:56:16.285500] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_pbf_morning_momentum', 'add_vwap']
[2025-10-10T22:56:16.405095] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:16.529483] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:56:16.657399] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:16.785699] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:16.923717] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:56:17.060405] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:17.191367] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:56:17.321785] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:56:17.453155] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:56:17.589382] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T22:56:17.589556] [INFO ] [CONFIGURE ] APTV: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:56:17.589612] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5946 tests
[2025-10-10T22:56:17.589689] [INFO ] [CONFIGURE ] APTV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:56:17.589746] [INFO ] [CONFIGURE ] APTV: Best accuracy: 70.00%
[2025-10-10T22:56:17.589781] [INFO ] [CONFIGURE ] APTV: Best feature set (1 features): ['add_pbf_morning_momentum']
[2025-10-10T22:56:17.589812] [INFO ] [CONFIGURE ] APTV: Improvement over baseline: 10.00%
[2025-10-10T22:56:17.589841] [INFO ] [CONFIGURE ] APTV: Total time: 37.9 seconds
[2025-10-10T22:56:17.589869] [INFO ] [CONFIGURE ] APTV: Average time per feature: 1.3 seconds
[2025-10-10T22:56:17.589899] [INFO ] [CONFIGURE ] APTV: Average speed: 0.77 features/sec
[2025-10-10T22:56:17.590515] [INFO ] [LOCAL     ] Saved configuration for APTV: 1 features, 70.00% accuracy -> ./output/feature-sets/APTV.json
[2025-10-10T22:56:17.590570] [INFO ] [CONFIGURE ] APTV: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T22:56:17.590621] [INFO ] [sig       ] [15/220] Successfully configured APTV | 0.02 sym/s | Total: 10.6m | ETA: 2.4h
[2025-10-10T22:56:17.590720] [INFO ] [sig       ] [16/220] Configuring AR...
[2025-10-10T22:56:17.590791] [INFO ] [CONFIGURE ] AR: Configurate test run.
[2025-10-10T22:56:17.590865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-10-10T22:56:17.606596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AR'.
[2025-10-10T22:56:17.607177] [INFO ] [CONFIGURE ] AR: Testing with 29 available features
[2025-10-10T22:56:17.607236] [INFO ] [CONFIGURE ] AR: Establishing baseline with no features...
[2025-10-10T22:56:17.716601] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:17.824961] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:17.935433] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:18.059302] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:18.172107] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:18.283999] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:18.411021] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:18.550146] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:18.690363] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:18.828992] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:18.829215] [INFO ] [CONFIGURE ] AR: Baseline score (no features): 60.00%
[2025-10-10T22:56:18.829261] [INFO ] [CONFIGURE ] AR: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:56:18.829295] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:56:18.967049] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:19.106036] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:19.242176] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:19.381317] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:56:19.522613] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:56:19.660215] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:19.800940] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:19.945108] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:20.091707] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:20.235713] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:20.235985] [INFO ] [CONFIGURE ] AR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T22:56:20.236033] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5945 tests
[2025-10-10T22:56:20.236070] [INFO ] [CONFIGURE ] AR: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:56:20.236103] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:56:20.380293] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:20.539228] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:20.717935] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:20.871014] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:21.014632] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:56:21.161360] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:21.309430] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:21.451862] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:21.593497] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:21.731949] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:21.732168] [INFO ] [CONFIGURE ] AR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T22:56:21.732233] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5944 tests
[2025-10-10T22:56:21.732275] [INFO ] [CONFIGURE ] AR: Testing feature 3/29: add_daily_returns
[2025-10-10T22:56:21.732308] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_daily_returns']
[2025-10-10T22:56:21.845958] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:21.958609] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:56:22.076605] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:22.189832] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:22.307462] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:22.421055] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:22.537105] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:22.662898] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:22.774803] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:56:22.888806] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:22.888988] [INFO ] [CONFIGURE ] AR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T22:56:22.889032] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5943 tests
[2025-10-10T22:56:22.889066] [INFO ] [CONFIGURE ] AR: Testing feature 4/29: add_ema
[2025-10-10T22:56:22.889097] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_ema']
[2025-10-10T22:56:23.014762] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:23.143563] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:56:23.274671] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:23.402098] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:23.528511] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:56:23.665456] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:23.796349] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:23.925629] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:24.050791] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:24.173336] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:24.173512] [INFO ] [CONFIGURE ] AR: DISCARDED add_ema (score: 30.00%)
[2025-10-10T22:56:24.173556] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5942 tests
[2025-10-10T22:56:24.173591] [INFO ] [CONFIGURE ] AR: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:56:24.173621] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:56:24.299565] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:24.427283] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:24.553771] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:24.685481] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:56:24.813105] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:24.945138] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:25.076061] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:25.214333] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:25.348238] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:25.501323] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:25.501504] [INFO ] [CONFIGURE ] AR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T22:56:25.501577] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5941 tests
[2025-10-10T22:56:25.501637] [INFO ] [CONFIGURE ] AR: Testing feature 6/29: add_failed_moves
[2025-10-10T22:56:25.501715] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_failed_moves']
[2025-10-10T22:56:25.620581] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:25.739975] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:25.854381] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:25.971178] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:26.087509] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:26.200955] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:26.321887] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:26.435242] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:26.548744] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:26.667506] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:26.667711] [INFO ] [CONFIGURE ] AR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:56:26.667792] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5940 tests
[2025-10-10T22:56:26.667852] [INFO ] [CONFIGURE ] AR: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:56:26.667888] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_lag_shelf']
[2025-10-10T22:56:26.773047] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:26.878485] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:26.988055] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:27.127774] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:27.233387] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:27.340912] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:27.446661] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:27.556422] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:27.666758] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:27.772949] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:27.773092] [INFO ] [CONFIGURE ] AR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T22:56:27.773152] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5939 tests
[2025-10-10T22:56:27.773189] [INFO ] [CONFIGURE ] AR: Testing feature 8/29: add_macd
[2025-10-10T22:56:27.773220] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:56:27.917009] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:28.063200] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:28.209810] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:28.355469] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:28.500293] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:28.650535] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:28.821048] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:28.977335] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:29.136774] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:29.303159] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:29.303370] [INFO ] [CONFIGURE ] AR: KEPT add_macd (score: 70.00%)
[2025-10-10T22:56:29.303432] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5938 tests
[2025-10-10T22:56:29.303479] [INFO ] [CONFIGURE ] AR: Testing feature 9/29: add_mfi
[2025-10-10T22:56:29.303534] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T22:56:29.470606] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:29.641824] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:29.809196] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:29.979156] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:30.195877] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:30.370453] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:30.546829] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:30.719395] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:30.900307] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:31.076303] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:31.076521] [INFO ] [CONFIGURE ] AR: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T22:56:31.076567] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5937 tests
[2025-10-10T22:56:31.076605] [INFO ] [CONFIGURE ] AR: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:56:31.076658] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:56:31.258634] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:31.448078] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:56:31.634234] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:31.821426] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:32.006027] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:32.193671] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:32.382224] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:32.562935] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:32.749726] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:32.935842] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:32.936049] [INFO ] [CONFIGURE ] AR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:56:32.936098] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5936 tests
[2025-10-10T22:56:32.936136] [INFO ] [CONFIGURE ] AR: Testing feature 11/29: add_obv_daily
[2025-10-10T22:56:32.936169] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T22:56:33.097524] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:33.268524] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:33.433562] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:33.604379] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:33.775532] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:33.939089] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:34.117958] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:56:34.289546] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:34.465869] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:34.644821] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:34.645051] [INFO ] [CONFIGURE ] AR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T22:56:34.645110] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5935 tests
[2025-10-10T22:56:34.645149] [INFO ] [CONFIGURE ] AR: Testing feature 12/29: add_obv_interval
[2025-10-10T22:56:34.645182] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T22:56:34.810100] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:34.980553] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:35.139539] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:35.302825] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:56:35.471800] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:35.634997] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:35.800016] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:56:35.963150] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:36.126373] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:36.299157] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:36.299330] [INFO ] [CONFIGURE ] AR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T22:56:36.299373] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5934 tests
[2025-10-10T22:56:36.299408] [INFO ] [CONFIGURE ] AR: Testing feature 13/29: add_opening_strength
[2025-10-10T22:56:36.299439] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:56:36.472424] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:36.643980] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:56:36.816214] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:36.999495] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:56:37.180624] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:37.381126] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:37.616028] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:37.873807] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:38.144003] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:38.366439] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:38.366762] [INFO ] [CONFIGURE ] AR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T22:56:38.366820] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5933 tests
[2025-10-10T22:56:38.366919] [INFO ] [CONFIGURE ] AR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:56:38.366973] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T22:56:38.554834] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:38.730879] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:38.904718] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:39.070282] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:39.238233] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:39.415227] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:39.592473] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:39.771855] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:39.949637] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:40.135688] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:40.135910] [INFO ] [CONFIGURE ] AR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T22:56:40.135980] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5932 tests
[2025-10-10T22:56:40.136024] [INFO ] [CONFIGURE ] AR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:56:40.136058] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T22:56:40.309003] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:40.483412] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:40.638234] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:40.791744] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:40.951177] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:41.107513] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:41.269389] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:41.427277] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:41.583978] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:56:41.742824] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:41.742974] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:56:41.743031] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5931 tests
[2025-10-10T22:56:41.743067] [INFO ] [CONFIGURE ] AR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:56:41.743098] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T22:56:41.898124] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:42.050577] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:56:42.203594] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:42.358847] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:42.520721] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:42.676286] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:42.832223] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:42.989151] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:43.151455] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:43.309839] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:43.310010] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:56:43.310099] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5930 tests
[2025-10-10T22:56:43.310153] [INFO ] [CONFIGURE ] AR: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:56:43.310186] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T22:56:43.478296] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:43.644918] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:43.813197] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:43.981884] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:44.151247] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:44.319889] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:44.560441] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:44.737356] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:44.907765] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:45.072450] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:45.072607] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T22:56:45.072683] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5929 tests
[2025-10-10T22:56:45.072740] [INFO ] [CONFIGURE ] AR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:56:45.072773] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T22:56:45.223715] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:45.378819] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:45.535098] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:45.698640] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:45.862329] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:46.020580] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:46.177070] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:46.336328] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:46.493304] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:46.653389] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:46.653585] [INFO ] [CONFIGURE ] AR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T22:56:46.653638] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5928 tests
[2025-10-10T22:56:46.653716] [INFO ] [CONFIGURE ] AR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:56:46.653751] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T22:56:46.813987] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:46.982874] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:47.148290] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:47.333818] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:47.500061] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:47.674585] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:47.838761] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:48.006118] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:48.188581] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:48.382367] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:48.382626] [INFO ] [CONFIGURE ] AR: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T22:56:48.382712] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5927 tests
[2025-10-10T22:56:48.382757] [INFO ] [CONFIGURE ] AR: Testing feature 20/29: add_price_rejection
[2025-10-10T22:56:48.382790] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T22:56:48.556133] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:48.734571] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:48.919742] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:49.088556] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:49.257940] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:49.428918] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:49.600479] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:49.775125] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:49.947630] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:56:50.119267] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:50.119491] [INFO ] [CONFIGURE ] AR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:56:50.119536] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5926 tests
[2025-10-10T22:56:50.119571] [INFO ] [CONFIGURE ] AR: Testing feature 21/29: add_range_position
[2025-10-10T22:56:50.119602] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T22:56:50.288887] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:50.467900] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:50.645405] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:50.817754] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:50.992622] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:51.174331] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:51.349234] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:51.526178] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:51.708287] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:56:51.891448] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:51.891705] [INFO ] [CONFIGURE ] AR: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T22:56:51.891764] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5925 tests
[2025-10-10T22:56:51.891814] [INFO ] [CONFIGURE ] AR: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:56:51.891870] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T22:56:52.079710] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:52.272851] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:52.474673] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:56:52.669533] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:52.859148] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:53.051152] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:53.249276] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:53.441583] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:53.648086] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:53.864217] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:53.864428] [INFO ] [CONFIGURE ] AR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:56:53.864488] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5924 tests
[2025-10-10T22:56:53.864527] [INFO ] [CONFIGURE ] AR: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:56:53.864557] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-10T22:56:54.028327] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:54.191400] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:54.357392] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:54.528884] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:54.695584] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:56:54.862285] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:55.032106] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:55.206719] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:55.376243] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:55.546183] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:56:55.546368] [INFO ] [CONFIGURE ] AR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T22:56:55.546412] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5923 tests
[2025-10-10T22:56:55.546448] [INFO ] [CONFIGURE ] AR: Testing feature 24/29: add_rsi
[2025-10-10T22:56:55.546480] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-10T22:56:55.733459] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:55.925288] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:56.108374] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:56.288736] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:56.483903] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:56:56.681587] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:56:56.875245] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:56:57.062789] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:57.257913] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:57.487943] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:57.488196] [INFO ] [CONFIGURE ] AR: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T22:56:57.488242] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5922 tests
[2025-10-10T22:56:57.488361] [INFO ] [CONFIGURE ] AR: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:56:57.488402] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-10T22:56:57.651708] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:56:57.817066] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:57.983317] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:58.146149] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:56:58.335603] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:56:58.502562] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T22:56:58.671542] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:56:58.847130] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:56:59.018035] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:56:59.184859] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:56:59.185062] [INFO ] [CONFIGURE ] AR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T22:56:59.185105] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5921 tests
[2025-10-10T22:56:59.185139] [INFO ] [CONFIGURE ] AR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:56:59.185170] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-10T22:56:59.353516] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:56:59.514749] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:56:59.684355] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:56:59.851634] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:00.039757] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:00.213454] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:57:00.379968] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:00.544893] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:00.724335] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:00.899216] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:00.899416] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T22:57:00.899461] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5920 tests
[2025-10-10T22:57:00.899498] [INFO ] [CONFIGURE ] AR: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:57:00.899529] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-10T22:57:01.076322] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:01.251488] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:01.436488] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:01.611248] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:01.786291] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:01.982276] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:57:02.174905] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:57:02.352077] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:02.522301] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:02.696871] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:02.697114] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T22:57:02.697164] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5919 tests
[2025-10-10T22:57:02.697199] [INFO ] [CONFIGURE ] AR: Testing feature 28/29: add_volume_profile
[2025-10-10T22:57:02.697229] [INFO ] [CONFIGURE ] AR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-10T22:57:02.859899] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:03.017470] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:03.176986] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:03.334506] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:03.515540] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:03.689212] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T22:57:03.849007] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:04.028109] [DEBUG] [FORECASTER] AR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:04.312459] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:04.494749] [DEBUG] [FORECASTER] AR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:04.494955] [INFO ] [CONFIGURE ] AR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:57:04.495000] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5918 tests
[2025-10-10T22:57:04.495066] [INFO ] [CONFIGURE ] AR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:57:04.495122] [INFO ] [CONFIGURE ] AR: Best accuracy: 80.00%
[2025-10-10T22:57:04.495158] [INFO ] [CONFIGURE ] AR: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T22:57:04.495186] [INFO ] [CONFIGURE ] AR: Improvement over baseline: 20.00%
[2025-10-10T22:57:04.495213] [INFO ] [CONFIGURE ] AR: Total time: 45.7 seconds
[2025-10-10T22:57:04.495239] [INFO ] [CONFIGURE ] AR: Average time per feature: 1.6 seconds
[2025-10-10T22:57:04.495266] [INFO ] [CONFIGURE ] AR: Average speed: 0.64 features/sec
[2025-10-10T22:57:04.495994] [INFO ] [LOCAL     ] Saved configuration for AR: 3 features, 80.00% accuracy -> ./output/feature-sets/AR.json
[2025-10-10T22:57:04.496051] [INFO ] [CONFIGURE ] AR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T22:57:04.496118] [INFO ] [sig       ] [16/220] Successfully configured AR | 0.02 sym/s | Total: 11.3m | ETA: 2.4h
[2025-10-10T22:57:04.496195] [INFO ] [sig       ] [17/220] Configuring ARDC...
[2025-10-10T22:57:04.496265] [INFO ] [CONFIGURE ] ARDC: Configurate test run.
[2025-10-10T22:57:04.496366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-10-10T22:57:04.511687] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARDC'.
[2025-10-10T22:57:04.512155] [INFO ] [CONFIGURE ] ARDC: Testing with 29 available features
[2025-10-10T22:57:04.512224] [INFO ] [CONFIGURE ] ARDC: Establishing baseline with no features...
[2025-10-10T22:57:04.629491] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:04.747975] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:04.867480] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:04.989986] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:05.112887] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:05.234337] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:05.354354] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:05.476174] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:05.596419] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:05.721205] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:05.721405] [INFO ] [CONFIGURE ] ARDC: Baseline score (no features): 40.00%
[2025-10-10T22:57:05.721452] [INFO ] [CONFIGURE ] ARDC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:57:05.721489] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:57:05.857053] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:05.987425] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:06.126278] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:06.260811] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:06.401891] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:06.585464] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:06.727873] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:06.869011] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:07.008415] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:07.157806] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:07.158131] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T22:57:07.158199] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5917 tests
[2025-10-10T22:57:07.158245] [INFO ] [CONFIGURE ] ARDC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:57:07.158284] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:57:07.301486] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:07.446008] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:07.587744] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:07.740507] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:07.886346] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:08.039010] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:08.190829] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:08.339039] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:08.508465] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:08.660992] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:08.661205] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T22:57:08.661248] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5916 tests
[2025-10-10T22:57:08.661285] [INFO ] [CONFIGURE ] ARDC: Testing feature 3/29: add_daily_returns
[2025-10-10T22:57:08.661318] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns']
[2025-10-10T22:57:08.790719] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:08.910295] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:09.029461] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:09.153992] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:09.279813] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:09.404383] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:09.532135] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:09.655441] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:09.779606] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:09.903596] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:09.903821] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T22:57:09.903873] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5915 tests
[2025-10-10T22:57:09.903940] [INFO ] [CONFIGURE ] ARDC: Testing feature 4/29: add_ema
[2025-10-10T22:57:09.903998] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_ema']
[2025-10-10T22:57:10.053287] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:10.196375] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:10.338000] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:10.478329] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:10.614749] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:10.752154] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:10.903630] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:11.048288] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:11.190052] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:11.344286] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:11.344524] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_ema (score: 40.00%)
[2025-10-10T22:57:11.344581] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5914 tests
[2025-10-10T22:57:11.344663] [INFO ] [CONFIGURE ] ARDC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:57:11.344723] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:57:11.491008] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:57:11.637609] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:11.785087] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:11.942955] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:12.083105] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:12.221134] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:12.357370] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:57:12.501333] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:12.677418] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:12.812609] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:12.812804] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T22:57:12.812854] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5913 tests
[2025-10-10T22:57:12.812889] [INFO ] [CONFIGURE ] ARDC: Testing feature 6/29: add_failed_moves
[2025-10-10T22:57:12.812919] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_failed_moves']
[2025-10-10T22:57:12.928341] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:13.041387] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:13.154533] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:13.274498] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:13.398663] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:13.529931] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:13.651979] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:13.773448] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:13.899681] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:14.024413] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:14.024618] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T22:57:14.024702] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5912 tests
[2025-10-10T22:57:14.024750] [INFO ] [CONFIGURE ] ARDC: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:57:14.024784] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_lag_shelf']
[2025-10-10T22:57:14.138935] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:14.252127] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:14.363241] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:14.470471] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:14.586364] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:14.696375] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:14.799012] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:14.907481] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:15.016698] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:15.126093] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:15.126267] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T22:57:15.126309] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5911 tests
[2025-10-10T22:57:15.126343] [INFO ] [CONFIGURE ] ARDC: Testing feature 8/29: add_macd
[2025-10-10T22:57:15.126374] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:57:15.268725] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:57:15.411298] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:15.560418] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:15.721324] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:15.870721] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:16.019991] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:16.169348] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:57:16.323610] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:16.479300] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:16.628127] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:16.628336] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:57:16.628380] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5910 tests
[2025-10-10T22:57:16.628415] [INFO ] [CONFIGURE ] ARDC: Testing feature 9/29: add_mfi
[2025-10-10T22:57:16.628445] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi']
[2025-10-10T22:57:16.768603] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:16.905812] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:17.052544] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:17.190164] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:17.322443] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:17.453892] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:17.587663] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:17.720632] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:17.846470] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:17.989399] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:17.989771] [INFO ] [CONFIGURE ] ARDC: KEPT add_mfi (score: 50.00%)
[2025-10-10T22:57:17.989841] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5909 tests
[2025-10-10T22:57:17.989884] [INFO ] [CONFIGURE ] ARDC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:57:17.989919] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:57:18.164282] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:18.334273] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:18.537360] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:18.751704] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:18.934230] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:19.118317] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:19.298836] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:19.474026] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:19.650768] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:19.824399] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:19.824613] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T22:57:19.824886] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5908 tests
[2025-10-10T22:57:19.824940] [INFO ] [CONFIGURE ] ARDC: Testing feature 11/29: add_obv_daily
[2025-10-10T22:57:19.824976] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T22:57:19.968402] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:20.116027] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:20.270541] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:20.412015] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:20.559005] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:20.717162] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:20.878412] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:21.030618] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:21.170449] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:21.313831] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:21.314061] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T22:57:21.314132] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5907 tests
[2025-10-10T22:57:21.314204] [INFO ] [CONFIGURE ] ARDC: Testing feature 12/29: add_obv_interval
[2025-10-10T22:57:21.314260] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T22:57:21.447500] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:21.596629] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:21.767581] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:21.906438] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:22.042555] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:22.176850] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:22.319830] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:22.454621] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:22.596117] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:22.742990] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:22.743296] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T22:57:22.743363] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5906 tests
[2025-10-10T22:57:22.743406] [INFO ] [CONFIGURE ] ARDC: Testing feature 13/29: add_opening_strength
[2025-10-10T22:57:22.743467] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:57:22.903503] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:23.061676] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:23.216114] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:23.368140] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:23.522455] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:23.689068] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:23.851147] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:24.015411] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:24.172923] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:24.335055] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:24.335254] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T22:57:24.335300] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5905 tests
[2025-10-10T22:57:24.335341] [INFO ] [CONFIGURE ] ARDC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:57:24.335384] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T22:57:24.510699] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:24.703476] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:24.867299] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:25.030994] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:25.194448] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:25.355578] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:25.518108] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:25.681472] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:25.844257] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:26.003368] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:26.003603] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T22:57:26.003676] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5904 tests
[2025-10-10T22:57:26.003734] [INFO ] [CONFIGURE ] ARDC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:57:26.003771] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T22:57:26.141281] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:26.278569] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:26.420916] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:26.561192] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:26.702271] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:26.844311] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:26.987215] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:27.151306] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:27.291542] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:27.434236] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:27.434457] [INFO ] [CONFIGURE ] ARDC: KEPT add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T22:57:27.434520] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5903 tests
[2025-10-10T22:57:27.434560] [INFO ] [CONFIGURE ] ARDC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:57:27.434592] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T22:57:27.585742] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T22:57:27.739565] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:27.889560] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:28.039604] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:28.193318] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:28.343858] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:28.501053] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:28.657096] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:28.809392] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:28.959023] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:28.959244] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T22:57:28.959288] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5902 tests
[2025-10-10T22:57:28.959325] [INFO ] [CONFIGURE ] ARDC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:57:28.959357] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T22:57:29.121415] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:29.281789] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:29.448822] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:29.618574] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:29.795563] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:30.018775] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:30.249164] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:30.450335] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:30.619595] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:30.805454] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:30.805694] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T22:57:30.805759] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5901 tests
[2025-10-10T22:57:30.805802] [INFO ] [CONFIGURE ] ARDC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:57:30.805837] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-10T22:57:30.954779] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:31.091426] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:31.232454] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:31.375941] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:31.514292] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:31.650820] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:31.790978] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:31.956059] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:32.092132] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:32.229578] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:32.229786] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:57:32.229837] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5900 tests
[2025-10-10T22:57:32.229873] [INFO ] [CONFIGURE ] ARDC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:57:32.229905] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-10T22:57:32.363393] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:32.511083] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:32.669596] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:32.808742] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:32.943688] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:33.079037] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:33.216040] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:33.352760] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:33.499333] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:33.642570] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:33.642795] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T22:57:33.642879] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5899 tests
[2025-10-10T22:57:33.642946] [INFO ] [CONFIGURE ] ARDC: Testing feature 20/29: add_price_rejection
[2025-10-10T22:57:33.642988] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-10T22:57:33.790423] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:33.934075] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:34.081384] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:34.225068] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:34.369800] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:34.515663] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:34.661767] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:34.806109] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:34.952730] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:35.098325] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:35.098524] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T22:57:35.098569] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5898 tests
[2025-10-10T22:57:35.098604] [INFO ] [CONFIGURE ] ARDC: Testing feature 21/29: add_range_position
[2025-10-10T22:57:35.098635] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-10T22:57:35.250218] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:35.399512] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:35.554586] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:35.718466] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:35.872290] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:36.026542] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:36.184216] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:36.341727] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:36.509118] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:36.677111] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:36.677315] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T22:57:36.677362] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5897 tests
[2025-10-10T22:57:36.677399] [INFO ] [CONFIGURE ] ARDC: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:57:36.677436] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-10T22:57:36.850772] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:37.024288] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:37.201907] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:37.378837] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:37.559705] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:37.729624] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:37.908830] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:38.083503] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:38.264071] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:38.455534] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:38.455808] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:57:38.455860] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5896 tests
[2025-10-10T22:57:38.455896] [INFO ] [CONFIGURE ] ARDC: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:57:38.455927] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-10T22:57:38.597493] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:38.734037] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:38.871712] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:39.008335] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:39.150624] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:39.300498] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:39.442972] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:39.584316] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:39.726143] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:39.866977] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:39.867159] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T22:57:39.867220] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5895 tests
[2025-10-10T22:57:39.867258] [INFO ] [CONFIGURE ] ARDC: Testing feature 24/29: add_rsi
[2025-10-10T22:57:39.867357] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-10T22:57:40.027632] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:40.187897] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:40.347536] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:40.517331] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:40.678610] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:40.841317] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:41.006324] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:41.171637] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:41.337829] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:41.515763] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:41.516036] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:57:41.516090] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5894 tests
[2025-10-10T22:57:41.516132] [INFO ] [CONFIGURE ] ARDC: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:57:41.516166] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-10T22:57:41.672634] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:41.819663] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:41.966063] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:42.111863] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:42.252876] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:42.405148] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:42.547639] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:42.691761] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:42.834101] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:43.020232] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:43.020466] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T22:57:43.020513] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5893 tests
[2025-10-10T22:57:43.020550] [INFO ] [CONFIGURE ] ARDC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:57:43.020582] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-10T22:57:43.162128] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:43.306882] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:43.454909] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:43.600515] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:43.744276] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:43.890764] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:44.032745] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:44.180451] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:57:44.338400] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:57:44.513706] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:44.513917] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T22:57:44.513988] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5892 tests
[2025-10-10T22:57:44.514029] [INFO ] [CONFIGURE ] ARDC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:57:44.514059] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-10T22:57:44.668347] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:44.823354] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:44.975709] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:45.123379] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:45.274497] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:45.423565] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:45.579624] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:45.733075] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:45.884605] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:46.076019] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:46.076212] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T22:57:46.076256] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5891 tests
[2025-10-10T22:57:46.076290] [INFO ] [CONFIGURE ] ARDC: Testing feature 28/29: add_volume_profile
[2025-10-10T22:57:46.076321] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-10T22:57:46.217777] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:46.362497] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:46.504496] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:46.651850] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:46.797208] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:46.940351] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:47.084610] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:57:47.231086] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:47.382944] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:47.529355] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:47.529569] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T22:57:47.529614] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5890 tests
[2025-10-10T22:57:47.529694] [INFO ] [CONFIGURE ] ARDC: Testing feature 29/29: add_vwap
[2025-10-10T22:57:47.529752] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-10T22:57:47.690543] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T22:57:47.834933] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:47.981439] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:48.126020] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:48.269926] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:48.419753] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:57:48.571726] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:57:48.721995] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:57:48.872629] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:57:49.025371] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:57:49.025580] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T22:57:49.025625] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.4s/test | Remaining: 5889 tests
[2025-10-10T22:57:49.025735] [INFO ] [CONFIGURE ] ARDC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:57:49.025792] [INFO ] [CONFIGURE ] ARDC: Best accuracy: 60.00%
[2025-10-10T22:57:49.025826] [INFO ] [CONFIGURE ] ARDC: Best feature set (2 features): ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T22:57:49.025855] [INFO ] [CONFIGURE ] ARDC: Improvement over baseline: 20.00%
[2025-10-10T22:57:49.025882] [INFO ] [CONFIGURE ] ARDC: Total time: 43.3 seconds
[2025-10-10T22:57:49.025907] [INFO ] [CONFIGURE ] ARDC: Average time per feature: 1.5 seconds
[2025-10-10T22:57:49.025934] [INFO ] [CONFIGURE ] ARDC: Average speed: 0.67 features/sec
[2025-10-10T22:57:49.026600] [INFO ] [LOCAL     ] Saved configuration for ARDC: 2 features, 60.00% accuracy -> ./output/feature-sets/ARDC.json
[2025-10-10T22:57:49.026681] [INFO ] [CONFIGURE ] ARDC: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T22:57:49.026748] [INFO ] [sig       ] [17/220] Successfully configured ARDC | 0.02 sym/s | Total: 12.1m | ETA: 2.4h
[2025-10-10T22:57:49.026824] [INFO ] [sig       ] [18/220] Configuring ATR...
[2025-10-10T22:57:49.026914] [INFO ] [CONFIGURE ] ATR: Configurate test run.
[2025-10-10T22:57:49.026987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'.
[2025-10-10T22:57:49.041543] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATR'.
[2025-10-10T22:57:49.041954] [INFO ] [CONFIGURE ] ATR: Testing with 29 available features
[2025-10-10T22:57:49.042009] [INFO ] [CONFIGURE ] ATR: Establishing baseline with no features...
[2025-10-10T22:57:49.152232] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:49.270961] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:49.389186] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:49.511458] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:49.622123] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:49.736481] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:49.849332] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:57:49.960250] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:57:50.078158] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:57:50.192097] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:50.192268] [INFO ] [CONFIGURE ] ATR: Baseline score (no features): 30.00%
[2025-10-10T22:57:50.192312] [INFO ] [CONFIGURE ] ATR: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:57:50.192344] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:57:50.314821] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:50.449082] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:50.594422] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:50.726350] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:50.854678] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:50.984177] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:51.117055] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:51.257561] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:51.385181] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:57:51.514580] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:51.514802] [INFO ] [CONFIGURE ] ATR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T22:57:51.514854] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5888 tests
[2025-10-10T22:57:51.514888] [INFO ] [CONFIGURE ] ATR: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:57:51.514918] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T22:57:51.656040] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:51.798186] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:51.949376] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:52.114897] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:52.261488] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:52.411342] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:52.565616] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:52.735490] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:52.883847] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:53.028583] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:53.028792] [INFO ] [CONFIGURE ] ATR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T22:57:53.028844] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5887 tests
[2025-10-10T22:57:53.028880] [INFO ] [CONFIGURE ] ATR: Testing feature 3/29: add_daily_returns
[2025-10-10T22:57:53.028910] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T22:57:53.164582] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:53.299096] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:53.430806] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:53.577953] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:53.712070] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:53.847154] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:53.979344] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:54.115945] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:54.248966] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:54.384845] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:54.385045] [INFO ] [CONFIGURE ] ATR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T22:57:54.385089] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5886 tests
[2025-10-10T22:57:54.385126] [INFO ] [CONFIGURE ] ATR: Testing feature 4/29: add_ema
[2025-10-10T22:57:54.385158] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T22:57:54.526733] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:54.665846] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:54.806220] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:57:54.957873] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:55.150243] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:55.324783] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:55.492756] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:57:55.659333] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:55.803680] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:55.961184] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:55.961407] [INFO ] [CONFIGURE ] ATR: DISCARDED add_ema (score: 40.00%)
[2025-10-10T22:57:55.961452] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5885 tests
[2025-10-10T22:57:55.961491] [INFO ] [CONFIGURE ] ATR: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:57:55.961524] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:57:56.111329] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:56.263583] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:56.411972] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:56.562069] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:56.724453] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:56.880480] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:57.037824] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:57.192975] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:57.340886] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:57:57.509520] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:57.509776] [INFO ] [CONFIGURE ] ATR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T22:57:57.509841] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5884 tests
[2025-10-10T22:57:57.509880] [INFO ] [CONFIGURE ] ATR: Testing feature 6/29: add_failed_moves
[2025-10-10T22:57:57.509913] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T22:57:57.635616] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:57.763243] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:57:57.892388] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:58.027922] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:58.194611] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:57:58.337312] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:58.473816] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:58.606161] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:57:58.739592] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:57:58.877350] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:57:58.877525] [INFO ] [CONFIGURE ] ATR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T22:57:58.877568] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5883 tests
[2025-10-10T22:57:58.877602] [INFO ] [CONFIGURE ] ATR: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:57:58.877633] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T22:57:58.997529] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:57:59.135425] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:57:59.275223] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:57:59.421371] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:57:59.557063] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:57:59.695305] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:57:59.828290] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:57:59.956806] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:00.086389] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:00.214794] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:00.214944] [INFO ] [CONFIGURE ] ATR: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-10T22:58:00.215013] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5882 tests
[2025-10-10T22:58:00.215050] [INFO ] [CONFIGURE ] ATR: Testing feature 8/29: add_macd
[2025-10-10T22:58:00.215080] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T22:58:00.374755] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:00.536884] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:00.694366] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:00.853031] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:01.015946] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:01.227950] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:01.394311] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:01.570597] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:01.736258] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:01.909712] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:01.909937] [INFO ] [CONFIGURE ] ATR: DISCARDED add_macd (score: 50.00%)
[2025-10-10T22:58:01.910004] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5881 tests
[2025-10-10T22:58:01.910063] [INFO ] [CONFIGURE ] ATR: Testing feature 9/29: add_mfi
[2025-10-10T22:58:01.910098] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T22:58:02.048222] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:02.186604] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:02.340202] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:02.505462] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:02.665900] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:02.811264] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:02.951771] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:03.106976] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:03.270534] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:03.429943] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:03.430306] [INFO ] [CONFIGURE ] ATR: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T22:58:03.430379] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5880 tests
[2025-10-10T22:58:03.430423] [INFO ] [CONFIGURE ] ATR: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:58:03.430457] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:58:03.598404] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:03.765866] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:03.942919] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:04.108789] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:04.302834] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:04.490986] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:04.667366] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:04.831633] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:05.010206] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:05.181878] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:05.182087] [INFO ] [CONFIGURE ] ATR: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T22:58:05.182136] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5879 tests
[2025-10-10T22:58:05.182171] [INFO ] [CONFIGURE ] ATR: Testing feature 11/29: add_obv_daily
[2025-10-10T22:58:05.182202] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T22:58:05.319924] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:05.454727] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:05.598879] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:05.739706] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:05.878955] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:06.035974] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:06.190150] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:06.342730] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:06.496994] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:06.649895] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:06.650131] [INFO ] [CONFIGURE ] ATR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:58:06.650181] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5878 tests
[2025-10-10T22:58:06.650233] [INFO ] [CONFIGURE ] ATR: Testing feature 12/29: add_obv_interval
[2025-10-10T22:58:06.650290] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T22:58:06.788844] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:06.922397] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:07.061413] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:07.195900] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:07.331375] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:07.464996] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:07.597459] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:58:07.747535] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:07.901917] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:08.045159] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:08.045373] [INFO ] [CONFIGURE ] ATR: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-10T22:58:08.045419] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5877 tests
[2025-10-10T22:58:08.045457] [INFO ] [CONFIGURE ] ATR: Testing feature 13/29: add_opening_strength
[2025-10-10T22:58:08.045490] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:58:08.191491] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:08.336137] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:08.485779] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:08.633082] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:08.775982] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:08.922154] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:09.072061] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:09.219249] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:09.366324] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:09.515578] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:09.515791] [INFO ] [CONFIGURE ] ATR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T22:58:09.515843] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5876 tests
[2025-10-10T22:58:09.515881] [INFO ] [CONFIGURE ] ATR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:58:09.515912] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T22:58:09.672161] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:09.829799] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:09.986403] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:10.146415] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:10.351314] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:10.518745] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:10.688187] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:58:10.850224] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:11.033134] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:11.218257] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:11.218556] [INFO ] [CONFIGURE ] ATR: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-10T22:58:11.218611] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5875 tests
[2025-10-10T22:58:11.218682] [INFO ] [CONFIGURE ] ATR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:58:11.218738] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T22:58:11.461351] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:11.605003] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:11.726725] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:11.847252] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:11.966450] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:12.083889] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:12.204314] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:58:12.330421] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:12.455975] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:12.581335] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:12.581571] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-10T22:58:12.581623] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5874 tests
[2025-10-10T22:58:12.581693] [INFO ] [CONFIGURE ] ATR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:58:12.581739] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T22:58:12.716090] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:12.842932] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:12.970313] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:13.100562] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:13.235103] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:13.395274] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:13.540889] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:58:13.679870] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:13.820188] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:13.959287] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:13.959471] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T22:58:13.959517] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5873 tests
[2025-10-10T22:58:13.959553] [INFO ] [CONFIGURE ] ATR: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:58:13.959587] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T22:58:14.101516] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:14.239744] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:14.391453] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:14.534939] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:14.676448] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:14.825986] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:14.967980] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:15.120332] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:15.258063] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:15.392854] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:15.393095] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T22:58:15.393145] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5872 tests
[2025-10-10T22:58:15.393180] [INFO ] [CONFIGURE ] ATR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:58:15.393211] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T22:58:15.508745] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:15.627046] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:15.746486] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:15.867805] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:15.993381] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:16.120614] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:16.245356] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:16.402396] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:16.526390] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:16.652340] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:16.652517] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T22:58:16.652562] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5871 tests
[2025-10-10T22:58:16.652599] [INFO ] [CONFIGURE ] ATR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:58:16.652631] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T22:58:16.775309] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:16.898183] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:17.022327] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:17.146249] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:17.272526] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:17.401126] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:17.531581] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:17.661832] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:17.791134] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:17.928902] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:17.929137] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-10T22:58:17.929200] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5870 tests
[2025-10-10T22:58:17.929244] [INFO ] [CONFIGURE ] ATR: Testing feature 20/29: add_price_rejection
[2025-10-10T22:58:17.929278] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T22:58:18.082386] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:18.236836] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:18.385190] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:18.538758] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:18.691053] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:18.837084] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:18.989884] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:19.150266] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:19.321291] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:19.473419] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:19.473700] [INFO ] [CONFIGURE ] ATR: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T22:58:19.473763] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5869 tests
[2025-10-10T22:58:19.473802] [INFO ] [CONFIGURE ] ATR: Testing feature 21/29: add_range_position
[2025-10-10T22:58:19.473836] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T22:58:19.634337] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:19.789923] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:19.955288] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:20.113251] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:20.280154] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:20.442506] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:20.596776] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:20.751207] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:20.918431] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:21.077095] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:21.077315] [INFO ] [CONFIGURE ] ATR: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T22:58:21.077361] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5868 tests
[2025-10-10T22:58:21.077398] [INFO ] [CONFIGURE ] ATR: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:58:21.077431] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T22:58:21.247549] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:21.412855] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:21.595611] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:21.768419] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:21.943561] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:22.121182] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:22.294968] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:22.500918] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:22.679279] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:22.857172] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:22.857385] [INFO ] [CONFIGURE ] ATR: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T22:58:22.857432] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5867 tests
[2025-10-10T22:58:22.857470] [INFO ] [CONFIGURE ] ATR: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:58:22.857502] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T22:58:22.998285] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:23.140886] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:23.284371] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:23.428263] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:23.600369] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:23.745937] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:23.907991] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:24.068449] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:24.227800] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:24.372458] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:24.372683] [INFO ] [CONFIGURE ] ATR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T22:58:24.372747] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5866 tests
[2025-10-10T22:58:24.372846] [INFO ] [CONFIGURE ] ATR: Testing feature 24/29: add_rsi
[2025-10-10T22:58:24.372904] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T22:58:24.526995] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:24.676143] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:24.846303] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:25.007932] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:25.177008] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:25.354997] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:25.544209] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:25.715409] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:25.888157] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:26.079611] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:26.079930] [INFO ] [CONFIGURE ] ATR: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:58:26.079997] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5865 tests
[2025-10-10T22:58:26.080039] [INFO ] [CONFIGURE ] ATR: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:58:26.080074] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T22:58:26.227793] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:26.378526] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:26.521559] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:26.670128] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:26.819864] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:26.968218] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:27.131399] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:27.294017] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:27.450429] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:27.600529] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:27.600740] [INFO ] [CONFIGURE ] ATR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T22:58:27.600820] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5864 tests
[2025-10-10T22:58:27.600882] [INFO ] [CONFIGURE ] ATR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:58:27.600962] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T22:58:27.739133] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:27.884701] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:28.022008] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:28.161699] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:28.297078] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:28.439509] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:28.577034] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:28.712552] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:28.848501] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:28.989347] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:28.989578] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:58:28.989734] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5863 tests
[2025-10-10T22:58:28.989793] [INFO ] [CONFIGURE ] ATR: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:58:28.989829] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T22:58:29.128413] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:29.271224] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:29.414690] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:29.564855] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:29.711211] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T22:58:29.861293] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:30.014218] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:58:30.166289] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T22:58:30.317532] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:30.476495] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:30.476942] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_price_divergence (score: 10.00%)
[2025-10-10T22:58:30.477257] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5862 tests
[2025-10-10T22:58:30.477341] [INFO ] [CONFIGURE ] ATR: Testing feature 28/29: add_volume_profile
[2025-10-10T22:58:30.477396] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T22:58:30.636585] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:30.795512] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T22:58:30.953676] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:31.106252] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:31.253517] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:31.396144] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:31.581031] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:31.727935] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:31.874337] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:32.017268] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:32.017440] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T22:58:32.017485] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5861 tests
[2025-10-10T22:58:32.017554] [INFO ] [CONFIGURE ] ATR: Testing feature 29/29: add_vwap
[2025-10-10T22:58:32.017611] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T22:58:32.157551] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:32.298746] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T22:58:32.449113] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:32.591432] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:32.739437] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T22:58:32.886077] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:33.032432] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:58:33.184317] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T22:58:33.332677] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:33.484757] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:33.484970] [INFO ] [CONFIGURE ] ATR: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:58:33.485017] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5860 tests
[2025-10-10T22:58:33.485080] [INFO ] [CONFIGURE ] ATR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:58:33.485138] [INFO ] [CONFIGURE ] ATR: Best accuracy: 60.00%
[2025-10-10T22:58:33.485172] [INFO ] [CONFIGURE ] ATR: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T22:58:33.485204] [INFO ] [CONFIGURE ] ATR: Improvement over baseline: 30.00%
[2025-10-10T22:58:33.485232] [INFO ] [CONFIGURE ] ATR: Total time: 43.3 seconds
[2025-10-10T22:58:33.485259] [INFO ] [CONFIGURE ] ATR: Average time per feature: 1.5 seconds
[2025-10-10T22:58:33.485287] [INFO ] [CONFIGURE ] ATR: Average speed: 0.67 features/sec
[2025-10-10T22:58:33.486076] [INFO ] [LOCAL     ] Saved configuration for ATR: 1 features, 60.00% accuracy -> ./output/feature-sets/ATR.json
[2025-10-10T22:58:33.486132] [INFO ] [CONFIGURE ] ATR: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T22:58:33.486185] [INFO ] [sig       ] [18/220] Successfully configured ATR | 0.02 sym/s | Total: 12.8m | ETA: 2.4h
[2025-10-10T22:58:33.486262] [INFO ] [sig       ] [19/220] Configuring AVB...
[2025-10-10T22:58:33.486333] [INFO ] [CONFIGURE ] AVB: Configurate test run.
[2025-10-10T22:58:33.486407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-10-10T22:58:33.505227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVB'.
[2025-10-10T22:58:33.505999] [INFO ] [CONFIGURE ] AVB: Testing with 29 available features
[2025-10-10T22:58:33.506073] [INFO ] [CONFIGURE ] AVB: Establishing baseline with no features...
[2025-10-10T22:58:33.636585] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:33.763842] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:33.882131] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:33.999199] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:34.119808] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:34.245340] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:34.369625] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:34.499673] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:34.641370] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:34.759151] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:34.759407] [INFO ] [CONFIGURE ] AVB: Baseline score (no features): 50.00%
[2025-10-10T22:58:34.759456] [INFO ] [CONFIGURE ] AVB: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:58:34.759490] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:58:34.891844] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:35.016429] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:35.145832] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:35.277989] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:35.407106] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:35.537294] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:35.668072] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:35.797898] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:35.934929] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:36.070605] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:36.070848] [INFO ] [CONFIGURE ] AVB: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T22:58:36.070899] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5859 tests
[2025-10-10T22:58:36.070936] [INFO ] [CONFIGURE ] AVB: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:58:36.070967] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:58:36.209913] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:36.347755] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:36.488839] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:36.632302] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:36.771894] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:36.911950] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:37.053601] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:37.197057] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:37.340268] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:37.488539] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:37.488796] [INFO ] [CONFIGURE ] AVB: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T22:58:37.488858] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5858 tests
[2025-10-10T22:58:37.488957] [INFO ] [CONFIGURE ] AVB: Testing feature 3/29: add_daily_returns
[2025-10-10T22:58:37.489017] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns']
[2025-10-10T22:58:37.650357] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:37.776964] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:37.901292] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:38.036756] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:38.167250] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:38.308988] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:38.438153] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:38.573178] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:38.736529] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:38.921772] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:38.922100] [INFO ] [CONFIGURE ] AVB: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T22:58:38.922190] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5857 tests
[2025-10-10T22:58:38.922263] [INFO ] [CONFIGURE ] AVB: Testing feature 4/29: add_ema
[2025-10-10T22:58:38.922308] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_ema']
[2025-10-10T22:58:39.129675] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:58:39.330997] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:39.503538] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:39.666345] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:39.827977] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:39.986883] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:40.147470] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:58:40.303925] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:40.458681] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:40.607189] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:40.607402] [INFO ] [CONFIGURE ] AVB: DISCARDED add_ema (score: 40.00%)
[2025-10-10T22:58:40.607446] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5856 tests
[2025-10-10T22:58:40.607482] [INFO ] [CONFIGURE ] AVB: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:58:40.607513] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:58:40.761990] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:40.923964] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:41.088701] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:41.237699] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:41.380152] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:41.527316] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:41.671380] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:58:41.814719] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:41.959964] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:42.110627] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:42.110986] [INFO ] [CONFIGURE ] AVB: DISCARDED add_exhaustion_signals (score: 0.00%)
[2025-10-10T22:58:42.111038] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5855 tests
[2025-10-10T22:58:42.111075] [INFO ] [CONFIGURE ] AVB: Testing feature 6/29: add_failed_moves
[2025-10-10T22:58:42.111105] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_failed_moves']
[2025-10-10T22:58:42.231549] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:42.363816] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:42.486336] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:42.607977] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:42.731826] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:42.853594] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:42.975824] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:43.099405] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:43.222404] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:43.349258] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:43.349514] [INFO ] [CONFIGURE ] AVB: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T22:58:43.349578] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5854 tests
[2025-10-10T22:58:43.349616] [INFO ] [CONFIGURE ] AVB: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:58:43.349671] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_lag_shelf']
[2025-10-10T22:58:43.459224] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:43.582953] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:43.744546] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:43.877498] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:44.007876] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:44.134680] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:44.255337] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:44.379075] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:44.513751] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:44.635861] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:44.636047] [INFO ] [CONFIGURE ] AVB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T22:58:44.636092] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5853 tests
[2025-10-10T22:58:44.636150] [INFO ] [CONFIGURE ] AVB: Testing feature 8/29: add_macd
[2025-10-10T22:58:44.636208] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T22:58:44.797061] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:44.946804] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:45.098831] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:45.253082] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:45.405849] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:45.583955] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:58:45.747721] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:58:45.902937] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:46.063367] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:46.217349] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:46.217493] [INFO ] [CONFIGURE ] AVB: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:58:46.217538] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5852 tests
[2025-10-10T22:58:46.217573] [INFO ] [CONFIGURE ] AVB: Testing feature 9/29: add_mfi
[2025-10-10T22:58:46.217603] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_mfi']
[2025-10-10T22:58:46.350483] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:46.475402] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:46.600393] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:46.737514] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:46.867389] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:46.994438] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:47.133973] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:47.261329] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:47.392993] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:47.522540] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:47.522714] [INFO ] [CONFIGURE ] AVB: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T22:58:47.522772] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5851 tests
[2025-10-10T22:58:47.522809] [INFO ] [CONFIGURE ] AVB: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:58:47.522839] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:58:47.663047] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:58:47.801428] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:47.975161] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:48.115111] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:58:48.256028] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:48.396592] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:48.541560] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:48.688046] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:48.850025] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:49.015221] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:49.015786] [INFO ] [CONFIGURE ] AVB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T22:58:49.015904] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5850 tests
[2025-10-10T22:58:49.015965] [INFO ] [CONFIGURE ] AVB: Testing feature 11/29: add_obv_daily
[2025-10-10T22:58:49.016001] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_obv_daily']
[2025-10-10T22:58:49.141170] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:49.266211] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:49.395410] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:49.528262] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:49.656269] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:49.820131] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:49.965863] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:50.104629] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:50.231417] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:50.365750] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:50.365967] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T22:58:50.366013] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5849 tests
[2025-10-10T22:58:50.366050] [INFO ] [CONFIGURE ] AVB: Testing feature 12/29: add_obv_interval
[2025-10-10T22:58:50.366081] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_obv_interval']
[2025-10-10T22:58:50.489523] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:50.609579] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:50.731124] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:50.852085] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:58:50.974430] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:51.100526] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:51.230220] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:51.351496] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:51.473582] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:51.603388] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:51.604220] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-10T22:58:51.604281] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5848 tests
[2025-10-10T22:58:51.604318] [INFO ] [CONFIGURE ] AVB: Testing feature 13/29: add_opening_strength
[2025-10-10T22:58:51.604350] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T22:58:51.742814] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:58:51.879982] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:52.010685] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:52.145794] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:52.276015] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:52.405145] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:52.535740] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:58:52.677052] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:52.821340] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:52.954094] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:52.954313] [INFO ] [CONFIGURE ] AVB: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-10T22:58:52.954375] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5847 tests
[2025-10-10T22:58:52.954413] [INFO ] [CONFIGURE ] AVB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:58:52.954446] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T22:58:53.085336] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:53.227272] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:53.359327] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:53.489976] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:58:53.639529] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:53.773782] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:53.906401] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:54.038229] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:54.172632] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:54.310678] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:54.310869] [INFO ] [CONFIGURE ] AVB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T22:58:54.310915] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5846 tests
[2025-10-10T22:58:54.310952] [INFO ] [CONFIGURE ] AVB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:58:54.310993] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T22:58:54.423032] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:54.538102] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:54.654694] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:54.774222] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:54.901619] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:55.014111] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:55.140240] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:55.273970] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:55.399745] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:55.525024] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:55.525256] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T22:58:55.525304] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5845 tests
[2025-10-10T22:58:55.525340] [INFO ] [CONFIGURE ] AVB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:58:55.525373] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T22:58:55.653091] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:55.786906] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:55.926355] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:56.062171] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:58:56.197424] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:56.334354] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:56.468106] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:56.610996] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:58:56.748192] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:56.888375] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:56.888687] [INFO ] [CONFIGURE ] AVB: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T22:58:56.888754] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5844 tests
[2025-10-10T22:58:56.888793] [INFO ] [CONFIGURE ] AVB: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:58:56.888827] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-10T22:58:57.040887] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:57.190408] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:58:57.342031] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:58:57.504189] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:58:57.655950] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:58:57.804893] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:57.958570] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:58.118539] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:58:58.271883] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:58:58.427592] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:58:58.427892] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T22:58:58.427958] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5843 tests
[2025-10-10T22:58:58.427997] [INFO ] [CONFIGURE ] AVB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:58:58.428030] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T22:58:58.562423] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:58:58.695895] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:58:58.831512] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:58:58.980020] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:58:59.124458] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:58:59.273379] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:58:59.405959] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:58:59.548829] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:58:59.678540] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:58:59.814342] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:58:59.814473] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T22:58:59.814519] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5842 tests
[2025-10-10T22:58:59.814552] [INFO ] [CONFIGURE ] AVB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:58:59.814582] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-10T22:58:59.942534] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:00.064903] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:00.192773] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:00.319442] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:00.443860] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:59:00.577223] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:00.715148] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:00.856940] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:59:00.991511] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:59:01.124723] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:01.124935] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T22:59:01.124981] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5841 tests
[2025-10-10T22:59:01.125017] [INFO ] [CONFIGURE ] AVB: Testing feature 20/29: add_price_rejection
[2025-10-10T22:59:01.125048] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-10T22:59:01.266203] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:59:01.404801] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:01.546436] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:01.682347] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:01.826877] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:01.996386] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:02.142880] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:02.294343] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:02.443826] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:02.591927] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:02.592126] [INFO ] [CONFIGURE ] AVB: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T22:59:02.592174] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5840 tests
[2025-10-10T22:59:02.592212] [INFO ] [CONFIGURE ] AVB: Testing feature 21/29: add_range_position
[2025-10-10T22:59:02.592246] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-10-10T22:59:02.744161] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:02.905729] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:03.060365] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:03.212443] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:03.365770] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:03.519736] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:03.674842] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:03.827107] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:03.982867] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:04.134850] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T22:59:04.135065] [INFO ] [CONFIGURE ] AVB: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T22:59:04.135113] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5839 tests
[2025-10-10T22:59:04.135153] [INFO ] [CONFIGURE ] AVB: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:59:04.135186] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-10T22:59:04.307558] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:04.483203] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:04.659768] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:04.848100] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:05.048486] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:05.229561] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:05.408617] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:59:05.583560] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:05.766629] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:05.983689] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:05.983933] [INFO ] [CONFIGURE ] AVB: DISCARDED add_realized_volatility (score: 20.00%)
[2025-10-10T22:59:05.983987] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5838 tests
[2025-10-10T22:59:05.984035] [INFO ] [CONFIGURE ] AVB: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:59:05.984072] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-10T22:59:06.139598] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:06.286889] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:06.431618] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:06.589665] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:06.739861] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:06.882833] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:07.026335] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:07.174517] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:59:07.327120] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:07.478944] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:07.479231] [INFO ] [CONFIGURE ] AVB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T22:59:07.479337] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5837 tests
[2025-10-10T22:59:07.479404] [INFO ] [CONFIGURE ] AVB: Testing feature 24/29: add_rsi
[2025-10-10T22:59:07.479461] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-10T22:59:07.638418] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:59:07.793026] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:07.964145] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:08.127251] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:08.290206] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:08.453746] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:08.624329] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:59:08.790912] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:08.965613] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:09.131675] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:09.131959] [INFO ] [CONFIGURE ] AVB: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T22:59:09.132015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5836 tests
[2025-10-10T22:59:09.132056] [INFO ] [CONFIGURE ] AVB: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:59:09.132092] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-10T22:59:09.284791] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:09.439440] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:09.576486] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:09.711614] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:09.850548] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:59:09.987960] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:10.126232] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:59:10.260173] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:10.401343] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:10.569556] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:10.569799] [INFO ] [CONFIGURE ] AVB: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-10T22:59:10.569879] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5835 tests
[2025-10-10T22:59:10.569942] [INFO ] [CONFIGURE ] AVB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:59:10.569981] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-10T22:59:10.730035] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:10.871441] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:11.025796] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:11.191194] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:11.344343] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:59:11.492359] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:11.668450] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T22:59:11.816150] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T22:59:11.964086] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T22:59:12.118859] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:12.119083] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T22:59:12.119160] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5834 tests
[2025-10-10T22:59:12.119215] [INFO ] [CONFIGURE ] AVB: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:59:12.119282] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-10T22:59:12.279373] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:12.433589] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:12.585452] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:12.735562] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:12.892423] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T22:59:13.041035] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:13.185252] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:13.344890] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:13.499338] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:13.675203] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:13.675406] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-10T22:59:13.675471] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5833 tests
[2025-10-10T22:59:13.675510] [INFO ] [CONFIGURE ] AVB: Testing feature 28/29: add_volume_profile
[2025-10-10T22:59:13.675541] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-10T22:59:13.804093] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:59:13.933620] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:14.107236] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:14.245000] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:14.380014] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:14.514267] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:14.654358] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:14.797605] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:14.960836] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:15.129036] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:15.129351] [INFO ] [CONFIGURE ] AVB: KEPT add_volume_profile (score: 70.00%)
[2025-10-10T22:59:15.129410] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5832 tests
[2025-10-10T22:59:15.129465] [INFO ] [CONFIGURE ] AVB: Testing feature 29/29: add_vwap
[2025-10-10T22:59:15.129524] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile', 'add_vwap']
[2025-10-10T22:59:15.294052] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T22:59:15.458874] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:15.620412] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:15.788430] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:15.970853] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:16.136702] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:16.303735] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T22:59:16.468742] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:16.622534] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T22:59:16.791969] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:16.792160] [INFO ] [CONFIGURE ] AVB: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T22:59:16.792215] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5831 tests
[2025-10-10T22:59:16.792262] [INFO ] [CONFIGURE ] AVB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T22:59:16.792318] [INFO ] [CONFIGURE ] AVB: Best accuracy: 70.00%
[2025-10-10T22:59:16.792352] [INFO ] [CONFIGURE ] AVB: Best feature set (2 features): ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-10T22:59:16.792478] [INFO ] [CONFIGURE ] AVB: Improvement over baseline: 20.00%
[2025-10-10T22:59:16.792515] [INFO ] [CONFIGURE ] AVB: Total time: 42.0 seconds
[2025-10-10T22:59:16.792542] [INFO ] [CONFIGURE ] AVB: Average time per feature: 1.4 seconds
[2025-10-10T22:59:16.792570] [INFO ] [CONFIGURE ] AVB: Average speed: 0.69 features/sec
[2025-10-10T22:59:16.793269] [INFO ] [LOCAL     ] Saved configuration for AVB: 2 features, 70.00% accuracy -> ./output/feature-sets/AVB.json
[2025-10-10T22:59:16.793323] [INFO ] [CONFIGURE ] AVB: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T22:59:16.793374] [INFO ] [sig       ] [19/220] Successfully configured AVB | 0.02 sym/s | Total: 13.6m | ETA: 2.4h
[2025-10-10T22:59:16.793465] [INFO ] [sig       ] [20/220] Configuring AVNT...
[2025-10-10T22:59:16.793539] [INFO ] [CONFIGURE ] AVNT: Configurate test run.
[2025-10-10T22:59:16.793622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-10-10T22:59:16.810516] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVNT'.
[2025-10-10T22:59:16.810917] [INFO ] [CONFIGURE ] AVNT: Testing with 29 available features
[2025-10-10T22:59:16.810973] [INFO ] [CONFIGURE ] AVNT: Establishing baseline with no features...
[2025-10-10T22:59:16.922693] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:17.044750] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:17.166281] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:17.283848] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:17.402067] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:17.533919] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:17.647659] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:17.762077] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:17.879506] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:59:17.995516] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:17.995706] [INFO ] [CONFIGURE ] AVNT: Baseline score (no features): 30.00%
[2025-10-10T22:59:17.995768] [INFO ] [CONFIGURE ] AVNT: Testing feature 1/29: add_bollinger_bands
[2025-10-10T22:59:17.995804] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_bollinger_bands']
[2025-10-10T22:59:18.125001] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:18.251881] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:18.381904] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:18.511250] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:18.637272] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:18.762821] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:18.892668] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.022712] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.151047] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.281840] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.282007] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T22:59:19.282050] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5830 tests
[2025-10-10T22:59:19.282084] [INFO ] [CONFIGURE ] AVNT: Testing feature 2/29: add_cumulative_delta
[2025-10-10T22:59:19.282113] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_cumulative_delta']
[2025-10-10T22:59:19.410197] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:19.544813] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.673369] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:19.821471] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:19.955512] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:20.109090] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:20.287966] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:20.430989] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:20.581519] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:20.732050] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:20.732370] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T22:59:20.732428] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5829 tests
[2025-10-10T22:59:20.732468] [INFO ] [CONFIGURE ] AVNT: Testing feature 3/29: add_daily_returns
[2025-10-10T22:59:20.732502] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_daily_returns']
[2025-10-10T22:59:20.856932] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:20.977446] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.101552] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:21.222180] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.347104] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:21.475459] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.609052] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:21.736844] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.857039] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.976728] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:21.976908] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T22:59:21.976971] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5828 tests
[2025-10-10T22:59:21.977008] [INFO ] [CONFIGURE ] AVNT: Testing feature 4/29: add_ema
[2025-10-10T22:59:21.977039] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_ema']
[2025-10-10T22:59:22.110780] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:22.244313] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:22.373145] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:22.503599] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:22.634338] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:22.770108] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:22.908662] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:23.041636] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:23.171884] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:23.342961] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:23.343179] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_ema (score: 30.00%)
[2025-10-10T22:59:23.343238] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5827 tests
[2025-10-10T22:59:23.343276] [INFO ] [CONFIGURE ] AVNT: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T22:59:23.343308] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T22:59:23.479300] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:23.621968] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:23.757843] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:23.905495] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:24.053535] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:24.194228] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:24.331212] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:24.463150] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:24.595349] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:59:24.728758] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:24.728984] [INFO ] [CONFIGURE ] AVNT: KEPT add_exhaustion_signals (score: 40.00%)
[2025-10-10T22:59:24.729035] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5826 tests
[2025-10-10T22:59:24.729070] [INFO ] [CONFIGURE ] AVNT: Testing feature 6/29: add_failed_moves
[2025-10-10T22:59:24.729148] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T22:59:24.866956] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:25.005605] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:25.141909] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:25.280763] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:25.429476] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:25.570895] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:25.712329] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:25.854458] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:25.995287] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:59:26.139931] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:26.140104] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T22:59:26.140148] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5825 tests
[2025-10-10T22:59:26.140185] [INFO ] [CONFIGURE ] AVNT: Testing feature 7/29: add_lag_shelf
[2025-10-10T22:59:26.140216] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T22:59:26.267749] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:26.398675] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:26.532530] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:26.665539] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:26.798276] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:26.933475] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:27.068051] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:27.204802] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:27.340198] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:59:27.472549] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:27.472724] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T22:59:27.472781] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5824 tests
[2025-10-10T22:59:27.472818] [INFO ] [CONFIGURE ] AVNT: Testing feature 8/29: add_macd
[2025-10-10T22:59:27.472851] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T22:59:27.622005] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:27.777019] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:27.929635] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:28.079493] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:28.238157] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:28.395033] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:28.551443] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:28.706559] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:28.862178] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T22:59:29.022308] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:29.022515] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_macd (score: 30.00%)
[2025-10-10T22:59:29.022578] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5823 tests
[2025-10-10T22:59:29.022695] [INFO ] [CONFIGURE ] AVNT: Testing feature 9/29: add_mfi
[2025-10-10T22:59:29.022742] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T22:59:29.163371] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:29.308965] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:29.453440] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:29.601411] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:29.747127] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:29.893586] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:30.046078] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:30.200513] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:30.356175] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:30.513959] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:30.514243] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_mfi (score: 30.00%)
[2025-10-10T22:59:30.514294] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5822 tests
[2025-10-10T22:59:30.514333] [INFO ] [CONFIGURE ] AVNT: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T22:59:30.514367] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T22:59:30.696447] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:30.868730] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:31.048354] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:31.233919] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:31.426279] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:31.653008] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:31.916441] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:32.126226] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:32.321707] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:32.519535] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:32.519791] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T22:59:32.519847] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5821 tests
[2025-10-10T22:59:32.519886] [INFO ] [CONFIGURE ] AVNT: Testing feature 11/29: add_obv_daily
[2025-10-10T22:59:32.519918] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T22:59:32.684850] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:32.850662] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:33.005515] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:33.149401] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:33.300143] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:33.453990] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:33.603593] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:33.757511] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:33.905499] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:34.057069] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:34.057243] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T22:59:34.057288] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5820 tests
[2025-10-10T22:59:34.057324] [INFO ] [CONFIGURE ] AVNT: Testing feature 12/29: add_obv_interval
[2025-10-10T22:59:34.057356] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T22:59:34.200315] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:34.353201] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:34.497465] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:34.642373] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:34.790512] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:34.953216] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:35.102900] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:35.253321] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:35.392753] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:35.539169] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:35.539396] [INFO ] [CONFIGURE ] AVNT: KEPT add_obv_interval (score: 50.00%)
[2025-10-10T22:59:35.539455] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5819 tests
[2025-10-10T22:59:35.539494] [INFO ] [CONFIGURE ] AVNT: Testing feature 13/29: add_opening_strength
[2025-10-10T22:59:35.539527] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T22:59:35.696776] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:35.865513] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:36.032000] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:36.198693] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:36.366365] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:36.537033] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:36.701954] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:36.857933] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:37.022035] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:37.193334] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:37.193630] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T22:59:37.193727] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5818 tests
[2025-10-10T22:59:37.193812] [INFO ] [CONFIGURE ] AVNT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T22:59:37.193875] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T22:59:37.361714] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:37.526177] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:37.690032] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:37.857421] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:38.026322] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:38.198985] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:38.376090] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:38.555991] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:38.725551] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:38.895336] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:38.895494] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T22:59:38.895538] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5817 tests
[2025-10-10T22:59:38.895575] [INFO ] [CONFIGURE ] AVNT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T22:59:38.895607] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T22:59:39.047160] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:39.199598] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:39.347011] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:39.490672] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:39.643985] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:39.793828] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:39.947162] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:40.107925] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:40.265309] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:40.410604] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:40.410758] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T22:59:40.410827] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5816 tests
[2025-10-10T22:59:40.410885] [INFO ] [CONFIGURE ] AVNT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T22:59:40.410919] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T22:59:40.563110] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:40.714880] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:40.869633] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:41.017831] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:41.168423] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:41.324515] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:41.513687] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:41.663443] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:41.815292] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:41.970277] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:41.970466] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T22:59:41.970528] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5815 tests
[2025-10-10T22:59:41.970567] [INFO ] [CONFIGURE ] AVNT: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T22:59:41.970598] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T22:59:42.125799] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:42.277096] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:42.427876] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:42.583571] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:42.734534] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:42.887060] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:43.038817] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:43.198498] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:43.351919] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:43.506137] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:43.506298] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T22:59:43.506344] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5814 tests
[2025-10-10T22:59:43.506381] [INFO ] [CONFIGURE ] AVNT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T22:59:43.506411] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T22:59:43.645044] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:43.790440] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:43.931506] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:44.071886] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:44.211962] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:44.358114] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:44.502524] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:44.645567] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:44.789446] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:44.935510] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:44.935741] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T22:59:44.935800] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5813 tests
[2025-10-10T22:59:44.935837] [INFO ] [CONFIGURE ] AVNT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T22:59:44.935868] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T22:59:45.074027] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:45.223545] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:45.378136] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:45.557174] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:45.714671] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:45.873349] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:46.032685] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:46.193734] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:46.350619] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:46.506730] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:46.507020] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T22:59:46.507082] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5812 tests
[2025-10-10T22:59:46.507122] [INFO ] [CONFIGURE ] AVNT: Testing feature 20/29: add_price_rejection
[2025-10-10T22:59:46.507155] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection']
[2025-10-10T22:59:46.668521] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:46.836537] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:47.006442] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:47.198527] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:47.370002] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:47.545067] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:47.727271] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:47.926507] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:48.106471] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:48.293306] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:48.293561] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T22:59:48.293614] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5811 tests
[2025-10-10T22:59:48.293711] [INFO ] [CONFIGURE ] AVNT: Testing feature 21/29: add_range_position
[2025-10-10T22:59:48.293771] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position']
[2025-10-10T22:59:48.475861] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:48.658864] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:48.828925] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:49.005079] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:49.185180] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:49.370236] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:49.567177] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:49.750928] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:49.933299] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:50.120212] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:50.120446] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T22:59:50.120493] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5810 tests
[2025-10-10T22:59:50.120530] [INFO ] [CONFIGURE ] AVNT: Testing feature 22/29: add_realized_volatility
[2025-10-10T22:59:50.120563] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility']
[2025-10-10T22:59:50.320449] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:50.503099] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:50.708812] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:50.890866] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:51.073786] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:51.258436] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:51.438465] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:51.621867] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:51.825263] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:52.009461] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:52.009675] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T22:59:52.009737] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5809 tests
[2025-10-10T22:59:52.009778] [INFO ] [CONFIGURE ] AVNT: Testing feature 23/29: add_recent_range_context
[2025-10-10T22:59:52.009811] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context']
[2025-10-10T22:59:52.171895] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:52.330568] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:52.486446] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:52.641220] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:52.797797] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:52.957940] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:53.121576] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:53.286800] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:53.448010] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:53.605162] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:53.605348] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T22:59:53.605410] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5808 tests
[2025-10-10T22:59:53.605457] [INFO ] [CONFIGURE ] AVNT: Testing feature 24/29: add_rsi
[2025-10-10T22:59:53.605513] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-10T22:59:53.778325] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:53.986114] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T22:59:54.169973] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:54.342865] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T22:59:54.506219] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:54.674957] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:54.839617] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T22:59:55.005425] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:55.187951] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:55.369551] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:55.369744] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T22:59:55.369799] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5807 tests
[2025-10-10T22:59:55.369836] [INFO ] [CONFIGURE ] AVNT: Testing feature 25/29: add_tick_distribution
[2025-10-10T22:59:55.369869] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution']
[2025-10-10T22:59:55.522926] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:55.668155] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:55.821183] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T22:59:55.984479] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:56.131366] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:56.282329] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T22:59:56.429883] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:56.581569] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:56.732887] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:56.884821] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:56.884987] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T22:59:56.885047] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5806 tests
[2025-10-10T22:59:56.885107] [INFO ] [CONFIGURE ] AVNT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T22:59:56.885142] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-10T22:59:57.036755] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:57.191411] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:57.349955] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:57.501112] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:57.652921] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:57.806836] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:57.968046] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:58.129715] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T22:59:58.285980] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T22:59:58.443145] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T22:59:58.443340] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T22:59:58.443408] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5805 tests
[2025-10-10T22:59:58.443469] [INFO ] [CONFIGURE ] AVNT: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T22:59:58.443503] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-10T22:59:58.603599] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T22:59:58.767438] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T22:59:58.936815] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T22:59:59.107128] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T22:59:59.278789] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T22:59:59.469174] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T22:59:59.652570] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T22:59:59.828967] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:00.043459] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:00.236729] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:00.237137] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:00:00.237207] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5804 tests
[2025-10-10T23:00:00.237250] [INFO ] [CONFIGURE ] AVNT: Testing feature 28/29: add_volume_profile
[2025-10-10T23:00:00.237283] [INFO ] [CONFIGURE ] AVNT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile']
[2025-10-10T23:00:00.408245] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:00.570468] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:00:00.741466] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:00.895395] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:01.046503] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:01.200535] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:01.360963] [DEBUG] [FORECASTER] AVNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:01.521056] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:01.686766] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:01.900224] [DEBUG] [FORECASTER] AVNT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:01.900430] [INFO ] [CONFIGURE ] AVNT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:00:01.900476] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5803 tests
[2025-10-10T23:00:01.900534] [INFO ] [CONFIGURE ] AVNT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:00:01.900592] [INFO ] [CONFIGURE ] AVNT: Best accuracy: 50.00%
[2025-10-10T23:00:01.900629] [INFO ] [CONFIGURE ] AVNT: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:00:01.900703] [INFO ] [CONFIGURE ] AVNT: Improvement over baseline: 20.00%
[2025-10-10T23:00:01.900753] [INFO ] [CONFIGURE ] AVNT: Total time: 43.9 seconds
[2025-10-10T23:00:01.900815] [INFO ] [CONFIGURE ] AVNT: Average time per feature: 1.6 seconds
[2025-10-10T23:00:01.900849] [INFO ] [CONFIGURE ] AVNT: Average speed: 0.66 features/sec
[2025-10-10T23:00:01.901504] [INFO ] [LOCAL     ] Saved configuration for AVNT: 3 features, 50.00% accuracy -> ./output/feature-sets/AVNT.json
[2025-10-10T23:00:01.901575] [INFO ] [CONFIGURE ] AVNT: Configuration saved successfully: 3 features, 50.00% accuracy.
[2025-10-10T23:00:01.901634] [INFO ] [sig       ] [20/220] Successfully configured AVNT | 0.02 sym/s | Total: 14.3m | ETA: 2.4h
[2025-10-10T23:00:01.901738] [INFO ] [sig       ] [21/220] Configuring AWP...
[2025-10-10T23:00:01.901829] [INFO ] [CONFIGURE ] AWP: Configurate test run.
[2025-10-10T23:00:01.901903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-10-10T23:00:01.920057] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWP'.
[2025-10-10T23:00:01.920616] [INFO ] [CONFIGURE ] AWP: Testing with 29 available features
[2025-10-10T23:00:01.920700] [INFO ] [CONFIGURE ] AWP: Establishing baseline with no features...
[2025-10-10T23:00:02.031408] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:02.141135] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:02.247881] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:02.361258] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:02.467474] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:02.576192] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:02.684581] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:02.796784] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:02.926760] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:03.077903] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:03.078069] [INFO ] [CONFIGURE ] AWP: Baseline score (no features): 40.00%
[2025-10-10T23:00:03.078114] [INFO ] [CONFIGURE ] AWP: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:00:03.078148] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:00:03.198074] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:03.319181] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:00:03.436470] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:03.562727] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:03.680960] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:03.806581] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:03.929945] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:04.054375] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:04.175961] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:04.309002] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:04.309216] [INFO ] [CONFIGURE ] AWP: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:00:04.309281] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5802 tests
[2025-10-10T23:00:04.309321] [INFO ] [CONFIGURE ] AWP: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:00:04.309354] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:00:04.445375] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:04.579553] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:04.704609] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:04.830472] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:04.957279] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:05.084006] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:05.225990] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:05.378829] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:05.521009] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:05.664491] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:05.664777] [INFO ] [CONFIGURE ] AWP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:00:05.664832] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5801 tests
[2025-10-10T23:00:05.664874] [INFO ] [CONFIGURE ] AWP: Testing feature 3/29: add_daily_returns
[2025-10-10T23:00:05.664913] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_daily_returns']
[2025-10-10T23:00:05.784500] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:06.048370] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:06.174837] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:06.308844] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:06.436395] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:06.576856] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:06.706492] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:06.840141] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:06.974119] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:07.115157] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:07.115370] [INFO ] [CONFIGURE ] AWP: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:00:07.115443] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5800 tests
[2025-10-10T23:00:07.115504] [INFO ] [CONFIGURE ] AWP: Testing feature 4/29: add_ema
[2025-10-10T23:00:07.115538] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_ema']
[2025-10-10T23:00:07.252158] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:07.405418] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:07.551833] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:07.695531] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:07.836293] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:07.985183] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:08.121169] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:08.259413] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:08.401532] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:08.557573] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:08.557881] [INFO ] [CONFIGURE ] AWP: DISCARDED add_ema (score: 20.00%)
[2025-10-10T23:00:08.557937] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5799 tests
[2025-10-10T23:00:08.557980] [INFO ] [CONFIGURE ] AWP: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:00:08.558017] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:00:08.720152] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:08.858722] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:00:08.995831] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:09.174110] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:09.316904] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:09.453960] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:09.597734] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:09.740535] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:09.879482] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:10.020050] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:10.020228] [INFO ] [CONFIGURE ] AWP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:00:10.020271] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5798 tests
[2025-10-10T23:00:10.020307] [INFO ] [CONFIGURE ] AWP: Testing feature 6/29: add_failed_moves
[2025-10-10T23:00:10.020339] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_failed_moves']
[2025-10-10T23:00:10.141288] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:10.263690] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:10.389792] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:10.509805] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:10.628291] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:10.745053] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:10.872569] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:10.997082] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:11.126133] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:11.250913] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:11.251075] [INFO ] [CONFIGURE ] AWP: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:00:11.251118] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5797 tests
[2025-10-10T23:00:11.251174] [INFO ] [CONFIGURE ] AWP: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:00:11.251231] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_lag_shelf']
[2025-10-10T23:00:11.362315] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:11.474673] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:11.577172] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:11.678744] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:11.783215] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:11.885724] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:11.988150] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:12.090555] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:12.201482] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:12.306261] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:12.306408] [INFO ] [CONFIGURE ] AWP: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:00:12.306450] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5796 tests
[2025-10-10T23:00:12.306483] [INFO ] [CONFIGURE ] AWP: Testing feature 8/29: add_macd
[2025-10-10T23:00:12.306513] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:00:12.445416] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:12.593917] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:12.738339] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:12.923492] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:13.069486] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:13.234311] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:13.406529] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:13.572374] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:13.731918] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:13.885544] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:00:13.885736] [INFO ] [CONFIGURE ] AWP: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:00:13.885797] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5795 tests
[2025-10-10T23:00:13.885837] [INFO ] [CONFIGURE ] AWP: Testing feature 9/29: add_mfi
[2025-10-10T23:00:13.885868] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_mfi']
[2025-10-10T23:00:14.028198] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:14.158420] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:14.281231] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:14.404851] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:14.528248] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:14.652122] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:14.779455] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:14.907827] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:15.034454] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:15.152977] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:15.153152] [INFO ] [CONFIGURE ] AWP: DISCARDED add_mfi (score: 10.00%)
[2025-10-10T23:00:15.153230] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5794 tests
[2025-10-10T23:00:15.153294] [INFO ] [CONFIGURE ] AWP: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:00:15.153351] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:00:15.287534] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:15.422687] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:15.556695] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:15.686327] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:15.815976] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:15.955523] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:16.091192] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:16.237526] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:16.377135] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:16.520302] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:16.520483] [INFO ] [CONFIGURE ] AWP: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T23:00:16.520528] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5793 tests
[2025-10-10T23:00:16.520565] [INFO ] [CONFIGURE ] AWP: Testing feature 11/29: add_obv_daily
[2025-10-10T23:00:16.520597] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_obv_daily']
[2025-10-10T23:00:16.634324] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:16.770375] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:16.881561] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:16.993900] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:17.107755] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:17.231149] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:17.343589] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:17.455522] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:17.572145] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:17.686270] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:17.686495] [INFO ] [CONFIGURE ] AWP: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T23:00:17.686545] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5792 tests
[2025-10-10T23:00:17.686580] [INFO ] [CONFIGURE ] AWP: Testing feature 12/29: add_obv_interval
[2025-10-10T23:00:17.686634] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_obv_interval']
[2025-10-10T23:00:17.797903] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:17.908401] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:18.017506] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:18.131993] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:18.241344] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:18.361457] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:18.491481] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:18.606258] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:18.727760] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:18.854971] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:18.855372] [INFO ] [CONFIGURE ] AWP: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-10T23:00:18.855430] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5791 tests
[2025-10-10T23:00:18.855468] [INFO ] [CONFIGURE ] AWP: Testing feature 13/29: add_opening_strength
[2025-10-10T23:00:18.855500] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:00:18.995444] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:19.132431] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:19.273728] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:19.399861] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:19.523211] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:19.649325] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:19.775692] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:19.903489] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:20.034107] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:20.162499] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:20.162700] [INFO ] [CONFIGURE ] AWP: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:00:20.162759] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5790 tests
[2025-10-10T23:00:20.162797] [INFO ] [CONFIGURE ] AWP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:00:20.162828] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:00:20.292849] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:20.424530] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:20.555939] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:20.686177] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:20.816378] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:20.947398] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:21.078103] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:21.212246] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:21.349906] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:21.486731] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:21.486910] [INFO ] [CONFIGURE ] AWP: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-10T23:00:21.486979] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5789 tests
[2025-10-10T23:00:21.487019] [INFO ] [CONFIGURE ] AWP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:00:21.487051] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:00:21.599331] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:00:21.715928] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:21.831102] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:21.945957] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:22.060197] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:22.178283] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:22.308615] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:22.426724] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:22.543784] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:22.662354] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:22.662530] [INFO ] [CONFIGURE ] AWP: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-10T23:00:22.662574] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5788 tests
[2025-10-10T23:00:22.662609] [INFO ] [CONFIGURE ] AWP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:00:22.662639] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:00:22.789313] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:22.917416] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:23.042368] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:23.181953] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:23.324506] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:23.493326] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:23.646232] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:23.833322] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:24.026625] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:24.196166] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:24.196391] [INFO ] [CONFIGURE ] AWP: KEPT add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:00:24.196456] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5787 tests
[2025-10-10T23:00:24.196498] [INFO ] [CONFIGURE ] AWP: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:00:24.196532] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-10T23:00:24.361914] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:24.505720] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:24.641366] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:24.780341] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:24.915254] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:25.051507] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:25.185108] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:25.331035] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:25.470136] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:25.610991] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:25.611161] [INFO ] [CONFIGURE ] AWP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:00:25.611207] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5786 tests
[2025-10-10T23:00:25.611244] [INFO ] [CONFIGURE ] AWP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:00:25.611277] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T23:00:25.731095] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:25.853948] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:25.977844] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:26.104463] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:26.224415] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:26.346834] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:26.468944] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:26.600154] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:26.732329] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:26.869574] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:26.869780] [INFO ] [CONFIGURE ] AWP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:00:26.869833] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5785 tests
[2025-10-10T23:00:26.869870] [INFO ] [CONFIGURE ] AWP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:00:26.869903] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-10T23:00:26.988294] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:27.111829] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:27.233065] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:27.354451] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:27.472319] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:27.608228] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:27.732621] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:27.857990] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:27.984427] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:28.109495] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:28.109715] [INFO ] [CONFIGURE ] AWP: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-10T23:00:28.109773] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5784 tests
[2025-10-10T23:00:28.109813] [INFO ] [CONFIGURE ] AWP: Testing feature 20/29: add_price_rejection
[2025-10-10T23:00:28.109845] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-10T23:00:28.240374] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:28.374828] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:28.510814] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:28.645542] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:28.785616] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:28.917503] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:29.069684] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:29.223930] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:29.366682] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:29.508222] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:29.508409] [INFO ] [CONFIGURE ] AWP: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-10T23:00:29.508455] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5783 tests
[2025-10-10T23:00:29.508492] [INFO ] [CONFIGURE ] AWP: Testing feature 21/29: add_range_position
[2025-10-10T23:00:29.508523] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-10-10T23:00:29.651793] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:00:29.791208] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:29.929704] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:30.070490] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:30.211583] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:30.353809] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:30.503250] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:30.653230] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:30.795180] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:30.943616] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:30.943820] [INFO ] [CONFIGURE ] AWP: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T23:00:30.943869] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5782 tests
[2025-10-10T23:00:30.943904] [INFO ] [CONFIGURE ] AWP: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:00:30.943935] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-10T23:00:31.099327] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:31.251916] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:31.407982] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:31.563056] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:31.721265] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:31.878998] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:32.031135] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:32.183936] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:32.336020] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:32.490785] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:32.490926] [INFO ] [CONFIGURE ] AWP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:00:32.490971] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5781 tests
[2025-10-10T23:00:32.491006] [INFO ] [CONFIGURE ] AWP: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:00:32.491037] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-10T23:00:32.614465] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:32.743225] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:32.871258] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:33.000114] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:33.130391] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:33.257943] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:33.384053] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:33.512346] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:33.677447] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:33.812215] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:33.812373] [INFO ] [CONFIGURE ] AWP: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-10T23:00:33.812417] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5780 tests
[2025-10-10T23:00:33.812451] [INFO ] [CONFIGURE ] AWP: Testing feature 24/29: add_rsi
[2025-10-10T23:00:33.812482] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-10T23:00:33.959332] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:34.106329] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:34.261630] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:34.411338] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:34.558408] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:34.706449] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:34.855245] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:34.997989] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:35.159089] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:35.325297] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:35.325486] [INFO ] [CONFIGURE ] AWP: DISCARDED add_rsi (score: 20.00%)
[2025-10-10T23:00:35.325533] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5779 tests
[2025-10-10T23:00:35.325571] [INFO ] [CONFIGURE ] AWP: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:00:35.325630] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-10T23:00:35.455154] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:35.584106] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:35.729961] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:35.864960] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:36.003639] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:36.133225] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:36.261063] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:36.388866] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:36.530709] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:36.684658] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:36.684832] [INFO ] [CONFIGURE ] AWP: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:00:36.684877] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5778 tests
[2025-10-10T23:00:36.684911] [INFO ] [CONFIGURE ] AWP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:00:36.684941] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-10T23:00:36.810412] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:36.937327] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:37.069473] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:37.198279] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:37.334333] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:37.464814] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:37.593838] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:37.726430] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:37.852120] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:37.978406] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:37.978609] [INFO ] [CONFIGURE ] AWP: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-10T23:00:37.978734] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5777 tests
[2025-10-10T23:00:37.978805] [INFO ] [CONFIGURE ] AWP: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:00:37.978841] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-10T23:00:38.110142] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:38.251925] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:38.391289] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:38.546616] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:38.685882] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:38.832116] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:38.973933] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:39.115484] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:39.262539] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:39.411600] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:39.411855] [INFO ] [CONFIGURE ] AWP: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-10T23:00:39.411911] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5776 tests
[2025-10-10T23:00:39.411952] [INFO ] [CONFIGURE ] AWP: Testing feature 28/29: add_volume_profile
[2025-10-10T23:00:39.411985] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-10T23:00:39.542759] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:39.671155] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:00:39.801357] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:00:39.938227] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:40.069060] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:40.201012] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:40.338397] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:40.476170] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:40.612582] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:40.744450] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:40.744614] [INFO ] [CONFIGURE ] AWP: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-10T23:00:40.744695] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5775 tests
[2025-10-10T23:00:40.744746] [INFO ] [CONFIGURE ] AWP: Testing feature 29/29: add_vwap
[2025-10-10T23:00:40.744781] [INFO ] [CONFIGURE ] AWP: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-10-10T23:00:40.877829] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:00:41.014868] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:00:41.147811] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:00:41.277374] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:41.406842] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:41.538265] [DEBUG] [FORECASTER] AWP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:00:41.672008] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:41.803878] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:00:41.936627] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:42.069187] [DEBUG] [FORECASTER] AWP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:42.069349] [INFO ] [CONFIGURE ] AWP: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:00:42.069395] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5774 tests
[2025-10-10T23:00:42.069461] [INFO ] [CONFIGURE ] AWP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:00:42.069518] [INFO ] [CONFIGURE ] AWP: Best accuracy: 50.00%
[2025-10-10T23:00:42.069553] [INFO ] [CONFIGURE ] AWP: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-10-10T23:00:42.069606] [INFO ] [CONFIGURE ] AWP: Improvement over baseline: 10.00%
[2025-10-10T23:00:42.069635] [INFO ] [CONFIGURE ] AWP: Total time: 39.0 seconds
[2025-10-10T23:00:42.069706] [INFO ] [CONFIGURE ] AWP: Average time per feature: 1.3 seconds
[2025-10-10T23:00:42.069743] [INFO ] [CONFIGURE ] AWP: Average speed: 0.74 features/sec
[2025-10-10T23:00:42.070335] [INFO ] [LOCAL     ] Saved configuration for AWP: 1 features, 50.00% accuracy -> ./output/feature-sets/AWP.json
[2025-10-10T23:00:42.070389] [INFO ] [CONFIGURE ] AWP: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-10T23:00:42.070447] [INFO ] [sig       ] [21/220] Successfully configured AWP | 0.02 sym/s | Total: 15.0m | ETA: 2.4h
[2025-10-10T23:00:42.070523] [INFO ] [sig       ] [22/220] Configuring AX...
[2025-10-10T23:00:42.070593] [INFO ] [CONFIGURE ] AX: Configurate test run.
[2025-10-10T23:00:42.070687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'.
[2025-10-10T23:00:42.086201] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AX'.
[2025-10-10T23:00:42.086588] [INFO ] [CONFIGURE ] AX: Testing with 29 available features
[2025-10-10T23:00:42.086675] [INFO ] [CONFIGURE ] AX: Establishing baseline with no features...
[2025-10-10T23:00:42.197013] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:42.302508] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:42.408105] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:42.517319] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:42.623058] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:42.762276] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:42.867512] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:42.975987] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:43.089402] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:43.205178] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:43.205348] [INFO ] [CONFIGURE ] AX: Baseline score (no features): 60.00%
[2025-10-10T23:00:43.205392] [INFO ] [CONFIGURE ] AX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:00:43.205425] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:00:43.324281] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:00:43.439442] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:43.561070] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:43.678315] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:43.796771] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:43.918793] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:44.035901] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:44.155116] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:44.278058] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:00:44.398835] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:44.399028] [INFO ] [CONFIGURE ] AX: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T23:00:44.399077] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5773 tests
[2025-10-10T23:00:44.399190] [INFO ] [CONFIGURE ] AX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:00:44.399242] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:00:44.527734] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:44.649593] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:44.780501] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:44.902504] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:45.025371] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:45.148354] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:00:45.278035] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:45.401182] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:45.524933] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:45.649530] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:45.649767] [INFO ] [CONFIGURE ] AX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:00:45.649824] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5772 tests
[2025-10-10T23:00:45.649859] [INFO ] [CONFIGURE ] AX: Testing feature 3/29: add_daily_returns
[2025-10-10T23:00:45.649888] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_daily_returns']
[2025-10-10T23:00:45.757765] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:45.865822] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:45.974045] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:46.083207] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:46.192052] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:46.301508] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:46.411045] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:46.521197] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:46.632352] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:46.742115] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:46.742246] [INFO ] [CONFIGURE ] AX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:00:46.742289] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5771 tests
[2025-10-10T23:00:46.742324] [INFO ] [CONFIGURE ] AX: Testing feature 4/29: add_ema
[2025-10-10T23:00:46.742354] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_ema']
[2025-10-10T23:00:46.862833] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:46.984521] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:47.107816] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:47.235286] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:47.357065] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:47.480029] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:47.604624] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:47.735859] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:47.860479] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:47.984135] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:47.984286] [INFO ] [CONFIGURE ] AX: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:00:47.984331] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5770 tests
[2025-10-10T23:00:47.984366] [INFO ] [CONFIGURE ] AX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:00:47.984396] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:00:48.111930] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:48.245968] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:48.380806] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:48.509474] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:48.640963] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:48.779298] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:00:48.913085] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:49.044777] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:49.181659] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:49.318311] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:49.318478] [INFO ] [CONFIGURE ] AX: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:00:49.318523] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5769 tests
[2025-10-10T23:00:49.318559] [INFO ] [CONFIGURE ] AX: Testing feature 6/29: add_failed_moves
[2025-10-10T23:00:49.318588] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_failed_moves']
[2025-10-10T23:00:49.429274] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:49.544623] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:49.657257] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:49.769622] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:49.882329] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:50.000940] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:50.115580] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:50.227141] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:50.341510] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:50.457002] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:50.457172] [INFO ] [CONFIGURE ] AX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:00:50.457236] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5768 tests
[2025-10-10T23:00:50.457274] [INFO ] [CONFIGURE ] AX: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:00:50.457305] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_lag_shelf']
[2025-10-10T23:00:50.568574] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:50.674506] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:50.781011] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:50.885510] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:50.990184] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:51.096392] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:51.202291] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:51.307843] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:51.414229] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:51.520945] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:51.521108] [INFO ] [CONFIGURE ] AX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:00:51.521150] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5767 tests
[2025-10-10T23:00:51.521207] [INFO ] [CONFIGURE ] AX: Testing feature 8/29: add_macd
[2025-10-10T23:00:51.521263] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:00:51.662929] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:00:51.823460] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:51.971540] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:52.113872] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:52.259610] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:00:52.411778] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:00:52.560241] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:52.703873] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:52.848951] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:52.998961] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:52.999157] [INFO ] [CONFIGURE ] AX: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:00:52.999203] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5766 tests
[2025-10-10T23:00:52.999238] [INFO ] [CONFIGURE ] AX: Testing feature 9/29: add_mfi
[2025-10-10T23:00:52.999268] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_mfi']
[2025-10-10T23:00:53.116087] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:53.234287] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:53.353262] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:00:53.472073] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:53.595661] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:53.716433] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:53.837963] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:53.958945] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:54.082425] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:54.206681] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:54.206846] [INFO ] [CONFIGURE ] AX: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:00:54.206922] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5765 tests
[2025-10-10T23:00:54.206971] [INFO ] [CONFIGURE ] AX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:00:54.207033] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:00:54.340771] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:54.473528] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:54.609383] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:54.757563] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:54.951859] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:55.094940] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:55.230239] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:00:55.366252] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:55.508485] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:55.657483] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:00:55.657703] [INFO ] [CONFIGURE ] AX: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:00:55.657765] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5764 tests
[2025-10-10T23:00:55.657804] [INFO ] [CONFIGURE ] AX: Testing feature 11/29: add_obv_daily
[2025-10-10T23:00:55.657838] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-10T23:00:55.811504] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:55.960810] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:00:56.107048] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:56.256981] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:56.404101] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:56.556134] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:00:56.701990] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:56.848404] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.002041] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.154161] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.154350] [INFO ] [CONFIGURE ] AX: KEPT add_obv_daily (score: 80.00%)
[2025-10-10T23:00:57.154397] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5763 tests
[2025-10-10T23:00:57.154437] [INFO ] [CONFIGURE ] AX: Testing feature 12/29: add_obv_interval
[2025-10-10T23:00:57.154472] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:00:57.307812] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.459938] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:00:57.620784] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.768716] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:00:57.947236] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:58.096078] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:00:58.256274] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:00:58.413281] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:00:58.573519] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:00:58.733817] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:00:58.734038] [INFO ] [CONFIGURE ] AX: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:00:58.734101] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5762 tests
[2025-10-10T23:00:58.734142] [INFO ] [CONFIGURE ] AX: Testing feature 13/29: add_opening_strength
[2025-10-10T23:00:58.734175] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:00:58.897798] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:00:59.061425] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:00:59.224714] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:00:59.392122] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:00:59.559287] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:00:59.726225] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:00:59.894079] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:01:00.062808] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:00.235760] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:00.409937] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:00.410141] [INFO ] [CONFIGURE ] AX: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:01:00.410195] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5761 tests
[2025-10-10T23:01:00.410238] [INFO ] [CONFIGURE ] AX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:01:00.410276] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:01:00.588594] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:00.777123] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:01:00.944962] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:01.122228] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:01.341158] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:01.516215] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:01.701896] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:01.887747] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:02.065509] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:02.242435] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:01:02.242663] [INFO ] [CONFIGURE ] AX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:01:02.242727] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5760 tests
[2025-10-10T23:01:02.242766] [INFO ] [CONFIGURE ] AX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:01:02.242798] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:01:02.407719] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:02.569628] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:01:02.750701] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:01:02.935041] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:03.104144] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:03.272513] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:03.442308] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:03.608927] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:03.777635] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:03.943399] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:03.943678] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:01:03.943741] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5759 tests
[2025-10-10T23:01:03.943779] [INFO ] [CONFIGURE ] AX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:01:03.943812] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:01:04.121815] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:04.285243] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:04.447431] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:01:04.614496] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:04.779509] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:04.943097] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:05.109344] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:05.280432] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:05.451595] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:05.625788] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:05.625977] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:01:05.626021] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5758 tests
[2025-10-10T23:01:05.626056] [INFO ] [CONFIGURE ] AX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:01:05.626089] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:01:05.791850] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:05.946491] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:06.100467] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:06.259737] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:06.433948] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:06.589854] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:06.751095] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:06.913165] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:07.079363] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:07.239197] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:01:07.239386] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:01:07.239432] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5757 tests
[2025-10-10T23:01:07.239467] [INFO ] [CONFIGURE ] AX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:01:07.239500] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:01:07.389604] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:07.545613] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:01:07.697842] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:07.850372] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:08.000606] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:08.157048] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:08.311518] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:08.467109] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:08.629361] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:08.791522] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:01:08.791792] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:01:08.791853] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5756 tests
[2025-10-10T23:01:08.791891] [INFO ] [CONFIGURE ] AX: Testing feature 20/29: add_price_rejection
[2025-10-10T23:01:08.791925] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:01:08.952863] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:09.115004] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:09.284046] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:09.455563] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:09.621635] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:09.785170] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:09.951718] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.116135] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.283258] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.453565] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.453782] [INFO ] [CONFIGURE ] AX: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:01:10.453836] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5755 tests
[2025-10-10T23:01:10.453873] [INFO ] [CONFIGURE ] AX: Testing feature 21/29: add_range_position
[2025-10-10T23:01:10.453905] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:01:10.621606] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.795843] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:10.977161] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:11.154348] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:11.322925] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:11.494472] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:11.669760] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:01:11.853930] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:12.050924] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:01:12.238962] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:01:12.239197] [INFO ] [CONFIGURE ] AX: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:01:12.239249] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5754 tests
[2025-10-10T23:01:12.239287] [INFO ] [CONFIGURE ] AX: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:01:12.239320] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:01:12.427224] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:12.614254] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:12.805495] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:12.994743] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:13.188465] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:13.389526] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:13.585547] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:13.777800] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:13.972675] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:14.168262] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:14.168525] [INFO ] [CONFIGURE ] AX: KEPT add_realized_volatility (score: 100.00%)
[2025-10-10T23:01:14.168603] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5753 tests
[2025-10-10T23:01:14.168665] [INFO ] [CONFIGURE ] AX: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:01:14.168722] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:01:14.364571] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:14.561462] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:14.760120] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:14.968062] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:15.169427] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:15.370220] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:15.608948] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:15.874419] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:16.160811] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:01:16.428505] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:16.428778] [INFO ] [CONFIGURE ] AX: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-10T23:01:16.428836] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5752 tests
[2025-10-10T23:01:16.428888] [INFO ] [CONFIGURE ] AX: Testing feature 24/29: add_rsi
[2025-10-10T23:01:16.428946] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:01:16.666972] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:16.885928] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:17.097339] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:17.308376] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:17.519713] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:17.731506] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:17.945348] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:18.159783] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:18.376347] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:01:18.587473] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:18.587636] [INFO ] [CONFIGURE ] AX: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:01:18.587717] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5751 tests
[2025-10-10T23:01:18.587759] [INFO ] [CONFIGURE ] AX: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:01:18.587791] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:01:18.770220] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:18.956197] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:19.164605] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:19.371097] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:19.590271] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:19.812580] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:20.029856] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:20.247555] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:20.448142] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:20.659738] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:20.659917] [INFO ] [CONFIGURE ] AX: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-10T23:01:20.659964] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5750 tests
[2025-10-10T23:01:20.660001] [INFO ] [CONFIGURE ] AX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:01:20.660034] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:01:20.852437] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:21.042377] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:21.229199] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:21.422947] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:21.611998] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:21.803217] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:21.997503] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:22.192883] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:22.389580] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:22.583735] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:22.583909] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-10T23:01:22.583953] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5749 tests
[2025-10-10T23:01:22.583988] [INFO ] [CONFIGURE ] AX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:01:22.584019] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:01:22.784296] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:22.990317] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:23.198186] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:23.399115] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:23.602604] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:23.805188] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:24.007309] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:24.212143] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:24.419214] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:24.629566] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:24.629784] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-10T23:01:24.629836] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5748 tests
[2025-10-10T23:01:24.629872] [INFO ] [CONFIGURE ] AX: Testing feature 28/29: add_volume_profile
[2025-10-10T23:01:24.629903] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:01:24.822229] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:25.022728] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:25.226597] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:25.425852] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:25.619951] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:25.825521] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:26.022858] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:26.217815] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:26.413483] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:26.611676] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:26.611849] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-10T23:01:26.611895] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5747 tests
[2025-10-10T23:01:26.611948] [INFO ] [CONFIGURE ] AX: Testing feature 29/29: add_vwap
[2025-10-10T23:01:26.612004] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility', 'add_vwap']
[2025-10-10T23:01:26.803357] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:27.001696] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:27.211902] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:27.410668] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:27.607317] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:01:27.807435] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:28.019425] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:28.226664] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:28.429534] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:01:28.631554] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:01:28.631791] [INFO ] [CONFIGURE ] AX: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:01:28.631846] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5746 tests
[2025-10-10T23:01:28.631901] [INFO ] [CONFIGURE ] AX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:01:28.631959] [INFO ] [CONFIGURE ] AX: Best accuracy: 100.00%
[2025-10-10T23:01:28.631995] [INFO ] [CONFIGURE ] AX: Best feature set (4 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:01:28.632026] [INFO ] [CONFIGURE ] AX: Improvement over baseline: 40.00%
[2025-10-10T23:01:28.632055] [INFO ] [CONFIGURE ] AX: Total time: 45.4 seconds
[2025-10-10T23:01:28.632082] [INFO ] [CONFIGURE ] AX: Average time per feature: 1.6 seconds
[2025-10-10T23:01:28.632110] [INFO ] [CONFIGURE ] AX: Average speed: 0.64 features/sec
[2025-10-10T23:01:28.632750] [INFO ] [LOCAL     ] Saved configuration for AX: 4 features, 100.00% accuracy -> ./output/feature-sets/AX.json
[2025-10-10T23:01:28.632806] [INFO ] [CONFIGURE ] AX: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-10T23:01:28.632858] [INFO ] [sig       ] [22/220] Successfully configured AX | 0.02 sym/s | Total: 15.8m | ETA: 2.4h
[2025-10-10T23:01:28.632934] [INFO ] [sig       ] [23/220] Configuring AXP...
[2025-10-10T23:01:28.633005] [INFO ] [CONFIGURE ] AXP: Configurate test run.
[2025-10-10T23:01:28.633078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-10-10T23:01:28.648903] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXP'.
[2025-10-10T23:01:28.649395] [INFO ] [CONFIGURE ] AXP: Testing with 29 available features
[2025-10-10T23:01:28.649456] [INFO ] [CONFIGURE ] AXP: Establishing baseline with no features...
[2025-10-10T23:01:28.765909] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:28.872473] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:28.978671] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:01:29.086524] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:29.199768] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:29.313339] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:29.423232] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:29.537632] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:01:29.651212] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:29.763754] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:29.763939] [INFO ] [CONFIGURE ] AXP: Baseline score (no features): 70.00%
[2025-10-10T23:01:29.763985] [INFO ] [CONFIGURE ] AXP: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:01:29.764019] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:01:29.887618] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:30.023462] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:30.148275] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:30.276538] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:30.409988] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:30.535048] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:30.661473] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:30.784127] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:01:30.905441] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:31.034932] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:31.035111] [INFO ] [CONFIGURE ] AXP: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-10T23:01:31.035154] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5745 tests
[2025-10-10T23:01:31.035189] [INFO ] [CONFIGURE ] AXP: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:01:31.035220] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:01:31.191462] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:01:31.322772] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:31.456607] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:31.596636] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:31.768233] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:31.921898] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:32.066432] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:32.208439] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:01:32.349450] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:32.492808] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:32.493013] [INFO ] [CONFIGURE ] AXP: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-10T23:01:32.493077] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5744 tests
[2025-10-10T23:01:32.493116] [INFO ] [CONFIGURE ] AXP: Testing feature 3/29: add_daily_returns
[2025-10-10T23:01:32.493196] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:01:32.623851] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:32.749311] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:32.878429] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.009198] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.139145] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:01:33.272372] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:33.396430] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.519408] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.641322] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.767818] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:33.768051] [INFO ] [CONFIGURE ] AXP: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-10T23:01:33.768115] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5743 tests
[2025-10-10T23:01:33.768162] [INFO ] [CONFIGURE ] AXP: Testing feature 4/29: add_ema
[2025-10-10T23:01:33.768217] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:01:33.899538] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:01:34.029855] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:34.164978] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:34.303412] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:34.435593] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:01:34.568936] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:34.704140] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:34.843523] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:01:34.981421] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.118249] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.118439] [INFO ] [CONFIGURE ] AXP: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:01:35.118493] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5742 tests
[2025-10-10T23:01:35.118637] [INFO ] [CONFIGURE ] AXP: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:01:35.118718] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:01:35.260155] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.403385] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.546750] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.690393] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:35.839707] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:35.987813] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:36.140198] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:36.283297] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:36.433298] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:36.594586] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:36.594816] [INFO ] [CONFIGURE ] AXP: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-10T23:01:36.594879] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5741 tests
[2025-10-10T23:01:36.594917] [INFO ] [CONFIGURE ] AXP: Testing feature 6/29: add_failed_moves
[2025-10-10T23:01:36.594953] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:01:36.749870] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:36.908985] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:37.062297] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:37.241096] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:37.425859] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:37.624325] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:37.829896] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:37.987888] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.144174] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.298969] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.299183] [INFO ] [CONFIGURE ] AXP: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-10T23:01:38.299248] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5740 tests
[2025-10-10T23:01:38.299287] [INFO ] [CONFIGURE ] AXP: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:01:38.299320] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:01:38.443442] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.585916] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.727768] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:38.873999] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:39.019476] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:39.163570] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:39.307686] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:39.453927] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:39.598531] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:39.749259] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:39.749440] [INFO ] [CONFIGURE ] AXP: KEPT add_lag_shelf (score: 100.00%)
[2025-10-10T23:01:39.749486] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5739 tests
[2025-10-10T23:01:39.749522] [INFO ] [CONFIGURE ] AXP: Testing feature 8/29: add_macd
[2025-10-10T23:01:39.749555] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-10T23:01:39.912889] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:40.083582] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:40.249283] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:40.415278] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:01:40.586108] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:40.764379] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:40.943971] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.118870] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.302777] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.482525] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.482727] [INFO ] [CONFIGURE ] AXP: DISCARDED add_macd (score: 80.00%)
[2025-10-10T23:01:41.482784] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.4s/test | Remaining: 5738 tests
[2025-10-10T23:01:41.482843] [INFO ] [CONFIGURE ] AXP: Testing feature 9/29: add_mfi
[2025-10-10T23:01:41.482900] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-10-10T23:01:41.645467] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.818803] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:41.984279] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:42.151836] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:42.333101] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:42.501029] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:42.662837] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:42.824732] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:42.992617] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:43.161562] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:43.161755] [INFO ] [CONFIGURE ] AXP: DISCARDED add_mfi (score: 100.00%)
[2025-10-10T23:01:43.161808] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5737 tests
[2025-10-10T23:01:43.161845] [INFO ] [CONFIGURE ] AXP: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:01:43.161876] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:01:43.335305] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:43.512336] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:43.690238] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:43.869981] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:44.051220] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:44.234432] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:44.417008] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:44.601099] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:44.793785] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:44.977199] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:44.977415] [INFO ] [CONFIGURE ] AXP: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-10T23:01:44.977468] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5736 tests
[2025-10-10T23:01:44.977506] [INFO ] [CONFIGURE ] AXP: Testing feature 11/29: add_obv_daily
[2025-10-10T23:01:44.977539] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-10-10T23:01:45.134179] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:45.292436] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:45.450290] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:45.611763] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:45.773157] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:45.937971] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:46.093732] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:46.248877] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:46.405105] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:46.560696] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:46.560860] [INFO ] [CONFIGURE ] AXP: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-10T23:01:46.560905] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5735 tests
[2025-10-10T23:01:46.560940] [INFO ] [CONFIGURE ] AXP: Testing feature 12/29: add_obv_interval
[2025-10-10T23:01:46.560971] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-10-10T23:01:46.714858] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:46.865241] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:47.015302] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:47.173951] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:47.324716] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:47.473590] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:47.651217] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:47.829568] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:47.994308] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:48.150154] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:48.150366] [INFO ] [CONFIGURE ] AXP: DISCARDED add_obv_interval (score: 100.00%)
[2025-10-10T23:01:48.150417] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5734 tests
[2025-10-10T23:01:48.150456] [INFO ] [CONFIGURE ] AXP: Testing feature 13/29: add_opening_strength
[2025-10-10T23:01:48.150491] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:01:48.314527] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:48.477711] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:48.644178] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:48.819017] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:49.001582] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:49.180704] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:49.355807] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:49.524705] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:49.701975] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:49.864261] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:49.864424] [INFO ] [CONFIGURE ] AXP: DISCARDED add_opening_strength (score: 100.00%)
[2025-10-10T23:01:49.864468] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5733 tests
[2025-10-10T23:01:49.864503] [INFO ] [CONFIGURE ] AXP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:01:49.864535] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-10T23:01:50.028342] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:50.200278] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:50.371814] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:50.542828] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:50.715443] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:50.896193] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:51.063508] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:51.233566] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:51.405337] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:51.568169] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:51.568334] [INFO ] [CONFIGURE ] AXP: DISCARDED add_order_flow_imbalance (score: 100.00%)
[2025-10-10T23:01:51.568378] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5732 tests
[2025-10-10T23:01:51.568413] [INFO ] [CONFIGURE ] AXP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:01:51.568444] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-10T23:01:51.713533] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:51.861615] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:52.012897] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:52.172715] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:52.318850] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:52.464820] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:52.611820] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:52.758148] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:52.905071] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:53.056597] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:53.056811] [INFO ] [CONFIGURE ] AXP: DISCARDED add_pbf_morning_momentum (score: 100.00%)
[2025-10-10T23:01:53.056891] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5731 tests
[2025-10-10T23:01:53.056950] [INFO ] [CONFIGURE ] AXP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:01:53.056985] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-10T23:01:53.210835] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:53.371830] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:01:53.529517] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:53.688721] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:53.847716] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:54.006859] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:54.173477] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:54.341031] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:54.504456] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:54.664902] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:54.665085] [INFO ] [CONFIGURE ] AXP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:01:54.665130] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5730 tests
[2025-10-10T23:01:54.665164] [INFO ] [CONFIGURE ] AXP: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:01:54.665195] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-10T23:01:54.819467] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:54.980983] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:55.137531] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:55.293079] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:55.453312] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:55.612915] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:01:55.778179] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:55.941907] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.106242] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.270599] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.270798] [INFO ] [CONFIGURE ] AXP: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-10T23:01:56.270848] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5729 tests
[2025-10-10T23:01:56.270885] [INFO ] [CONFIGURE ] AXP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:01:56.270916] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-10T23:01:56.419317] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.582349] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.739728] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:56.896827] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:57.050020] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:57.202850] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:57.361845] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:57.517942] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:57.682132] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:57.854431] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:57.854632] [INFO ] [CONFIGURE ] AXP: DISCARDED add_pbf_volatility_5d (score: 100.00%)
[2025-10-10T23:01:57.854728] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5728 tests
[2025-10-10T23:01:57.854797] [INFO ] [CONFIGURE ] AXP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:01:57.854840] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-10T23:01:58.030332] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:58.203012] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:58.363945] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:01:58.518694] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:01:58.675728] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:01:58.837576] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:01:58.992343] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.139744] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.286149] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.445691] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.445852] [INFO ] [CONFIGURE ] AXP: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-10T23:01:59.445896] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5727 tests
[2025-10-10T23:01:59.445931] [INFO ] [CONFIGURE ] AXP: Testing feature 20/29: add_price_rejection
[2025-10-10T23:01:59.445964] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection']
[2025-10-10T23:01:59.608887] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.773579] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:01:59.936710] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:00.091439] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:00.247418] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:00.404025] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:02:00.570368] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:00.732932] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:00.895915] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.061347] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.061529] [INFO ] [CONFIGURE ] AXP: DISCARDED add_price_rejection (score: 100.00%)
[2025-10-10T23:02:01.061589] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5726 tests
[2025-10-10T23:02:01.061630] [INFO ] [CONFIGURE ] AXP: Testing feature 21/29: add_range_position
[2025-10-10T23:02:01.061698] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position']
[2025-10-10T23:02:01.228982] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.403154] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.575577] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.751350] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:01.920996] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:02.111149] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:02:02.290345] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:02.463451] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:02.632917] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:02.799366] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:02.799546] [INFO ] [CONFIGURE ] AXP: DISCARDED add_range_position (score: 90.00%)
[2025-10-10T23:02:02.799591] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5725 tests
[2025-10-10T23:02:02.799671] [INFO ] [CONFIGURE ] AXP: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:02:02.799730] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-10T23:02:02.980873] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:03.174200] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:03.370406] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:03.555224] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:03.747468] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:03.936400] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:02:04.128006] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:04.321089] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:04.523475] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:04.719075] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:04.719313] [INFO ] [CONFIGURE ] AXP: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-10T23:02:04.719378] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5724 tests
[2025-10-10T23:02:04.719418] [INFO ] [CONFIGURE ] AXP: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:02:04.719452] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-10T23:02:04.882057] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:05.075995] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:05.243949] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:05.410660] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:05.592774] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:05.758590] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:02:05.924750] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.091324] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.257199] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.424187] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.424354] [INFO ] [CONFIGURE ] AXP: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-10T23:02:06.424553] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5723 tests
[2025-10-10T23:02:06.424617] [INFO ] [CONFIGURE ] AXP: Testing feature 24/29: add_rsi
[2025-10-10T23:02:06.424701] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-10T23:02:06.605408] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.789400] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:06.974615] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:07.171403] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:07.352363] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:07.533850] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:02:07.720052] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:07.906675] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.089440] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.264023] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.264214] [INFO ] [CONFIGURE ] AXP: DISCARDED add_rsi (score: 100.00%)
[2025-10-10T23:02:08.264258] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5722 tests
[2025-10-10T23:02:08.264294] [INFO ] [CONFIGURE ] AXP: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:02:08.264325] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-10T23:02:08.415068] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.576392] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.734433] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:08.896469] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:09.056545] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:09.216522] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:02:09.377296] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:09.533874] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:09.690157] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:09.845179] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:09.845405] [INFO ] [CONFIGURE ] AXP: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-10T23:02:09.845463] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5721 tests
[2025-10-10T23:02:09.845501] [INFO ] [CONFIGURE ] AXP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:02:09.845534] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-10T23:02:09.998548] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:10.159300] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:10.310837] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:10.464868] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:10.622204] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:10.783414] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:02:10.967003] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:11.187387] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:11.354464] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:11.526775] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:11.527157] [INFO ] [CONFIGURE ] AXP: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-10T23:02:11.527221] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5720 tests
[2025-10-10T23:02:11.527280] [INFO ] [CONFIGURE ] AXP: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:02:11.527315] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-10T23:02:11.691077] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:11.855560] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:12.023299] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:12.207929] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:12.382951] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:12.563180] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:02:12.737130] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:12.915902] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:13.086362] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:13.262705] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:13.262940] [INFO ] [CONFIGURE ] AXP: DISCARDED add_volume_price_divergence (score: 100.00%)
[2025-10-10T23:02:13.263010] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5719 tests
[2025-10-10T23:02:13.263051] [INFO ] [CONFIGURE ] AXP: Testing feature 28/29: add_volume_profile
[2025-10-10T23:02:13.263084] [INFO ] [CONFIGURE ] AXP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile']
[2025-10-10T23:02:13.424383] [DEBUG] [FORECASTER] AXP: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:02:13.586714] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:13.744485] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:02:13.902167] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:14.058335] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:14.237177] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:02:14.395835] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:14.550783] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:02:14.706726] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:14.868946] [DEBUG] [FORECASTER] AXP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:14.869113] [INFO ] [CONFIGURE ] AXP: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-10T23:02:14.869156] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5718 tests
[2025-10-10T23:02:14.869217] [INFO ] [CONFIGURE ] AXP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:02:14.869273] [INFO ] [CONFIGURE ] AXP: Best accuracy: 100.00%
[2025-10-10T23:02:14.869308] [INFO ] [CONFIGURE ] AXP: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:02:14.869338] [INFO ] [CONFIGURE ] AXP: Improvement over baseline: 30.00%
[2025-10-10T23:02:14.869365] [INFO ] [CONFIGURE ] AXP: Total time: 45.1 seconds
[2025-10-10T23:02:14.869391] [INFO ] [CONFIGURE ] AXP: Average time per feature: 1.6 seconds
[2025-10-10T23:02:14.869418] [INFO ] [CONFIGURE ] AXP: Average speed: 0.64 features/sec
[2025-10-10T23:02:14.870131] [INFO ] [LOCAL     ] Saved configuration for AXP: 4 features, 100.00% accuracy -> ./output/feature-sets/AXP.json
[2025-10-10T23:02:14.870187] [INFO ] [CONFIGURE ] AXP: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-10T23:02:14.870265] [INFO ] [sig       ] [23/220] Successfully configured AXP | 0.02 sym/s | Total: 16.5m | ETA: 2.4h
[2025-10-10T23:02:14.870341] [INFO ] [sig       ] [24/220] Configuring BBU...
[2025-10-10T23:02:14.870410] [INFO ] [CONFIGURE ] BBU: Configurate test run.
[2025-10-10T23:02:14.870483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-10-10T23:02:14.885846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBU'.
[2025-10-10T23:02:14.886184] [INFO ] [CONFIGURE ] BBU: Testing with 29 available features
[2025-10-10T23:02:14.886239] [INFO ] [CONFIGURE ] BBU: Establishing baseline with no features...
[2025-10-10T23:02:14.993136] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:15.100253] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:15.205211] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:15.310257] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:15.415377] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:15.561066] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:15.665628] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:15.773571] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:15.889569] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:15.997695] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:15.997830] [INFO ] [CONFIGURE ] BBU: Baseline score (no features): 70.00%
[2025-10-10T23:02:15.997872] [INFO ] [CONFIGURE ] BBU: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:02:15.997925] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:02:16.115722] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:16.233174] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:16.350258] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:16.472412] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:16.591148] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:16.713049] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:16.834307] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:16.959206] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:17.081167] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:17.235725] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:17.235870] [INFO ] [CONFIGURE ] BBU: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:02:17.235913] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5717 tests
[2025-10-10T23:02:17.235948] [INFO ] [CONFIGURE ] BBU: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:02:17.235979] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:02:17.364944] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:17.494115] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:17.620419] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:17.746455] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:17.879032] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:02:18.012485] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:18.146882] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:18.277762] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:18.409954] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:18.542726] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:18.543001] [INFO ] [CONFIGURE ] BBU: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:02:18.543064] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5716 tests
[2025-10-10T23:02:18.543110] [INFO ] [CONFIGURE ] BBU: Testing feature 3/29: add_daily_returns
[2025-10-10T23:02:18.543165] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns']
[2025-10-10T23:02:18.652046] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:18.761178] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:18.873074] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:18.982872] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:19.094472] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:19.205290] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:19.316084] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:19.430863] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:19.538872] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:19.651017] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:19.651187] [INFO ] [CONFIGURE ] BBU: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:02:19.651230] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5715 tests
[2025-10-10T23:02:19.651264] [INFO ] [CONFIGURE ] BBU: Testing feature 4/29: add_ema
[2025-10-10T23:02:19.651295] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_ema']
[2025-10-10T23:02:19.771676] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:19.889482] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:20.007350] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:20.123950] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:20.272313] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:20.389607] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:20.506708] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:20.625349] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:20.744349] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:20.864844] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:20.864990] [INFO ] [CONFIGURE ] BBU: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:02:20.865037] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5714 tests
[2025-10-10T23:02:20.865074] [INFO ] [CONFIGURE ] BBU: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:02:20.865106] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:02:20.985929] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:02:21.110454] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:21.256369] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:21.395847] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:21.530307] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:21.666850] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:21.804735] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:21.943601] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:22.074956] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:22.204808] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:22.204969] [INFO ] [CONFIGURE ] BBU: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:02:22.205013] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5713 tests
[2025-10-10T23:02:22.205048] [INFO ] [CONFIGURE ] BBU: Testing feature 6/29: add_failed_moves
[2025-10-10T23:02:22.205078] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_failed_moves']
[2025-10-10T23:02:22.312634] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:22.429347] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:22.541777] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:22.655441] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:22.769549] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:22.884805] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:23.000578] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:23.114156] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:23.231355] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:23.348687] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:23.348866] [INFO ] [CONFIGURE ] BBU: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:02:23.348911] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5712 tests
[2025-10-10T23:02:23.348945] [INFO ] [CONFIGURE ] BBU: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:02:23.348976] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_lag_shelf']
[2025-10-10T23:02:23.453508] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:23.560011] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:23.663963] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:23.789386] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:23.914502] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:24.054551] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:24.202928] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:24.367556] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:24.509826] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:24.640412] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:24.640681] [INFO ] [CONFIGURE ] BBU: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:02:24.640758] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5711 tests
[2025-10-10T23:02:24.640822] [INFO ] [CONFIGURE ] BBU: Testing feature 8/29: add_macd
[2025-10-10T23:02:24.640901] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:02:24.810112] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:02:24.966054] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:25.134216] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:25.295138] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:25.457788] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:25.622831] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:25.783908] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:02:25.938970] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:26.088500] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:26.248398] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:26.248582] [INFO ] [CONFIGURE ] BBU: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:02:26.248627] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5710 tests
[2025-10-10T23:02:26.248745] [INFO ] [CONFIGURE ] BBU: Testing feature 9/29: add_mfi
[2025-10-10T23:02:26.248798] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_mfi']
[2025-10-10T23:02:26.366012] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:26.484066] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:26.600797] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:26.721498] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:26.841090] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:26.963788] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:27.089182] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:27.209318] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:02:27.344974] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:27.485826] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:27.486038] [INFO ] [CONFIGURE ] BBU: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:02:27.486085] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5709 tests
[2025-10-10T23:02:27.486122] [INFO ] [CONFIGURE ] BBU: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:02:27.486155] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:02:27.635551] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:27.787449] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:27.940507] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:28.116284] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:28.266761] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:28.406658] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:28.552900] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:28.687470] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:28.825076] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:28.966736] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:28.966953] [INFO ] [CONFIGURE ] BBU: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:02:28.967012] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5708 tests
[2025-10-10T23:02:28.967052] [INFO ] [CONFIGURE ] BBU: Testing feature 11/29: add_obv_daily
[2025-10-10T23:02:28.967083] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_obv_daily']
[2025-10-10T23:02:29.077824] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:29.190663] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:29.302731] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:29.416784] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:29.534297] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:29.652111] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:29.772326] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:29.898219] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:30.028161] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:30.160349] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:30.160519] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:02:30.160562] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5707 tests
[2025-10-10T23:02:30.160597] [INFO ] [CONFIGURE ] BBU: Testing feature 12/29: add_obv_interval
[2025-10-10T23:02:30.160629] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_obv_interval']
[2025-10-10T23:02:30.280220] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:30.397744] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:30.519855] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:30.646988] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:30.773071] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:30.897851] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:31.036674] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:31.161182] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:31.283138] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:31.403636] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:31.403825] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:02:31.403871] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5706 tests
[2025-10-10T23:02:31.403906] [INFO ] [CONFIGURE ] BBU: Testing feature 13/29: add_opening_strength
[2025-10-10T23:02:31.403937] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:02:31.526938] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:31.675770] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:31.825299] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:31.941099] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:32.059450] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:32.177204] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:32.295716] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:32.415126] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:32.549316] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:32.670369] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:32.670546] [INFO ] [CONFIGURE ] BBU: KEPT add_opening_strength (score: 80.00%)
[2025-10-10T23:02:32.670591] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5705 tests
[2025-10-10T23:02:32.670627] [INFO ] [CONFIGURE ] BBU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:02:32.670700] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-10T23:02:32.819612] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:32.971855] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:33.112036] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:33.254254] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:33.399532] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:33.546754] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:33.692679] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:33.842761] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:33.983433] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:34.132452] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:34.132625] [INFO ] [CONFIGURE ] BBU: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:02:34.132705] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5704 tests
[2025-10-10T23:02:34.132774] [INFO ] [CONFIGURE ] BBU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:02:34.132819] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-10T23:02:34.263624] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:02:34.391421] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:34.519052] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:34.647437] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:34.785133] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:34.918969] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:35.059962] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:35.213521] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:35.367330] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:35.511566] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:35.511830] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:02:35.511899] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5703 tests
[2025-10-10T23:02:35.511938] [INFO ] [CONFIGURE ] BBU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:02:35.511970] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-10T23:02:35.665114] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:35.823575] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:35.993140] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:36.145816] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:36.296505] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:36.433002] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:36.576231] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:36.712198] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:36.848954] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:36.990227] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:36.990442] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:02:36.990499] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5702 tests
[2025-10-10T23:02:36.990536] [INFO ] [CONFIGURE ] BBU: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:02:36.990764] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-10T23:02:37.130187] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:37.259991] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:37.391717] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:37.527475] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:37.664349] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:37.801996] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:37.937091] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:38.075322] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:38.209838] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:38.348810] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:38.349016] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-10T23:02:38.349079] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5701 tests
[2025-10-10T23:02:38.349119] [INFO ] [CONFIGURE ] BBU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:02:38.349151] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-10T23:02:38.469464] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:38.589721] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:38.711248] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:38.833224] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:38.964376] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:39.089205] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:39.216138] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:39.340352] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:39.467283] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:39.599639] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:39.599844] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:02:39.599907] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5700 tests
[2025-10-10T23:02:39.599946] [INFO ] [CONFIGURE ] BBU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:02:39.599979] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-10T23:02:39.723056] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:39.847104] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:39.976516] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:40.101417] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:40.231447] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:40.387788] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:40.524636] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:40.649901] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:40.798592] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:40.928304] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:40.928470] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:02:40.928530] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5699 tests
[2025-10-10T23:02:40.928592] [INFO ] [CONFIGURE ] BBU: Testing feature 20/29: add_price_rejection
[2025-10-10T23:02:40.928628] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-10T23:02:41.063176] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:41.192757] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:41.330257] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:41.491828] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:41.624231] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:41.758462] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:41.895012] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:42.035332] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:42.178622] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:42.312138] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:42.312331] [INFO ] [CONFIGURE ] BBU: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:02:42.312395] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5698 tests
[2025-10-10T23:02:42.312433] [INFO ] [CONFIGURE ] BBU: Testing feature 21/29: add_range_position
[2025-10-10T23:02:42.312466] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-10T23:02:42.452436] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:42.596506] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:42.736637] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:42.876847] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:43.018322] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:43.162621] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:43.309943] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:43.457092] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:43.607788] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:43.759329] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:43.759505] [INFO ] [CONFIGURE ] BBU: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:02:43.759550] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5697 tests
[2025-10-10T23:02:43.759670] [INFO ] [CONFIGURE ] BBU: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:02:43.759728] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-10T23:02:43.920190] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:44.075578] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:44.230206] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:44.393919] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:44.558920] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:44.716317] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:44.878020] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:45.042584] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:45.208849] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:45.380309] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:45.380489] [INFO ] [CONFIGURE ] BBU: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:02:45.380536] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5696 tests
[2025-10-10T23:02:45.380660] [INFO ] [CONFIGURE ] BBU: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:02:45.380722] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-10T23:02:45.509907] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:45.639195] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:45.777624] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:45.908959] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:46.041005] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:46.184159] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:46.337501] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:46.475316] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:46.619196] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:46.756306] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:46.756487] [INFO ] [CONFIGURE ] BBU: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:02:46.756532] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5695 tests
[2025-10-10T23:02:46.756569] [INFO ] [CONFIGURE ] BBU: Testing feature 24/29: add_rsi
[2025-10-10T23:02:46.756603] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-10T23:02:46.915786] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:47.072137] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:47.226112] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:47.379148] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:47.567062] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:47.723245] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:47.879598] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:48.042504] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:02:48.205668] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:48.360782] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:48.360976] [INFO ] [CONFIGURE ] BBU: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:02:48.361022] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5694 tests
[2025-10-10T23:02:48.361058] [INFO ] [CONFIGURE ] BBU: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:02:48.361091] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-10T23:02:48.488281] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:48.615523] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:48.753780] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:48.886746] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:49.030586] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:49.165957] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:49.300098] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:49.434830] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:49.594768] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:49.731745] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:49.731906] [INFO ] [CONFIGURE ] BBU: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:02:49.731949] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5693 tests
[2025-10-10T23:02:49.731983] [INFO ] [CONFIGURE ] BBU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:02:49.732014] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-10T23:02:49.856914] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:49.983804] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:50.113428] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:50.238190] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:50.366437] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:50.492953] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:50.620424] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:50.755007] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:50.883725] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:51.016788] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:51.017009] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:02:51.017061] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5692 tests
[2025-10-10T23:02:51.017097] [INFO ] [CONFIGURE ] BBU: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:02:51.017189] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-10T23:02:51.158114] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:51.303736] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:51.446535] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:51.590281] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:51.733307] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:51.872478] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:52.022356] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:52.175301] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:52.326615] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:52.479553] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:52.479765] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:02:52.479826] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5691 tests
[2025-10-10T23:02:52.479867] [INFO ] [CONFIGURE ] BBU: Testing feature 28/29: add_volume_profile
[2025-10-10T23:02:52.479899] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-10T23:02:52.623281] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:52.765549] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:02:52.906148] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:53.043509] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:53.181970] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:53.321122] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:53.461555] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:53.651165] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:53.822349] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:53.971338] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:53.971512] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:02:53.971557] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5690 tests
[2025-10-10T23:02:53.971593] [INFO ] [CONFIGURE ] BBU: Testing feature 29/29: add_vwap
[2025-10-10T23:02:53.971626] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-10T23:02:54.111682] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:02:54.253877] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:02:54.400027] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:54.544312] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:02:54.698407] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:54.853613] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:55.016919] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:55.188130] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:02:55.358863] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:02:55.514158] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:55.514337] [INFO ] [CONFIGURE ] BBU: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:02:55.514381] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5689 tests
[2025-10-10T23:02:55.514451] [INFO ] [CONFIGURE ] BBU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:02:55.514508] [INFO ] [CONFIGURE ] BBU: Best accuracy: 80.00%
[2025-10-10T23:02:55.514542] [INFO ] [CONFIGURE ] BBU: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:02:55.514571] [INFO ] [CONFIGURE ] BBU: Improvement over baseline: 10.00%
[2025-10-10T23:02:55.514597] [INFO ] [CONFIGURE ] BBU: Total time: 39.5 seconds
[2025-10-10T23:02:55.514623] [INFO ] [CONFIGURE ] BBU: Average time per feature: 1.4 seconds
[2025-10-10T23:02:55.514680] [INFO ] [CONFIGURE ] BBU: Average speed: 0.73 features/sec
[2025-10-10T23:02:55.515340] [INFO ] [LOCAL     ] Saved configuration for BBU: 2 features, 80.00% accuracy -> ./output/feature-sets/BBU.json
[2025-10-10T23:02:55.515395] [INFO ] [CONFIGURE ] BBU: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:02:55.515445] [INFO ] [sig       ] [24/220] Successfully configured BBU | 0.02 sym/s | Total: 17.2m | ETA: 2.3h
[2025-10-10T23:02:55.515521] [INFO ] [sig       ] [25/220] Configuring BCS...
[2025-10-10T23:02:55.515590] [INFO ] [CONFIGURE ] BCS: Configurate test run.
[2025-10-10T23:02:55.515683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-10-10T23:02:55.529965] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCS'.
[2025-10-10T23:02:55.530306] [INFO ] [CONFIGURE ] BCS: Testing with 29 available features
[2025-10-10T23:02:55.530363] [INFO ] [CONFIGURE ] BCS: Establishing baseline with no features...
[2025-10-10T23:02:55.642034] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:02:55.763617] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:55.874079] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:55.993129] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:56.105525] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:02:56.215608] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:56.324563] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:56.446742] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:02:56.569212] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:56.686198] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:56.686433] [INFO ] [CONFIGURE ] BCS: Baseline score (no features): 70.00%
[2025-10-10T23:02:56.686508] [INFO ] [CONFIGURE ] BCS: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:02:56.686565] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:02:56.818598] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:02:56.944412] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.072299] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:57.196719] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.322835] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:02:57.450230] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.576674] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.712201] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:02:57.840751] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.971916] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:57.972089] [INFO ] [CONFIGURE ] BCS: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-10T23:02:57.972133] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5688 tests
[2025-10-10T23:02:57.972167] [INFO ] [CONFIGURE ] BCS: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:02:57.972198] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:02:58.096035] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:02:58.229601] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:58.359744] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:58.486690] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:58.612032] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:02:58.738966] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:02:58.865296] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:02:58.999725] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:02:59.149028] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:02:59.291177] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:02:59.291370] [INFO ] [CONFIGURE ] BCS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:02:59.291417] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5687 tests
[2025-10-10T23:02:59.291451] [INFO ] [CONFIGURE ] BCS: Testing feature 3/29: add_daily_returns
[2025-10-10T23:02:59.291481] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns']
[2025-10-10T23:02:59.406334] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:02:59.522466] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:02:59.670182] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:02:59.782609] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:02:59.897813] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:00.012607] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:00.133090] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:00.256512] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:00.389016] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:00.510741] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:00.510905] [INFO ] [CONFIGURE ] BCS: KEPT add_daily_returns (score: 80.00%)
[2025-10-10T23:03:00.510948] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5686 tests
[2025-10-10T23:03:00.511008] [INFO ] [CONFIGURE ] BCS: Testing feature 4/29: add_ema
[2025-10-10T23:03:00.511108] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T23:03:00.641203] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:00.803774] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:00.934455] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:03:01.066429] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:01.198135] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:01.335243] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:01.466317] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:01.603548] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:01.744031] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:01.897120] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:01.897354] [INFO ] [CONFIGURE ] BCS: DISCARDED add_ema (score: 80.00%)
[2025-10-10T23:03:01.897400] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5685 tests
[2025-10-10T23:03:01.897459] [INFO ] [CONFIGURE ] BCS: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:03:01.897518] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:03:02.039857] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:03:02.189595] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:02.338469] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:02.488206] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:02.645441] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:02.794105] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:02.943090] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:03.089730] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:03.238962] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:03.387111] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:03.387290] [INFO ] [CONFIGURE ] BCS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:03:03.387333] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5684 tests
[2025-10-10T23:03:03.387367] [INFO ] [CONFIGURE ] BCS: Testing feature 6/29: add_failed_moves
[2025-10-10T23:03:03.387397] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-10T23:03:03.507455] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:03.632353] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:03.770086] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:03.892588] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:04.021737] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:04.150925] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:04.285813] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:04.431053] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:04.580463] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:04.719334] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:04.719502] [INFO ] [CONFIGURE ] BCS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:03:04.719545] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5683 tests
[2025-10-10T23:03:04.719579] [INFO ] [CONFIGURE ] BCS: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:03:04.719610] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:03:04.831123] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:04.944774] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.060834] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:05.174674] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.288993] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:05.403053] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.516710] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.630245] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:05.767156] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.884556] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:05.884715] [INFO ] [CONFIGURE ] BCS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:03:05.884771] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5682 tests
[2025-10-10T23:03:05.884808] [INFO ] [CONFIGURE ] BCS: Testing feature 8/29: add_macd
[2025-10-10T23:03:05.884839] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:03:06.031216] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:03:06.188869] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:06.336797] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:06.489728] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:06.639908] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:06.794782] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:06.948312] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:07.103617] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:07.262899] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:07.430771] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:07.431929] [INFO ] [CONFIGURE ] BCS: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:03:07.431993] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5681 tests
[2025-10-10T23:03:07.432033] [INFO ] [CONFIGURE ] BCS: Testing feature 9/29: add_mfi
[2025-10-10T23:03:07.432065] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-10T23:03:07.572063] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:07.702741] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:07.832062] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:07.959553] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:08.094723] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:08.227240] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:08.360498] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:08.512159] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:08.663407] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:08.824694] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:08.824909] [INFO ] [CONFIGURE ] BCS: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:03:08.824989] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5680 tests
[2025-10-10T23:03:08.825058] [INFO ] [CONFIGURE ] BCS: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:03:08.825101] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:03:08.976237] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:09.125972] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:09.284132] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:09.432348] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:09.580799] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:09.726638] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:09.882803] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:10.035299] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:10.190811] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:10.339892] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:10.340042] [INFO ] [CONFIGURE ] BCS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:03:10.340086] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5679 tests
[2025-10-10T23:03:10.340120] [INFO ] [CONFIGURE ] BCS: Testing feature 11/29: add_obv_daily
[2025-10-10T23:03:10.340151] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-10T23:03:10.465408] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:10.598621] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:10.727058] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:10.851927] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:10.984922] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:11.114516] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:11.243497] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:03:11.375253] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:11.505916] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:11.638412] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:11.638577] [INFO ] [CONFIGURE ] BCS: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:03:11.638702] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5678 tests
[2025-10-10T23:03:11.638758] [INFO ] [CONFIGURE ] BCS: Testing feature 12/29: add_obv_interval
[2025-10-10T23:03:11.638791] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-10T23:03:11.812285] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:03:11.937410] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:12.084821] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:12.221343] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:12.348412] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:12.478735] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:12.621857] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:12.753537] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:12.886678] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:13.019426] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:13.019705] [INFO ] [CONFIGURE ] BCS: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:03:13.019771] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5677 tests
[2025-10-10T23:03:13.019813] [INFO ] [CONFIGURE ] BCS: Testing feature 13/29: add_opening_strength
[2025-10-10T23:03:13.019848] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:03:13.154473] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:03:13.288531] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:13.428936] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:13.562459] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:13.695815] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:13.829940] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:13.967703] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:14.111162] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:14.248740] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:14.419285] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:14.419518] [INFO ] [CONFIGURE ] BCS: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:03:14.419564] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5676 tests
[2025-10-10T23:03:14.419599] [INFO ] [CONFIGURE ] BCS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:03:14.419632] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:03:14.568853] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:03:14.715371] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:14.881193] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:15.028080] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:15.176434] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:15.330991] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:15.473871] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:15.621663] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:03:15.776262] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:15.938814] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:15.939035] [INFO ] [CONFIGURE ] BCS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:03:15.939083] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5675 tests
[2025-10-10T23:03:15.939120] [INFO ] [CONFIGURE ] BCS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:03:15.939154] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:03:16.061481] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:16.185942] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:16.306071] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:16.427622] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:16.576455] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:16.742374] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:16.895201] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:17.047324] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:17.231535] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:17.416685] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:17.417047] [INFO ] [CONFIGURE ] BCS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:03:17.417126] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5674 tests
[2025-10-10T23:03:17.417185] [INFO ] [CONFIGURE ] BCS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:03:17.417239] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-10T23:03:17.572585] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:17.723445] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:17.906217] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:18.034214] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:18.169597] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:18.299262] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:18.429565] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:18.562181] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:18.694630] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:18.827343] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:18.827514] [INFO ] [CONFIGURE ] BCS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:03:18.827560] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5673 tests
[2025-10-10T23:03:18.827595] [INFO ] [CONFIGURE ] BCS: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:03:18.827628] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:03:18.964049] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:19.094454] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:19.226997] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:19.362149] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:19.493691] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:19.627775] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:19.767727] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:19.901862] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:20.060820] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:20.209963] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:20.210182] [INFO ] [CONFIGURE ] BCS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:03:20.210230] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5672 tests
[2025-10-10T23:03:20.210268] [INFO ] [CONFIGURE ] BCS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:03:20.210300] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-10T23:03:20.336262] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:20.458091] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:20.585870] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:20.708806] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:20.837170] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:20.958715] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:21.078962] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:21.200849] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:21.326497] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:21.458772] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:21.459056] [INFO ] [CONFIGURE ] BCS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:03:21.459117] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5671 tests
[2025-10-10T23:03:21.459165] [INFO ] [CONFIGURE ] BCS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:03:21.459222] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-10T23:03:21.591379] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:21.707337] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:21.834976] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:21.962547] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:22.093842] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:22.213367] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:22.331972] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:22.451674] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:22.571915] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:22.691883] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:22.692101] [INFO ] [CONFIGURE ] BCS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:03:22.692150] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5670 tests
[2025-10-10T23:03:22.692186] [INFO ] [CONFIGURE ] BCS: Testing feature 20/29: add_price_rejection
[2025-10-10T23:03:22.692216] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-10T23:03:22.820019] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:22.949974] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:23.077465] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:23.208819] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:03:23.336107] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:23.470266] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:23.606467] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:23.744826] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:23.881063] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:24.021455] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:24.021670] [INFO ] [CONFIGURE ] BCS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:03:24.021735] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5669 tests
[2025-10-10T23:03:24.021775] [INFO ] [CONFIGURE ] BCS: Testing feature 21/29: add_range_position
[2025-10-10T23:03:24.021808] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-10T23:03:24.162410] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:24.301019] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:24.443530] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:24.588637] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:24.724484] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:24.862504] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:24.999377] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:25.136390] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:25.274329] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:25.411782] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:25.411951] [INFO ] [CONFIGURE ] BCS: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:03:25.411995] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5668 tests
[2025-10-10T23:03:25.412029] [INFO ] [CONFIGURE ] BCS: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:03:25.412061] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-10T23:03:25.562242] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:25.716742] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:25.871158] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:26.015516] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:26.166108] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:26.317865] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:03:26.471369] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:26.626669] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:26.787745] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:26.954007] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:26.954173] [INFO ] [CONFIGURE ] BCS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:03:26.954218] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5667 tests
[2025-10-10T23:03:26.954255] [INFO ] [CONFIGURE ] BCS: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:03:26.954288] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-10T23:03:27.079882] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:27.210934] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:27.342449] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:27.480434] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:27.617180] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:03:27.750620] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:27.883307] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:28.019195] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:28.155199] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:28.288878] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:28.289067] [INFO ] [CONFIGURE ] BCS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:03:28.289131] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5666 tests
[2025-10-10T23:03:28.289170] [INFO ] [CONFIGURE ] BCS: Testing feature 24/29: add_rsi
[2025-10-10T23:03:28.289202] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-10T23:03:28.447685] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:28.597377] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:28.743287] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:28.890787] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:29.038504] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:29.192200] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:29.345408] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:29.511060] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:29.677661] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:29.833583] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:29.833822] [INFO ] [CONFIGURE ] BCS: KEPT add_rsi (score: 90.00%)
[2025-10-10T23:03:29.833921] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5665 tests
[2025-10-10T23:03:29.833985] [INFO ] [CONFIGURE ] BCS: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:03:29.834038] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-10T23:03:30.028387] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:30.195966] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:30.358013] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:30.520377] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:30.681741] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:30.837361] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:30.998582] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:31.156269] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:31.316969] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:31.478121] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:31.478291] [INFO ] [CONFIGURE ] BCS: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-10T23:03:31.478335] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5664 tests
[2025-10-10T23:03:31.478370] [INFO ] [CONFIGURE ] BCS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:03:31.478402] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-10T23:03:31.637002] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:31.800771] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:31.960800] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:32.119366] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:03:32.276814] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:32.434430] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:32.598687] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:32.757507] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:32.918728] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:33.101013] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:33.101184] [INFO ] [CONFIGURE ] BCS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:03:33.101239] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5663 tests
[2025-10-10T23:03:33.101276] [INFO ] [CONFIGURE ] BCS: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:03:33.101308] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-10T23:03:33.262678] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:33.424179] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:33.589150] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:33.752192] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:33.917548] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:34.079863] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:34.247103] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:34.415627] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:34.581485] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:34.749058] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:34.749206] [INFO ] [CONFIGURE ] BCS: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-10T23:03:34.749250] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5662 tests
[2025-10-10T23:03:34.749284] [INFO ] [CONFIGURE ] BCS: Testing feature 28/29: add_volume_profile
[2025-10-10T23:03:34.749315] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-10T23:03:34.904099] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:35.061197] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:35.239066] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:35.394573] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:35.561105] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:35.723973] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:35.884790] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:36.051125] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:03:36.209880] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:36.367807] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:36.367947] [INFO ] [CONFIGURE ] BCS: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:03:36.367990] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5661 tests
[2025-10-10T23:03:36.368042] [INFO ] [CONFIGURE ] BCS: Testing feature 29/29: add_vwap
[2025-10-10T23:03:36.368097] [INFO ] [CONFIGURE ] BCS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-10T23:03:36.521661] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:03:36.683941] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:03:36.847858] [DEBUG] [FORECASTER] BCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:03:37.013813] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:03:37.177264] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:03:37.340967] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:03:37.506992] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:03:37.672389] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:37.841914] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:03:38.008319] [DEBUG] [FORECASTER] BCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:03:38.008488] [INFO ] [CONFIGURE ] BCS: DISCARDED add_vwap (score: 90.00%)
[2025-10-10T23:03:38.008533] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5660 tests
[2025-10-10T23:03:38.008595] [INFO ] [CONFIGURE ] BCS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:03:38.008728] [INFO ] [CONFIGURE ] BCS: Best accuracy: 90.00%
[2025-10-10T23:03:38.008784] [INFO ] [CONFIGURE ] BCS: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-10T23:03:38.008817] [INFO ] [CONFIGURE ] BCS: Improvement over baseline: 20.00%
[2025-10-10T23:03:38.008847] [INFO ] [CONFIGURE ] BCS: Total time: 41.3 seconds
[2025-10-10T23:03:38.008877] [INFO ] [CONFIGURE ] BCS: Average time per feature: 1.4 seconds
[2025-10-10T23:03:38.008905] [INFO ] [CONFIGURE ] BCS: Average speed: 0.70 features/sec
[2025-10-10T23:03:38.009433] [INFO ] [LOCAL     ] Saved configuration for BCS: 3 features, 90.00% accuracy -> ./output/feature-sets/BCS.json
[2025-10-10T23:03:38.009488] [INFO ] [CONFIGURE ] BCS: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:03:38.009560] [INFO ] [sig       ] [25/220] Successfully configured BCS | 0.02 sym/s | Total: 17.9m | ETA: 2.3h
[2025-10-10T23:03:38.009639] [INFO ] [sig       ] [26/220] Configuring BEPJ...
[2025-10-10T23:03:38.009732] [INFO ] [CONFIGURE ] BEPJ: Configurate test run.
[2025-10-10T23:03:38.009807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'.
[2025-10-10T23:03:38.027054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPJ'.
[2025-10-10T23:03:38.027497] [INFO ] [CONFIGURE ] BEPJ: Testing with 29 available features
[2025-10-10T23:03:38.027556] [INFO ] [CONFIGURE ] BEPJ: Establishing baseline with no features...
[2025-10-10T23:03:38.138457] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:38.247190] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:03:38.356227] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:38.465351] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:03:38.574535] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:38.685729] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:38.800929] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:38.912966] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:03:39.026972] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:39.145161] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:03:39.145323] [INFO ] [CONFIGURE ] BEPJ: Baseline score (no features): 20.00%
[2025-10-10T23:03:39.145368] [INFO ] [CONFIGURE ] BEPJ: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:03:39.145400] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:03:39.269305] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:39.390093] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:39.511849] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:03:39.633920] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:39.761225] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:39.882445] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.017774] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.160212] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.285631] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.412142] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.412310] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T23:03:40.412354] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5659 tests
[2025-10-10T23:03:40.412391] [INFO ] [CONFIGURE ] BEPJ: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:03:40.412423] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:03:40.539856] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:40.669005] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:03:40.799164] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:40.978073] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:41.111717] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:41.240873] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:41.375845] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:03:41.517028] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:41.645568] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:41.773119] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:41.773307] [INFO ] [CONFIGURE ] BEPJ: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:03:41.773370] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5658 tests
[2025-10-10T23:03:41.773408] [INFO ] [CONFIGURE ] BEPJ: Testing feature 3/29: add_daily_returns
[2025-10-10T23:03:41.773438] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:03:41.900689] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:42.029456] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:42.187877] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:42.317494] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:42.447888] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:42.578924] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:42.712300] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:03:42.850215] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:42.993391] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:43.131204] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:03:43.131388] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:03:43.131435] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5657 tests
[2025-10-10T23:03:43.131472] [INFO ] [CONFIGURE ] BEPJ: Testing feature 4/29: add_ema
[2025-10-10T23:03:43.131504] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:03:43.280346] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:43.423606] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:43.568184] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:43.712591] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:43.864130] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:44.017227] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:44.168846] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:44.327447] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:44.487282] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:44.643433] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:44.643599] [INFO ] [CONFIGURE ] BEPJ: KEPT add_ema (score: 70.00%)
[2025-10-10T23:03:44.643752] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5656 tests
[2025-10-10T23:03:44.643812] [INFO ] [CONFIGURE ] BEPJ: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:03:44.643850] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:03:44.822307] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:44.995985] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:45.199971] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:45.378103] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:45.549115] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:45.730730] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:03:45.906091] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:46.081550] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:46.259571] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:46.443764] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:46.443956] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:03:46.444017] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5655 tests
[2025-10-10T23:03:46.444059] [INFO ] [CONFIGURE ] BEPJ: Testing feature 6/29: add_failed_moves
[2025-10-10T23:03:46.444091] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-10T23:03:46.601143] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:46.758465] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:46.917019] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:47.074074] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:47.242383] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:47.394116] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:47.553221] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:47.729720] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:47.898350] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:48.078208] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:48.078427] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:03:48.078473] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5654 tests
[2025-10-10T23:03:48.078563] [INFO ] [CONFIGURE ] BEPJ: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:03:48.078617] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-10T23:03:48.256867] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:48.404187] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:48.560033] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:48.729943] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:48.897038] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:49.065767] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:49.214249] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:49.360611] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:49.506171] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:49.653089] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:49.653270] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:03:49.653314] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5653 tests
[2025-10-10T23:03:49.653348] [INFO ] [CONFIGURE ] BEPJ: Testing feature 8/29: add_macd
[2025-10-10T23:03:49.653379] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:03:49.831711] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:50.011327] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:50.197958] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:50.387961] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:03:50.575852] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:50.771197] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:03:50.964924] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:03:51.156071] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:51.359918] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:51.561447] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:51.561697] [INFO ] [CONFIGURE ] BEPJ: KEPT add_macd (score: 80.00%)
[2025-10-10T23:03:51.561761] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5652 tests
[2025-10-10T23:03:51.561801] [INFO ] [CONFIGURE ] BEPJ: Testing feature 9/29: add_mfi
[2025-10-10T23:03:51.561834] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:03:51.766585] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:51.963574] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:52.163392] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:52.368136] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:03:52.572750] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:52.773256] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:03:52.983349] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:53.181083] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:53.378546] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:53.581241] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:53.581453] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:03:53.581498] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5651 tests
[2025-10-10T23:03:53.581536] [INFO ] [CONFIGURE ] BEPJ: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:03:53.581568] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:03:53.794832] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:54.014351] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:54.237388] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:54.480053] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:54.699353] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:54.918064] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:03:55.135906] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:55.351380] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:55.571297] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:55.788825] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:03:55.788999] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:03:55.789043] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5650 tests
[2025-10-10T23:03:55.789080] [INFO ] [CONFIGURE ] BEPJ: Testing feature 11/29: add_obv_daily
[2025-10-10T23:03:55.789112] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:03:55.975309] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:03:56.163199] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:03:56.353521] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:56.547055] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:03:56.735745] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:56.923014] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:57.112184] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:03:57.305799] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:03:57.512689] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:57.718471] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:57.718680] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:03:57.718744] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5649 tests
[2025-10-10T23:03:57.718783] [INFO ] [CONFIGURE ] BEPJ: Testing feature 12/29: add_obv_interval
[2025-10-10T23:03:57.718816] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:03:57.900835] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:58.083610] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:03:58.263236] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:03:58.445624] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:03:58.625500] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:03:58.805338] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:03:58.997137] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:03:59.179248] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:03:59.362968] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:03:59.556519] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:03:59.556673] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:03:59.556734] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5648 tests
[2025-10-10T23:03:59.556773] [INFO ] [CONFIGURE ] BEPJ: Testing feature 13/29: add_opening_strength
[2025-10-10T23:03:59.556805] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:03:59.751119] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:03:59.942789] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:04:00.140320] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:00.342611] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:04:00.551832] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:00.757608] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:00.964201] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:01.205565] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:01.429960] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:01.638772] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:04:01.638953] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:04:01.638999] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5647 tests
[2025-10-10T23:04:01.639035] [INFO ] [CONFIGURE ] BEPJ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:04:01.639070] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:04:01.856289] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:04:02.054936] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:02.255552] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:02.459514] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:02.667145] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:02.875837] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:03.085754] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:03.284176] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:03.483236] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:03.680885] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:03.681074] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:04:03.681119] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5646 tests
[2025-10-10T23:04:03.681154] [INFO ] [CONFIGURE ] BEPJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:04:03.681185] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:04:03.864952] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:04.055913] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:04.235105] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:04.412621] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:04.598211] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:04.781725] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:04.969627] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:04:05.153125] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:05.338881] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:05.525276] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:04:05.525505] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:04:05.525558] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5645 tests
[2025-10-10T23:04:05.525595] [INFO ] [CONFIGURE ] BEPJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:04:05.525626] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:04:05.715281] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:04:05.896770] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:06.079349] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:06.267302] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:06.453028] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:06.663565] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:06.851165] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:07.058978] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:07.252165] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:07.445106] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:07.445277] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:04:07.445324] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5644 tests
[2025-10-10T23:04:07.445359] [INFO ] [CONFIGURE ] BEPJ: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:04:07.445390] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:04:07.642215] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:07.838333] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:08.030520] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:08.226122] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:08.424028] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:08.630923] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:08.836115] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:04:09.035869] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:09.282564] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:09.557723] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:04:09.557973] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:04:09.558038] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5643 tests
[2025-10-10T23:04:09.558088] [INFO ] [CONFIGURE ] BEPJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:04:09.558131] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:04:09.806795] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:10.061234] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:04:10.255525] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:10.433629] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:10.613051] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:10.788978] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:10.966849] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:11.142348] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:11.325718] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:11.509318] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:04:11.509464] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:04:11.509506] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5642 tests
[2025-10-10T23:04:11.509540] [INFO ] [CONFIGURE ] BEPJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:04:11.509571] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:04:11.694627] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:11.892503] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:12.077971] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:12.271434] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:04:12.460677] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:12.641805] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:12.823457] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:13.002222] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:13.181781] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:13.359853] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:13.360005] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:04:13.360048] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5641 tests
[2025-10-10T23:04:13.360082] [INFO ] [CONFIGURE ] BEPJ: Testing feature 20/29: add_price_rejection
[2025-10-10T23:04:13.360114] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:04:13.541150] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:13.748092] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:04:13.933458] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:04:14.115098] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:14.298403] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:14.481618] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:14.667478] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:04:14.855254] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:15.046929] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:15.236902] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:15.237075] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:04:15.237136] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5640 tests
[2025-10-10T23:04:15.237174] [INFO ] [CONFIGURE ] BEPJ: Testing feature 21/29: add_range_position
[2025-10-10T23:04:15.237205] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-10T23:04:15.427171] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:04:15.618603] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:15.819392] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:16.022048] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:16.215093] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:16.408246] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:16.608337] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:04:16.805262] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:17.009499] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:17.210090] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:17.210280] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:04:17.210324] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5639 tests
[2025-10-10T23:04:17.210358] [INFO ] [CONFIGURE ] BEPJ: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:04:17.210389] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-10T23:04:17.425288] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:17.639222] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:04:17.852309] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:18.083526] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:18.299399] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:18.518619] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:18.736337] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:18.953918] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:19.169602] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:19.385316] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:19.385528] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:04:19.385576] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5638 tests
[2025-10-10T23:04:19.385612] [INFO ] [CONFIGURE ] BEPJ: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:04:19.385666] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:04:19.571310] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:19.757762] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:04:19.939983] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:20.127373] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:20.317740] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:20.501269] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:20.684572] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:20.873469] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:21.058777] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:21.244547] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:21.244774] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:04:21.244825] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5637 tests
[2025-10-10T23:04:21.244864] [INFO ] [CONFIGURE ] BEPJ: Testing feature 24/29: add_rsi
[2025-10-10T23:04:21.244898] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_rsi']
[2025-10-10T23:04:21.432997] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:21.624059] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:21.835257] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:22.022288] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:22.214323] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:22.403256] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:22.596133] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:22.787457] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:22.979892] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:23.176326] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:23.176514] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:04:23.176567] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5636 tests
[2025-10-10T23:04:23.176603] [INFO ] [CONFIGURE ] BEPJ: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:04:23.176635] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-10T23:04:23.361805] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:23.545378] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:23.731630] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:23.920771] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:24.113706] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:24.302622] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:24.491078] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:24.683171] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:24.873718] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:25.063226] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:25.063385] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:04:25.063431] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5635 tests
[2025-10-10T23:04:25.063465] [INFO ] [CONFIGURE ] BEPJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:04:25.063497] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-10T23:04:25.248804] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:25.440282] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:25.631795] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:25.827219] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:26.020059] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:26.211177] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:26.401128] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:26.589547] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:26.779512] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:26.967890] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:04:26.968074] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:04:26.968118] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5634 tests
[2025-10-10T23:04:26.968154] [INFO ] [CONFIGURE ] BEPJ: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:04:26.968187] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-10T23:04:27.052320] [FATAL] [FORECASTER] Failed to test lookback=11: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.139020] [FATAL] [FORECASTER] Failed to test lookback=10: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.224592] [FATAL] [FORECASTER] Failed to test lookback=9: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.310497] [FATAL] [FORECASTER] Failed to test lookback=8: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.398007] [FATAL] [FORECASTER] Failed to test lookback=7: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.485435] [FATAL] [FORECASTER] Failed to test lookback=6: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.573026] [FATAL] [FORECASTER] Failed to test lookback=5: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.660493] [FATAL] [FORECASTER] Failed to test lookback=4: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.748136] [FATAL] [FORECASTER] Failed to test lookback=3: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.834952] [FATAL] [FORECASTER] Failed to test lookback=2: [23:04:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:04:27.835277] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-10T23:04:27.835328] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5633 tests
[2025-10-10T23:04:27.835363] [INFO ] [CONFIGURE ] BEPJ: Testing feature 28/29: add_volume_profile
[2025-10-10T23:04:27.835394] [INFO ] [CONFIGURE ] BEPJ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-10T23:04:28.023348] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:04:28.215143] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:04:28.401888] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:28.595461] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:04:28.783811] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:04:28.975483] [DEBUG] [FORECASTER] BEPJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:29.168281] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:04:29.365199] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:29.562143] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:04:29.753164] [DEBUG] [FORECASTER] BEPJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:04:29.753315] [INFO ] [CONFIGURE ] BEPJ: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:04:29.753360] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5632 tests
[2025-10-10T23:04:29.753410] [INFO ] [CONFIGURE ] BEPJ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:04:29.753466] [INFO ] [CONFIGURE ] BEPJ: Best accuracy: 80.00%
[2025-10-10T23:04:29.753502] [INFO ] [CONFIGURE ] BEPJ: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:04:29.753531] [INFO ] [CONFIGURE ] BEPJ: Improvement over baseline: 60.00%
[2025-10-10T23:04:29.754163] [INFO ] [CONFIGURE ] BEPJ: Total time: 50.6 seconds
[2025-10-10T23:04:29.754203] [INFO ] [CONFIGURE ] BEPJ: Average time per feature: 1.8 seconds
[2025-10-10T23:04:29.754233] [INFO ] [CONFIGURE ] BEPJ: Average speed: 0.57 features/sec
[2025-10-10T23:04:29.754778] [INFO ] [LOCAL     ] Saved configuration for BEPJ: 4 features, 80.00% accuracy -> ./output/feature-sets/BEPJ.json
[2025-10-10T23:04:29.754833] [INFO ] [CONFIGURE ] BEPJ: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:04:29.754901] [INFO ] [sig       ] [26/220] Successfully configured BEPJ | 0.02 sym/s | Total: 18.8m | ETA: 2.3h
[2025-10-10T23:04:29.754979] [INFO ] [sig       ] [27/220] Configuring BFLY...
[2025-10-10T23:04:29.755048] [INFO ] [CONFIGURE ] BFLY: Configurate test run.
[2025-10-10T23:04:29.755121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-10-10T23:04:29.770445] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFLY'.
[2025-10-10T23:04:29.770795] [INFO ] [CONFIGURE ] BFLY: Testing with 29 available features
[2025-10-10T23:04:29.770851] [INFO ] [CONFIGURE ] BFLY: Establishing baseline with no features...
[2025-10-10T23:04:29.872277] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:04:29.973954] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:30.076730] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:04:30.184032] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:30.287338] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:30.389876] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:30.492820] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:30.596071] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:30.701410] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:30.805663] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:04:30.805788] [INFO ] [CONFIGURE ] BFLY: Baseline score (no features): 40.00%
[2025-10-10T23:04:30.805831] [INFO ] [CONFIGURE ] BFLY: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:04:30.805863] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:04:30.918781] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:31.031242] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:31.144931] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:31.259041] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:31.372178] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:31.485597] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:31.599465] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:31.713451] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:31.827369] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:31.945217] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:31.945359] [INFO ] [CONFIGURE ] BFLY: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:04:31.945403] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5631 tests
[2025-10-10T23:04:31.945436] [INFO ] [CONFIGURE ] BFLY: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:04:31.945466] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:04:32.073350] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:32.201853] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:32.331326] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:32.472468] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:32.611088] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:32.746717] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:32.886631] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:33.027519] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:33.167190] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:33.308917] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:33.309051] [INFO ] [CONFIGURE ] BFLY: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:04:33.309096] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5630 tests
[2025-10-10T23:04:33.309132] [INFO ] [CONFIGURE ] BFLY: Testing feature 3/29: add_daily_returns
[2025-10-10T23:04:33.309166] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:04:33.448854] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:33.589091] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:33.728885] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:33.909917] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:34.049057] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:34.197183] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:34.340609] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:34.481413] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:34.624813] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:34.768231] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:34.768379] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:04:34.768423] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5629 tests
[2025-10-10T23:04:34.768456] [INFO ] [CONFIGURE ] BFLY: Testing feature 4/29: add_ema
[2025-10-10T23:04:34.768556] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T23:04:34.921175] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:35.075098] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:35.234104] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:35.391561] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:35.544084] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:35.699175] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:35.857571] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:36.011322] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:36.166659] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:36.324108] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:36.324312] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:04:36.324376] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5628 tests
[2025-10-10T23:04:36.324413] [INFO ] [CONFIGURE ] BFLY: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:04:36.324445] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:04:36.485370] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:36.646686] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:36.809585] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:36.986099] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:37.148113] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:37.309850] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:37.475556] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:37.657672] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:37.823158] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:37.994563] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:37.994809] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:04:37.994864] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5627 tests
[2025-10-10T23:04:37.994899] [INFO ] [CONFIGURE ] BFLY: Testing feature 6/29: add_failed_moves
[2025-10-10T23:04:37.994929] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:04:38.138090] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:38.281994] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:38.426460] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:38.570473] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:38.714026] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:38.859026] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:39.008366] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:39.151542] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:39.302635] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:39.449621] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:39.449819] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:04:39.449868] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5626 tests
[2025-10-10T23:04:39.449903] [INFO ] [CONFIGURE ] BFLY: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:04:39.449934] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:04:39.585740] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:39.722501] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:39.865135] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:40.021495] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:40.164837] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:40.306964] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:40.449494] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:40.605437] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:40.751243] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:40.891062] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:40.891228] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:04:40.891272] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5625 tests
[2025-10-10T23:04:40.891306] [INFO ] [CONFIGURE ] BFLY: Testing feature 8/29: add_macd
[2025-10-10T23:04:40.891338] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:04:41.064108] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:41.243199] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:41.420785] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:41.594333] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:41.772870] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:41.946332] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:42.121335] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:42.296243] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:42.483496] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:42.661405] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:42.661592] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:04:42.661683] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5624 tests
[2025-10-10T23:04:42.661796] [INFO ] [CONFIGURE ] BFLY: Testing feature 9/29: add_mfi
[2025-10-10T23:04:42.661837] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-10T23:04:42.814051] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:42.963136] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:43.116324] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:43.268973] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:43.421304] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:43.577604] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:43.745090] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:43.896124] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:44.054485] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:44.213952] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:44.214130] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:04:44.214175] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5623 tests
[2025-10-10T23:04:44.214210] [INFO ] [CONFIGURE ] BFLY: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:04:44.214241] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:04:44.388502] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:44.558214] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:44.723543] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:44.891393] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:45.062757] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:45.231202] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:45.404724] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:45.580030] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:45.760240] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:45.936471] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:45.936670] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:04:45.936732] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5622 tests
[2025-10-10T23:04:45.936769] [INFO ] [CONFIGURE ] BFLY: Testing feature 11/29: add_obv_daily
[2025-10-10T23:04:45.936801] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:04:46.083758] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:46.235866] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:46.385246] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:46.536188] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:46.686117] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:46.836377] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:46.995617] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:47.149791] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:47.307407] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:47.466852] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:47.467029] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:04:47.467079] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5621 tests
[2025-10-10T23:04:47.467114] [INFO ] [CONFIGURE ] BFLY: Testing feature 12/29: add_obv_interval
[2025-10-10T23:04:47.467145] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:04:47.618404] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:47.764060] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:47.910378] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:48.056169] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:48.206572] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:48.351892] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:48.499419] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:48.648866] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:48.803516] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:48.997396] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:48.997566] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:04:48.997614] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5620 tests
[2025-10-10T23:04:48.997687] [INFO ] [CONFIGURE ] BFLY: Testing feature 13/29: add_opening_strength
[2025-10-10T23:04:48.997746] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:04:49.152246] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:49.305778] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:49.460445] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:49.617594] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:49.774353] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:49.938350] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:50.095924] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:50.254207] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:50.412126] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:50.574114] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:50.574290] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:04:50.574344] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5619 tests
[2025-10-10T23:04:50.574379] [INFO ] [CONFIGURE ] BFLY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:04:50.574411] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:04:50.737166] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:50.891855] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:51.059836] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:51.220899] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:51.380877] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:51.546344] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:51.705097] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:51.867172] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:52.031319] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:52.191522] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:52.191721] [INFO ] [CONFIGURE ] BFLY: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:04:52.191777] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5618 tests
[2025-10-10T23:04:52.191813] [INFO ] [CONFIGURE ] BFLY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:04:52.191844] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:04:52.361691] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:52.527232] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:52.689954] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:52.855109] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:53.023380] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:04:53.181735] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:53.341331] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:53.511805] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:53.676149] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:53.840110] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:53.840290] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:04:53.840350] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5617 tests
[2025-10-10T23:04:53.840389] [INFO ] [CONFIGURE ] BFLY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:04:53.840422] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:04:54.009259] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:54.183014] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:54.350718] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:54.523088] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:54.695578] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:54.869531] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:55.042888] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:55.220033] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:55.395943] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:55.583156] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:55.583368] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:04:55.583432] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5616 tests
[2025-10-10T23:04:55.583473] [INFO ] [CONFIGURE ] BFLY: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:04:55.583505] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:04:55.758451] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:55.930413] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:56.106955] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:56.286727] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:56.465664] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:56.638152] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:04:56.810988] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:56.982940] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:04:57.156365] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:57.332043] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:57.332301] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:04:57.332349] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5615 tests
[2025-10-10T23:04:57.332389] [INFO ] [CONFIGURE ] BFLY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:04:57.332422] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:04:57.506293] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:57.673509] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:57.845742] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:58.035170] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:58.207303] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:04:58.375878] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:04:58.547626] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:04:58.740271] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:04:58.931555] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:04:59.128098] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:04:59.128312] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:04:59.128369] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5614 tests
[2025-10-10T23:04:59.128410] [INFO ] [CONFIGURE ] BFLY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:04:59.128445] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:04:59.311533] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:04:59.474066] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:04:59.638822] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:04:59.812284] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:04:59.984376] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:00.152265] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:00.319327] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:00.494444] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:00.665192] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:05:00.848797] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:00.849025] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:05:00.849083] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5613 tests
[2025-10-10T23:05:00.849120] [INFO ] [CONFIGURE ] BFLY: Testing feature 20/29: add_price_rejection
[2025-10-10T23:05:00.849151] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:05:01.031299] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:01.217638] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:01.408982] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:01.587315] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:01.766527] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:01.987096] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:05:02.251962] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:02.492070] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:02.729734] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:05:02.919017] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:02.919246] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:05:02.919303] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5612 tests
[2025-10-10T23:05:02.919344] [INFO ] [CONFIGURE ] BFLY: Testing feature 21/29: add_range_position
[2025-10-10T23:05:02.919380] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:05:03.116530] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:03.285097] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:03.449773] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:03.623553] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:03.805975] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:03.988063] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:04.173913] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:04.356591] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:04.576395] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:05:04.762796] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:04.762994] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:05:04.763056] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5611 tests
[2025-10-10T23:05:04.763096] [INFO ] [CONFIGURE ] BFLY: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:05:04.763130] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:05:04.972356] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:05.168540] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:05.374840] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:05.568008] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:05.770728] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:05.964092] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:06.155993] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:06.353200] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:06.548613] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:05:06.750344] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:06.750618] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:05:06.750706] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5610 tests
[2025-10-10T23:05:06.750753] [INFO ] [CONFIGURE ] BFLY: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:05:06.750927] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:05:06.917497] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:07.082245] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:07.249541] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:07.419127] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:07.596008] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:07.764014] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:07.932611] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:08.106675] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:08.277191] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:05:08.446626] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:08.446799] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:05:08.446849] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5609 tests
[2025-10-10T23:05:08.446916] [INFO ] [CONFIGURE ] BFLY: Testing feature 24/29: add_rsi
[2025-10-10T23:05:08.446975] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:05:08.636453] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:08.826948] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:09.013695] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:09.201956] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:09.390288] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:09.579484] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:09.766058] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:09.953662] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:10.155753] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:10.356852] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:10.357347] [INFO ] [CONFIGURE ] BFLY: KEPT add_rsi (score: 80.00%)
[2025-10-10T23:05:10.357558] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5608 tests
[2025-10-10T23:05:10.357742] [INFO ] [CONFIGURE ] BFLY: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:05:10.357844] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-10T23:05:10.551292] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:10.751577] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:10.949412] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:11.176871] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:11.383150] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:11.584051] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:11.779767] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:11.977268] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:12.194634] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:12.390780] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:12.390945] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:05:12.391008] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5607 tests
[2025-10-10T23:05:12.391046] [INFO ] [CONFIGURE ] BFLY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:05:12.391078] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-10T23:05:12.586819] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:12.780365] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:12.972774] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:13.166631] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:13.359099] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:13.564032] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:13.761514] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:13.955804] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:14.157302] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:14.351852] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:14.352010] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:05:14.352078] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5606 tests
[2025-10-10T23:05:14.352150] [INFO ] [CONFIGURE ] BFLY: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:05:14.352193] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-10T23:05:14.550842] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:14.753668] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:14.954718] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:15.160757] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:15.361202] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:15.570544] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:15.782890] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:16.002526] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:16.218038] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:16.435453] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:16.435619] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:05:16.435697] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5605 tests
[2025-10-10T23:05:16.435745] [INFO ] [CONFIGURE ] BFLY: Testing feature 28/29: add_volume_profile
[2025-10-10T23:05:16.435778] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-10T23:05:16.670265] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:16.874178] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:17.070507] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:17.268511] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:17.471920] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:17.668918] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:17.863146] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:18.061040] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:18.257277] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:18.451595] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:18.451782] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:05:18.451832] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5604 tests
[2025-10-10T23:05:18.451889] [INFO ] [CONFIGURE ] BFLY: Testing feature 29/29: add_vwap
[2025-10-10T23:05:18.451946] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-10T23:05:18.643673] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:18.841610] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:19.042896] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:05:19.243202] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:19.444442] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:19.646212] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:05:19.850509] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:20.050354] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:05:20.255496] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:05:20.455005] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:20.455239] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:05:20.455292] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5603 tests
[2025-10-10T23:05:20.455340] [INFO ] [CONFIGURE ] BFLY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:05:20.455395] [INFO ] [CONFIGURE ] BFLY: Best accuracy: 80.00%
[2025-10-10T23:05:20.455430] [INFO ] [CONFIGURE ] BFLY: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:05:20.455459] [INFO ] [CONFIGURE ] BFLY: Improvement over baseline: 40.00%
[2025-10-10T23:05:20.455485] [INFO ] [CONFIGURE ] BFLY: Total time: 49.6 seconds
[2025-10-10T23:05:20.455512] [INFO ] [CONFIGURE ] BFLY: Average time per feature: 1.7 seconds
[2025-10-10T23:05:20.455540] [INFO ] [CONFIGURE ] BFLY: Average speed: 0.58 features/sec
[2025-10-10T23:05:20.456149] [INFO ] [LOCAL     ] Saved configuration for BFLY: 5 features, 80.00% accuracy -> ./output/feature-sets/BFLY.json
[2025-10-10T23:05:20.456197] [INFO ] [CONFIGURE ] BFLY: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-10T23:05:20.456246] [INFO ] [sig       ] [27/220] Successfully configured BFLY | 0.02 sym/s | Total: 19.6m | ETA: 2.3h
[2025-10-10T23:05:20.456321] [INFO ] [sig       ] [28/220] Configuring BFS...
[2025-10-10T23:05:20.456390] [INFO ] [CONFIGURE ] BFS: Configurate test run.
[2025-10-10T23:05:20.456463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-10-10T23:05:20.471580] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFS'.
[2025-10-10T23:05:20.472051] [INFO ] [CONFIGURE ] BFS: Testing with 29 available features
[2025-10-10T23:05:20.472115] [INFO ] [CONFIGURE ] BFS: Establishing baseline with no features...
[2025-10-10T23:05:20.574963] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:20.675123] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:20.777896] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:05:20.881084] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:20.982882] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:05:21.084279] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:05:21.187814] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:21.290579] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:21.398789] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:21.503748] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:21.503887] [INFO ] [CONFIGURE ] BFS: Baseline score (no features): 50.00%
[2025-10-10T23:05:21.503930] [INFO ] [CONFIGURE ] BFS: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:05:21.503963] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:05:21.621832] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:05:21.732397] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:21.844431] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:05:21.957273] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:22.073139] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:22.197706] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:05:22.316298] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:22.436966] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:22.567205] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:22.723762] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:22.723964] [INFO ] [CONFIGURE ] BFS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:05:22.724014] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5602 tests
[2025-10-10T23:05:22.724048] [INFO ] [CONFIGURE ] BFS: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:05:22.724079] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:05:22.845714] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:22.966870] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:23.089948] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:05:23.219828] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:23.344372] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:23.469459] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:23.594553] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:23.723480] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:23.849853] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:23.977874] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:23.977995] [INFO ] [CONFIGURE ] BFS: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-10T23:05:23.978040] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5601 tests
[2025-10-10T23:05:23.978075] [INFO ] [CONFIGURE ] BFS: Testing feature 3/29: add_daily_returns
[2025-10-10T23:05:23.978106] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:05:24.102831] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:24.231097] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:24.361822] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:24.495743] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:24.631264] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:24.760729] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:24.894347] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:25.026275] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:25.160357] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:25.294506] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:25.294716] [INFO ] [CONFIGURE ] BFS: KEPT add_daily_returns (score: 80.00%)
[2025-10-10T23:05:25.294778] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5600 tests
[2025-10-10T23:05:25.294816] [INFO ] [CONFIGURE ] BFS: Testing feature 4/29: add_ema
[2025-10-10T23:05:25.294847] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-10T23:05:25.445753] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:25.598993] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:25.777227] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:25.927478] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:26.081231] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:26.233378] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:26.384141] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:26.535335] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:26.692264] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:05:26.847124] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:26.847329] [INFO ] [CONFIGURE ] BFS: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:05:26.847383] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5599 tests
[2025-10-10T23:05:26.847420] [INFO ] [CONFIGURE ] BFS: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:05:26.847452] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:05:27.010372] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:27.170491] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:27.329294] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:05:27.486753] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:27.650846] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:27.814842] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:27.979966] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:28.139568] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:28.301764] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:05:28.468933] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:28.469107] [INFO ] [CONFIGURE ] BFS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:05:28.469151] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5598 tests
[2025-10-10T23:05:28.469184] [INFO ] [CONFIGURE ] BFS: Testing feature 6/29: add_failed_moves
[2025-10-10T23:05:28.469237] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T23:05:28.613962] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:28.781364] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:28.920797] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:29.062204] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:29.201491] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:29.341338] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:29.479732] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:29.618570] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:29.764329] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:29.907295] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:29.907489] [INFO ] [CONFIGURE ] BFS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:05:29.907535] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5597 tests
[2025-10-10T23:05:29.907572] [INFO ] [CONFIGURE ] BFS: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:05:29.907607] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:05:30.039150] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:30.170006] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:30.301369] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:30.439955] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:30.568736] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:30.696608] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:30.825743] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:30.958739] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:31.092796] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:31.228208] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:31.228378] [INFO ] [CONFIGURE ] BFS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:05:31.228423] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5596 tests
[2025-10-10T23:05:31.228459] [INFO ] [CONFIGURE ] BFS: Testing feature 8/29: add_macd
[2025-10-10T23:05:31.228491] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:05:31.388446] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:31.547986] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:31.710162] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:05:31.877180] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:32.042368] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:32.201503] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:05:32.364849] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:32.532598] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:32.706959] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:05:32.876235] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:32.876407] [INFO ] [CONFIGURE ] BFS: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:05:32.876450] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5595 tests
[2025-10-10T23:05:32.876485] [INFO ] [CONFIGURE ] BFS: Testing feature 9/29: add_mfi
[2025-10-10T23:05:32.876515] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-10T23:05:33.018219] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:33.162839] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:33.306698] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:33.453355] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:33.602046] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:33.746185] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:33.892517] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:34.037784] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:34.184787] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:34.332492] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:34.332690] [INFO ] [CONFIGURE ] BFS: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:05:34.332752] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5594 tests
[2025-10-10T23:05:34.332791] [INFO ] [CONFIGURE ] BFS: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:05:34.332822] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:05:34.508887] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:34.667545] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:05:34.863403] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:35.033174] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:35.206503] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:35.369021] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:35.527837] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:35.704390] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:35.868572] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:05:36.034372] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:36.034556] [INFO ] [CONFIGURE ] BFS: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T23:05:36.034609] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5593 tests
[2025-10-10T23:05:36.034687] [INFO ] [CONFIGURE ] BFS: Testing feature 11/29: add_obv_daily
[2025-10-10T23:05:36.034751] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:05:36.166951] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:36.299181] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:36.433087] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:36.567973] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:36.708013] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:36.858206] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:36.997118] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:37.142871] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:37.285761] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:37.438504] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:37.438750] [INFO ] [CONFIGURE ] BFS: KEPT add_obv_daily (score: 90.00%)
[2025-10-10T23:05:37.438814] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5592 tests
[2025-10-10T23:05:37.438852] [INFO ] [CONFIGURE ] BFS: Testing feature 12/29: add_obv_interval
[2025-10-10T23:05:37.438884] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:05:37.586050] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:37.740339] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:37.909246] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:38.052907] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:38.204251] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:38.357966] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:38.507141] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:38.653407] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:38.803376] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:38.953629] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:38.953818] [INFO ] [CONFIGURE ] BFS: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-10T23:05:38.953867] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5591 tests
[2025-10-10T23:05:38.953903] [INFO ] [CONFIGURE ] BFS: Testing feature 13/29: add_opening_strength
[2025-10-10T23:05:38.953935] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-10-10T23:05:39.104281] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:39.255083] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:39.406447] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:39.559243] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:39.718422] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:39.872249] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:40.028461] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:40.183455] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:40.337035] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:40.490995] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:40.491178] [INFO ] [CONFIGURE ] BFS: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:05:40.491243] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5590 tests
[2025-10-10T23:05:40.491282] [INFO ] [CONFIGURE ] BFS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:05:40.491315] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:05:40.652523] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:40.819409] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:40.983976] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:41.143956] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:41.306387] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:41.469429] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:41.639136] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:41.803222] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:41.966548] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:42.127770] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:42.127960] [INFO ] [CONFIGURE ] BFS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:05:42.128004] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5589 tests
[2025-10-10T23:05:42.128039] [INFO ] [CONFIGURE ] BFS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:05:42.128078] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-10T23:05:42.271830] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:42.408009] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:42.547065] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:42.689920] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:42.831020] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:42.973231] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:43.116135] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:43.259182] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:43.403788] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:43.549040] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:43.549188] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:05:43.549232] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5588 tests
[2025-10-10T23:05:43.549351] [INFO ] [CONFIGURE ] BFS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:05:43.549391] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:05:43.696388] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:43.849998] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:44.003260] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:44.152677] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:44.303174] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:44.456760] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:44.616428] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:44.769959] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:44.931128] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:05:45.089584] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:45.089776] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:05:45.089829] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5587 tests
[2025-10-10T23:05:45.089864] [INFO ] [CONFIGURE ] BFS: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:05:45.089894] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:05:45.243159] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:45.397111] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:45.567466] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:45.720103] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:45.875251] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:46.035578] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:46.197254] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:46.361585] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:46.523349] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:46.679764] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:46.679933] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:05:46.679977] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5586 tests
[2025-10-10T23:05:46.680010] [INFO ] [CONFIGURE ] BFS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:05:46.680041] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:05:46.819513] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:46.988770] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:47.127999] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:47.267204] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:47.408512] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:47.558970] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:47.701513] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:47.844870] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:47.988767] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:48.131413] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:48.131573] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-10T23:05:48.131615] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5585 tests
[2025-10-10T23:05:48.131674] [INFO ] [CONFIGURE ] BFS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:05:48.131727] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:05:48.267774] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:48.405536] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:48.544911] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:48.689110] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:48.831208] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:48.976297] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:49.117806] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:49.258860] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:49.405109] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:49.547477] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:49.547734] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T23:05:49.547796] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5584 tests
[2025-10-10T23:05:49.547835] [INFO ] [CONFIGURE ] BFS: Testing feature 20/29: add_price_rejection
[2025-10-10T23:05:49.547866] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:05:49.695332] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:49.843369] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:50.021677] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:50.173336] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:50.324607] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:50.479903] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:50.641358] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:50.804561] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:50.959528] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:51.115807] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:51.115981] [INFO ] [CONFIGURE ] BFS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:05:51.116026] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5583 tests
[2025-10-10T23:05:51.116063] [INFO ] [CONFIGURE ] BFS: Testing feature 21/29: add_range_position
[2025-10-10T23:05:51.116095] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:05:51.276565] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:51.432024] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:51.590991] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:51.749270] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:51.928960] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:52.093890] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:52.255205] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:52.416456] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:52.582602] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:52.746086] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:52.746258] [INFO ] [CONFIGURE ] BFS: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:05:52.746303] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5582 tests
[2025-10-10T23:05:52.746336] [INFO ] [CONFIGURE ] BFS: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:05:52.746368] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:05:52.920231] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:53.093127] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:53.262732] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:53.438028] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:53.620166] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:53.801940] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:53.983471] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:54.167960] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:54.346908] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:54.523173] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:54.523376] [INFO ] [CONFIGURE ] BFS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:05:54.523423] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5581 tests
[2025-10-10T23:05:54.523458] [INFO ] [CONFIGURE ] BFS: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:05:54.523489] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_recent_range_context']
[2025-10-10T23:05:54.673398] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:54.822185] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:54.973130] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:55.122499] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:55.271775] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:55.426840] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:55.578443] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:05:55.734763] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:55.898635] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:56.091322] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:56.091543] [INFO ] [CONFIGURE ] BFS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:05:56.091590] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5580 tests
[2025-10-10T23:05:56.091626] [INFO ] [CONFIGURE ] BFS: Testing feature 24/29: add_rsi
[2025-10-10T23:05:56.091693] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-10T23:05:56.261306] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:56.432768] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:56.609570] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:56.790105] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:05:56.966006] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:57.139828] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:57.321244] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:57.500245] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:05:57.674309] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:57.847622] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:57.847813] [INFO ] [CONFIGURE ] BFS: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:05:57.847862] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5579 tests
[2025-10-10T23:05:57.847897] [INFO ] [CONFIGURE ] BFS: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:05:57.847928] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_tick_distribution']
[2025-10-10T23:05:57.993531] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:58.143859] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:58.293361] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:05:58.470151] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:05:58.624022] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:05:58.788111] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:05:58.937626] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:05:59.122530] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:05:59.275038] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:05:59.433878] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:05:59.434065] [INFO ] [CONFIGURE ] BFS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:05:59.434122] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5578 tests
[2025-10-10T23:05:59.434160] [INFO ] [CONFIGURE ] BFS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:05:59.434195] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-10T23:05:59.596597] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:05:59.754612] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:05:59.912374] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:00.071634] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:00.237510] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:00.398442] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:06:00.557572] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:00.719918] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:00.894128] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:01.055556] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:01.055742] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:06:01.055796] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5577 tests
[2025-10-10T23:06:01.055832] [INFO ] [CONFIGURE ] BFS: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:06:01.055862] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-10T23:06:01.219294] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:06:01.383089] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:01.545359] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:01.708129] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:01.872198] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:02.041038] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:06:02.214028] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:02.381430] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:06:02.552535] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:06:02.722736] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:02.722927] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:06:02.722972] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5576 tests
[2025-10-10T23:06:02.723009] [INFO ] [CONFIGURE ] BFS: Testing feature 28/29: add_volume_profile
[2025-10-10T23:06:02.723041] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_profile']
[2025-10-10T23:06:02.879592] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:06:03.042338] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:03.203459] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:03.365603] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:03.523258] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:03.671174] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:06:03.833705] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:03.999494] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:06:04.164454] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:04.332278] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:04.332493] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:06:04.332604] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5575 tests
[2025-10-10T23:06:04.332695] [INFO ] [CONFIGURE ] BFS: Testing feature 29/29: add_vwap
[2025-10-10T23:06:04.332747] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_vwap']
[2025-10-10T23:06:04.496767] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:06:04.665307] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:04.823908] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:04.981758] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:05.139064] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:05.296823] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:06:05.454856] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:05.613362] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:06:05.771321] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:05.932194] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:05.932419] [INFO ] [CONFIGURE ] BFS: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:06:05.932477] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5574 tests
[2025-10-10T23:06:05.932528] [INFO ] [CONFIGURE ] BFS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:06:05.932585] [INFO ] [CONFIGURE ] BFS: Best accuracy: 90.00%
[2025-10-10T23:06:05.932621] [INFO ] [CONFIGURE ] BFS: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:06:05.932740] [INFO ] [CONFIGURE ] BFS: Improvement over baseline: 40.00%
[2025-10-10T23:06:05.932779] [INFO ] [CONFIGURE ] BFS: Total time: 44.4 seconds
[2025-10-10T23:06:05.932808] [INFO ] [CONFIGURE ] BFS: Average time per feature: 1.5 seconds
[2025-10-10T23:06:05.932838] [INFO ] [CONFIGURE ] BFS: Average speed: 0.65 features/sec
[2025-10-10T23:06:05.933426] [INFO ] [LOCAL     ] Saved configuration for BFS: 3 features, 90.00% accuracy -> ./output/feature-sets/BFS.json
[2025-10-10T23:06:05.933482] [INFO ] [CONFIGURE ] BFS: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:06:05.933533] [INFO ] [sig       ] [28/220] Successfully configured BFS | 0.02 sym/s | Total: 20.4m | ETA: 2.3h
[2025-10-10T23:06:05.933610] [INFO ] [sig       ] [29/220] Configuring BIO...
[2025-10-10T23:06:05.933706] [INFO ] [CONFIGURE ] BIO: Configurate test run.
[2025-10-10T23:06:05.933781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-10-10T23:06:05.947953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIO'.
[2025-10-10T23:06:05.948266] [INFO ] [CONFIGURE ] BIO: Testing with 29 available features
[2025-10-10T23:06:05.948323] [INFO ] [CONFIGURE ] BIO: Establishing baseline with no features...
[2025-10-10T23:06:06.055232] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:06.162537] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:06:06.270899] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:06.383819] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:06.498417] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:06.620156] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:06.738256] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:06.852166] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:06.968966] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:07.095398] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:07.095561] [INFO ] [CONFIGURE ] BIO: Baseline score (no features): 50.00%
[2025-10-10T23:06:07.095607] [INFO ] [CONFIGURE ] BIO: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:06:07.095662] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:06:07.225380] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:07.363968] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:07.506376] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:07.646627] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:07.789586] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:07.929427] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:08.075934] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:08.233515] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:08.359415] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:08.489512] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:08.489729] [INFO ] [CONFIGURE ] BIO: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:06:08.489788] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5573 tests
[2025-10-10T23:06:08.489829] [INFO ] [CONFIGURE ] BIO: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:06:08.489863] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:06:08.637752] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:08.782579] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:08.922100] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:09.059320] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:09.215391] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:09.361820] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:09.503808] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:09.646369] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:09.793199] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:09.962958] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:09.963179] [INFO ] [CONFIGURE ] BIO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:06:09.963232] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5572 tests
[2025-10-10T23:06:09.963270] [INFO ] [CONFIGURE ] BIO: Testing feature 3/29: add_daily_returns
[2025-10-10T23:06:09.963304] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:06:10.118370] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:10.290179] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:10.481552] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:10.649465] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:10.806788] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:10.955153] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:11.103612] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:11.278724] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:11.423361] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:11.568114] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:11.568297] [INFO ] [CONFIGURE ] BIO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:06:11.568343] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5571 tests
[2025-10-10T23:06:11.568381] [INFO ] [CONFIGURE ] BIO: Testing feature 4/29: add_ema
[2025-10-10T23:06:11.568421] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:06:11.722772] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:11.856859] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:11.992538] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:12.125980] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:12.262969] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:12.402501] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:12.546371] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:12.684578] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:12.826344] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:12.978785] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:12.978987] [INFO ] [CONFIGURE ] BIO: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:06:12.979037] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5570 tests
[2025-10-10T23:06:12.979073] [INFO ] [CONFIGURE ] BIO: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:06:12.979108] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:06:13.124801] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:13.271405] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:13.420920] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:13.569072] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:13.719397] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:13.868667] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:14.019034] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:14.169776] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:14.322068] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:14.473942] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:14.474170] [INFO ] [CONFIGURE ] BIO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:06:14.474256] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5569 tests
[2025-10-10T23:06:14.474303] [INFO ] [CONFIGURE ] BIO: Testing feature 6/29: add_failed_moves
[2025-10-10T23:06:14.474373] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:06:14.602299] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:14.725511] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:14.851414] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:14.974344] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:15.102967] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:15.230454] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:15.381935] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:15.506974] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:15.632406] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:15.756960] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:15.757137] [INFO ] [CONFIGURE ] BIO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:06:15.757201] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5568 tests
[2025-10-10T23:06:15.757238] [INFO ] [CONFIGURE ] BIO: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:06:15.757269] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:06:15.870835] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:15.983383] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:16.097259] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:16.211990] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:16.334200] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:16.458111] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:16.589611] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:16.712670] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:16.834856] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:16.958736] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:16.958933] [INFO ] [CONFIGURE ] BIO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:06:16.959010] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5567 tests
[2025-10-10T23:06:16.959110] [INFO ] [CONFIGURE ] BIO: Testing feature 8/29: add_macd
[2025-10-10T23:06:16.959174] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:06:17.110916] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:17.264228] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:06:17.426337] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:17.590861] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:17.746843] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:17.897335] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:18.048403] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:18.202358] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:18.354443] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:18.501433] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:18.501580] [INFO ] [CONFIGURE ] BIO: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:06:18.501626] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5566 tests
[2025-10-10T23:06:18.501695] [INFO ] [CONFIGURE ] BIO: Testing feature 9/29: add_mfi
[2025-10-10T23:06:18.501781] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:06:18.618136] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:18.734410] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:18.851001] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:18.971616] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:19.088601] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:19.216381] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:19.345761] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:19.480366] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:19.615806] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:19.752133] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:19.752335] [INFO ] [CONFIGURE ] BIO: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:06:19.752381] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5565 tests
[2025-10-10T23:06:19.752416] [INFO ] [CONFIGURE ] BIO: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:06:19.752448] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:06:19.899496] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:20.048763] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:20.195918] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:20.371152] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:20.525772] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:20.683407] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:20.841835] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:20.995211] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:21.144496] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:21.295490] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:21.295706] [INFO ] [CONFIGURE ] BIO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:06:21.295770] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5564 tests
[2025-10-10T23:06:21.295809] [INFO ] [CONFIGURE ] BIO: Testing feature 11/29: add_obv_daily
[2025-10-10T23:06:21.295841] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:06:21.420603] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:21.546013] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:21.669746] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:21.791175] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:21.914406] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:22.037502] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:22.165779] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:22.291991] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:22.430381] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:22.567472] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:22.567633] [INFO ] [CONFIGURE ] BIO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:06:22.567715] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5563 tests
[2025-10-10T23:06:22.567761] [INFO ] [CONFIGURE ] BIO: Testing feature 12/29: add_obv_interval
[2025-10-10T23:06:22.567793] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:06:22.695503] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:22.827877] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:22.963894] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:23.096162] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:23.229160] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:23.388920] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:23.518217] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:23.649441] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:23.782753] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:23.921340] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:23.921532] [INFO ] [CONFIGURE ] BIO: KEPT add_obv_interval (score: 80.00%)
[2025-10-10T23:06:23.921586] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5562 tests
[2025-10-10T23:06:23.921624] [INFO ] [CONFIGURE ] BIO: Testing feature 13/29: add_opening_strength
[2025-10-10T23:06:23.921691] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:06:24.063767] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:24.209845] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:24.364060] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:24.505227] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:24.658893] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:24.803676] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:24.941883] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:25.080710] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:25.221369] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:25.362129] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:25.362334] [INFO ] [CONFIGURE ] BIO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:06:25.362382] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5561 tests
[2025-10-10T23:06:25.362417] [INFO ] [CONFIGURE ] BIO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:06:25.362448] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:06:25.501719] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:25.645396] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:25.786941] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:25.931363] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:06:26.074280] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:26.222392] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:26.394722] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:26.541148] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:26.690166] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:26.841878] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:26.842056] [INFO ] [CONFIGURE ] BIO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:06:26.842099] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5560 tests
[2025-10-10T23:06:26.842134] [INFO ] [CONFIGURE ] BIO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:06:26.842164] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T23:06:26.967153] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:27.093375] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:27.229118] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:27.355624] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:27.484501] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:27.625056] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:27.758460] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:27.898859] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:28.037230] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:28.175189] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:28.175354] [INFO ] [CONFIGURE ] BIO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:06:28.175397] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5559 tests
[2025-10-10T23:06:28.175433] [INFO ] [CONFIGURE ] BIO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:06:28.175464] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T23:06:28.317409] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:28.456576] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:28.598598] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:28.736437] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:28.878125] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:29.011895] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:29.145051] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:29.279469] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:29.460979] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:29.603192] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:29.603375] [INFO ] [CONFIGURE ] BIO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:06:29.603440] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5558 tests
[2025-10-10T23:06:29.603486] [INFO ] [CONFIGURE ] BIO: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:06:29.603519] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T23:06:29.753483] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:29.906765] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:30.060728] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:30.219175] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:30.369416] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:30.507416] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:30.645578] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:30.785468] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:30.930500] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:31.075981] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:31.076140] [INFO ] [CONFIGURE ] BIO: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-10T23:06:31.076184] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5557 tests
[2025-10-10T23:06:31.076217] [INFO ] [CONFIGURE ] BIO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:06:31.076248] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T23:06:31.201744] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:31.330194] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:31.458527] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:31.587458] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:31.717075] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:31.849060] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:31.979849] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:32.111661] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:32.248484] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:32.383130] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:32.383352] [INFO ] [CONFIGURE ] BIO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:06:32.383403] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5556 tests
[2025-10-10T23:06:32.383441] [INFO ] [CONFIGURE ] BIO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:06:32.383475] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T23:06:32.512155] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:32.648452] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:32.777816] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:32.907945] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:33.038258] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:33.168781] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:33.297093] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:33.431141] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:33.562348] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:33.694225] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:33.694395] [INFO ] [CONFIGURE ] BIO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:06:33.694441] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5555 tests
[2025-10-10T23:06:33.694478] [INFO ] [CONFIGURE ] BIO: Testing feature 20/29: add_price_rejection
[2025-10-10T23:06:33.694511] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection']
[2025-10-10T23:06:33.832272] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:33.970882] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:34.111175] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:34.248174] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:34.384801] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:34.521985] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:34.659100] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:34.799825] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:34.940124] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:35.082197] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:35.082394] [INFO ] [CONFIGURE ] BIO: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:06:35.082439] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5554 tests
[2025-10-10T23:06:35.082475] [INFO ] [CONFIGURE ] BIO: Testing feature 21/29: add_range_position
[2025-10-10T23:06:35.082507] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position']
[2025-10-10T23:06:35.227152] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:35.370229] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:35.529047] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:35.673902] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:35.838689] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:35.978540] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:36.112437] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:36.254074] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:36.399617] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:36.548244] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:36.548414] [INFO ] [CONFIGURE ] BIO: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:06:36.548459] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5553 tests
[2025-10-10T23:06:36.548493] [INFO ] [CONFIGURE ] BIO: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:06:36.548524] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility']
[2025-10-10T23:06:36.700623] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:36.857317] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:37.014529] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:37.176054] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:37.335406] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:37.492547] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:37.652087] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:37.812426] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:37.970947] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:38.131151] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:38.131339] [INFO ] [CONFIGURE ] BIO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:06:38.131402] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5552 tests
[2025-10-10T23:06:38.131440] [INFO ] [CONFIGURE ] BIO: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:06:38.131471] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context']
[2025-10-10T23:06:38.262410] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:38.401013] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:38.549832] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:38.683390] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:38.819424] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:38.954756] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:39.089995] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:39.227750] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:39.364769] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:39.507431] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:39.507594] [INFO ] [CONFIGURE ] BIO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:06:39.507637] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5551 tests
[2025-10-10T23:06:39.507737] [INFO ] [CONFIGURE ] BIO: Testing feature 24/29: add_rsi
[2025-10-10T23:06:39.507777] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-10T23:06:39.660519] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:39.821622] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:39.973733] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:40.128604] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:40.282012] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:40.437548] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:40.597372] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:06:40.758983] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:40.917849] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:41.073796] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:41.073959] [INFO ] [CONFIGURE ] BIO: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:06:41.074002] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5550 tests
[2025-10-10T23:06:41.074038] [INFO ] [CONFIGURE ] BIO: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:06:41.074069] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution']
[2025-10-10T23:06:41.202233] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:41.332476] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:41.465951] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:41.600392] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:41.734272] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:41.866814] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:42.003600] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:42.139966] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:42.276627] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:42.417925] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:42.418120] [INFO ] [CONFIGURE ] BIO: KEPT add_tick_distribution (score: 90.00%)
[2025-10-10T23:06:42.418177] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5549 tests
[2025-10-10T23:06:42.418218] [INFO ] [CONFIGURE ] BIO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:06:42.418250] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-10T23:06:42.569588] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:42.715080] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:42.861619] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:43.013417] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:43.163927] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:43.322225] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:43.470446] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:43.619110] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:43.769305] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:06:43.919111] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:43.919279] [INFO ] [CONFIGURE ] BIO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:06:43.919322] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5548 tests
[2025-10-10T23:06:43.919357] [INFO ] [CONFIGURE ] BIO: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:06:43.919388] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-10T23:06:44.070182] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:44.222676] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:44.381663] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:44.538991] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:44.702329] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:44.865843] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:45.036170] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:45.199344] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:06:45.372314] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:06:45.531443] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:45.531629] [INFO ] [CONFIGURE ] BIO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:06:45.531709] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5547 tests
[2025-10-10T23:06:45.531756] [INFO ] [CONFIGURE ] BIO: Testing feature 28/29: add_volume_profile
[2025-10-10T23:06:45.531789] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution', 'add_volume_profile']
[2025-10-10T23:06:45.672875] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:45.813922] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:45.957017] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:46.099084] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:46.254566] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:46.407790] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:46.561346] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:46.716860] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:46.872338] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:47.033883] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:06:47.034058] [INFO ] [CONFIGURE ] BIO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:06:47.034104] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5546 tests
[2025-10-10T23:06:47.034140] [INFO ] [CONFIGURE ] BIO: Testing feature 29/29: add_vwap
[2025-10-10T23:06:47.034226] [INFO ] [CONFIGURE ] BIO: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution', 'add_vwap']
[2025-10-10T23:06:47.185441] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:06:47.340898] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:06:47.493154] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:47.653218] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:06:47.807361] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:47.958428] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:48.111474] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:06:48.262545] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:06:48.416418] [DEBUG] [FORECASTER] BIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:06:48.569572] [DEBUG] [FORECASTER] BIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:06:48.569772] [INFO ] [CONFIGURE ] BIO: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:06:48.569825] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5545 tests
[2025-10-10T23:06:48.569877] [INFO ] [CONFIGURE ] BIO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:06:48.569933] [INFO ] [CONFIGURE ] BIO: Best accuracy: 90.00%
[2025-10-10T23:06:48.569967] [INFO ] [CONFIGURE ] BIO: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution']
[2025-10-10T23:06:48.569996] [INFO ] [CONFIGURE ] BIO: Improvement over baseline: 40.00%
[2025-10-10T23:06:48.570021] [INFO ] [CONFIGURE ] BIO: Total time: 41.5 seconds
[2025-10-10T23:06:48.570047] [INFO ] [CONFIGURE ] BIO: Average time per feature: 1.4 seconds
[2025-10-10T23:06:48.570074] [INFO ] [CONFIGURE ] BIO: Average speed: 0.70 features/sec
[2025-10-10T23:06:48.570632] [INFO ] [LOCAL     ] Saved configuration for BIO: 3 features, 90.00% accuracy -> ./output/feature-sets/BIO.json
[2025-10-10T23:06:48.570715] [INFO ] [CONFIGURE ] BIO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:06:48.570757] [INFO ] [sig       ] [29/220] Successfully configured BIO | 0.02 sym/s | Total: 21.1m | ETA: 2.3h
[2025-10-10T23:06:48.570809] [INFO ] [sig       ] [30/220] Configuring BIPC...
[2025-10-10T23:06:48.570885] [INFO ] [CONFIGURE ] BIPC: Configurate test run.
[2025-10-10T23:06:48.570956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'.
[2025-10-10T23:06:48.582760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPC'.
[2025-10-10T23:06:48.583182] [INFO ] [CONFIGURE ] BIPC: Testing with 29 available features
[2025-10-10T23:06:48.583239] [INFO ] [CONFIGURE ] BIPC: Establishing baseline with no features...
[2025-10-10T23:06:48.689050] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:48.794239] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:48.899937] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:49.009029] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:49.121512] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:49.233083] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:49.345390] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:49.455868] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:49.566850] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:49.678716] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:49.678889] [INFO ] [CONFIGURE ] BIPC: Baseline score (no features): 40.00%
[2025-10-10T23:06:49.678933] [INFO ] [CONFIGURE ] BIPC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:06:49.678967] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:06:49.797089] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:49.916752] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:50.036153] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:06:50.161937] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:50.283329] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:50.405499] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:50.527113] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:50.665855] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:50.796882] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:50.920308] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:50.920471] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:06:50.920513] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5544 tests
[2025-10-10T23:06:50.920545] [INFO ] [CONFIGURE ] BIPC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:06:50.920575] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:06:51.043839] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:51.169677] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:06:51.297931] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:51.428007] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:51.561410] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:51.692413] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:51.835639] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:51.971027] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:52.105827] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:52.241533] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:52.241731] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:06:52.241789] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5543 tests
[2025-10-10T23:06:52.241826] [INFO ] [CONFIGURE ] BIPC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:06:52.241857] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_daily_returns']
[2025-10-10T23:06:52.354488] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:52.468445] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:52.583068] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:52.699705] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:52.821388] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:52.938485] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:53.053991] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:53.171540] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:53.288027] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:53.406720] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:53.406879] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:06:53.406955] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5542 tests
[2025-10-10T23:06:53.406997] [INFO ] [CONFIGURE ] BIPC: Testing feature 4/29: add_ema
[2025-10-10T23:06:53.407030] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_ema']
[2025-10-10T23:06:53.534340] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:53.690293] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:06:53.814167] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:53.939149] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:54.071827] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:54.217572] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:54.347273] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:54.484456] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:54.614538] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:54.743616] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:54.743809] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:06:54.743858] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5541 tests
[2025-10-10T23:06:54.743893] [INFO ] [CONFIGURE ] BIPC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:06:54.743923] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:06:54.879437] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:55.019784] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:55.156252] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:55.295370] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:55.437463] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:06:55.591066] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:55.740659] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:55.885488] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:56.026838] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:56.165052] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:56.165248] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:06:56.165310] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5540 tests
[2025-10-10T23:06:56.165391] [INFO ] [CONFIGURE ] BIPC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:06:56.165442] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_failed_moves']
[2025-10-10T23:06:56.279902] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:56.394726] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:56.512169] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:56.631403] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:56.749401] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:56.871115] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:56.991462] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:57.111066] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:57.230929] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:57.352082] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:57.352266] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:06:57.352310] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5539 tests
[2025-10-10T23:06:57.352393] [INFO ] [CONFIGURE ] BIPC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:06:57.352433] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_lag_shelf']
[2025-10-10T23:06:57.459452] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:57.571089] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:57.683811] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:57.797850] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:06:57.909991] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:58.022930] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:06:58.131316] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:58.239568] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:58.350682] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:06:58.475357] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:06:58.475538] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:06:58.475613] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5538 tests
[2025-10-10T23:06:58.475711] [INFO ] [CONFIGURE ] BIPC: Testing feature 8/29: add_macd
[2025-10-10T23:06:58.475784] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:06:58.644716] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:06:58.813462] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:06:58.978542] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:06:59.146206] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:06:59.298776] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:06:59.455813] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:06:59.607503] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:06:59.783778] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:06:59.936405] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:00.090770] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:00.090948] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_macd (score: 20.00%)
[2025-10-10T23:07:00.090994] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5537 tests
[2025-10-10T23:07:00.091028] [INFO ] [CONFIGURE ] BIPC: Testing feature 9/29: add_mfi
[2025-10-10T23:07:00.091058] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_mfi']
[2025-10-10T23:07:00.212861] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:00.336880] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:00.463262] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:00.600854] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:00.822064] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:00.968287] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:01.113277] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:01.244588] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:01.373513] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:01.502362] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:01.502566] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T23:07:01.502610] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5536 tests
[2025-10-10T23:07:01.502665] [INFO ] [CONFIGURE ] BIPC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:07:01.502722] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:07:01.647067] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:07:01.788176] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:01.932512] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:02.076293] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:02.248756] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:02.424272] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:02.618482] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:02.870398] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:07:03.066409] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:03.229249] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:03.229470] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:07:03.229517] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5535 tests
[2025-10-10T23:07:03.229556] [INFO ] [CONFIGURE ] BIPC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:07:03.229588] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_daily']
[2025-10-10T23:07:03.374063] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:03.500912] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:03.613219] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:03.728174] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:03.845513] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:03.965546] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:04.086502] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:04.215048] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:04.338910] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:04.460073] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:04.460278] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:07:04.460327] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5534 tests
[2025-10-10T23:07:04.460363] [INFO ] [CONFIGURE ] BIPC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:07:04.460394] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval']
[2025-10-10T23:07:04.575669] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:04.691768] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:04.808737] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:04.935326] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:05.066813] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:05.187500] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:05.308308] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:05.436454] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:05.562920] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:05.688017] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:05.688174] [INFO ] [CONFIGURE ] BIPC: KEPT add_obv_interval (score: 50.00%)
[2025-10-10T23:07:05.688217] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5533 tests
[2025-10-10T23:07:05.688252] [INFO ] [CONFIGURE ] BIPC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:07:05.688283] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:07:05.863425] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:06.005851] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:06.148564] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:06.283248] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:06.421639] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:06.559531] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:06.700560] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:06.843778] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:06.987801] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:07.138944] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:07.139138] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:07:07.139198] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5532 tests
[2025-10-10T23:07:07.139236] [INFO ] [CONFIGURE ] BIPC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:07:07.139268] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:07:07.276826] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:07.414350] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:07.556527] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:07.697935] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:07.847201] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:07.997775] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:08.143307] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:08.300863] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:08.445569] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:08.613113] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:08.613300] [INFO ] [CONFIGURE ] BIPC: KEPT add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:07:08.613344] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5531 tests
[2025-10-10T23:07:08.613380] [INFO ] [CONFIGURE ] BIPC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:07:08.613412] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:07:08.752463] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:08.906711] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:09.068542] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:09.208100] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:09.347748] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:09.488477] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:09.635139] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:09.778495] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:09.935946] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:10.081374] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:10.081545] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:07:10.081589] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5530 tests
[2025-10-10T23:07:10.081623] [INFO ] [CONFIGURE ] BIPC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:07:10.081692] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:07:10.233862] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:10.380719] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:10.530515] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:10.679777] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:10.851904] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:11.033908] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:11.208237] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:11.384129] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:11.564697] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:11.725107] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:11.725322] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:07:11.725368] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5529 tests
[2025-10-10T23:07:11.725405] [INFO ] [CONFIGURE ] BIPC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:07:11.725438] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:07:11.924159] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:12.079719] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:12.236102] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:12.391464] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:12.547583] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:12.702238] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:12.860262] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:13.015156] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:13.177385] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:13.332680] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:13.332842] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:07:13.332885] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5528 tests
[2025-10-10T23:07:13.332921] [INFO ] [CONFIGURE ] BIPC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:07:13.332951] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:07:13.472401] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:13.611946] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:13.757132] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:13.898351] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:14.041880] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:14.184290] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:14.328777] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:14.498409] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:14.651961] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:14.802156] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:14.802323] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:07:14.802436] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5527 tests
[2025-10-10T23:07:14.802514] [INFO ] [CONFIGURE ] BIPC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:07:14.802569] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:07:14.977377] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:15.123939] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:15.272001] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:15.414570] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:15.553636] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:15.694412] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:07:15.862470] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:16.011955] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:16.160240] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:16.312614] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:16.312838] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:07:16.312896] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5526 tests
[2025-10-10T23:07:16.312932] [INFO ] [CONFIGURE ] BIPC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:07:16.312963] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:07:16.460364] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:16.613136] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:16.762161] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:16.913718] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:17.063811] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:17.214551] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:17.367256] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:17.520462] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:17.677237] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:17.831053] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:17.831195] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-10T23:07:17.831238] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5525 tests
[2025-10-10T23:07:17.831272] [INFO ] [CONFIGURE ] BIPC: Testing feature 21/29: add_range_position
[2025-10-10T23:07:17.831301] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:07:18.024219] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:18.186526] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:18.345503] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:18.502820] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:18.660209] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:18.819213] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:18.983583] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:19.143909] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:19.304714] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:19.464976] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:19.465102] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:07:19.465145] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5524 tests
[2025-10-10T23:07:19.465179] [INFO ] [CONFIGURE ] BIPC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:07:19.465208] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:07:19.634050] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:19.807588] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:19.978737] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:20.149178] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:20.322211] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:20.496097] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:20.673062] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:20.848694] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:21.057596] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:21.236237] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:21.236424] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:07:21.236468] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5523 tests
[2025-10-10T23:07:21.236502] [INFO ] [CONFIGURE ] BIPC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:07:21.236533] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:07:21.386170] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:21.541493] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:21.701292] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:21.854812] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:22.009475] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:22.164729] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:22.321635] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:22.479094] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:22.633099] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:22.787341] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:22.787511] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:07:22.787554] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5522 tests
[2025-10-10T23:07:22.787660] [INFO ] [CONFIGURE ] BIPC: Testing feature 24/29: add_rsi
[2025-10-10T23:07:22.787719] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:07:22.958185] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:23.128286] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:23.307182] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:23.485390] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:23.662568] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:23.846071] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:24.064999] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:24.247005] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:24.432166] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:24.615604] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:24.615821] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T23:07:24.615872] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5521 tests
[2025-10-10T23:07:24.615910] [INFO ] [CONFIGURE ] BIPC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:07:24.615941] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T23:07:24.762879] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:24.911490] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:25.058715] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:25.205801] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:25.351504] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:25.498338] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:25.651279] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:25.799992] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:07:25.949945] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:26.100426] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:26.100557] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-10T23:07:26.100601] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5520 tests
[2025-10-10T23:07:26.100634] [INFO ] [CONFIGURE ] BIPC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:07:26.100742] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T23:07:26.251326] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:26.415037] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:26.566151] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:26.726390] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:26.880422] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:27.039916] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:27.194718] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:27.349061] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:27.504043] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:27.675438] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:07:27.675636] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:07:27.675720] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5519 tests
[2025-10-10T23:07:27.675764] [INFO ] [CONFIGURE ] BIPC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:07:27.675796] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T23:07:27.844414] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:28.005277] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:28.166190] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:28.325038] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:28.482548] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:28.646871] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:28.806673] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:28.968095] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:29.131446] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:29.293856] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:29.294105] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:07:29.294163] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5518 tests
[2025-10-10T23:07:29.294200] [INFO ] [CONFIGURE ] BIPC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:07:29.294231] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T23:07:29.436969] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:29.571451] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:29.706979] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:29.842445] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:29.979557] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:30.146110] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:30.285149] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:30.425148] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:30.563925] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:30.703205] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:30.703331] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:07:30.703374] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5517 tests
[2025-10-10T23:07:30.703452] [INFO ] [CONFIGURE ] BIPC: Testing feature 29/29: add_vwap
[2025-10-10T23:07:30.703504] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-10T23:07:30.843598] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:07:30.987215] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:31.137031] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:07:31.292425] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:31.441030] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:07:31.583245] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:07:31.725812] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:07:31.880602] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:07:32.034255] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:32.180001] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:07:32.180133] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T23:07:32.180176] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5516 tests
[2025-10-10T23:07:32.180210] [INFO ] [CONFIGURE ] BIPC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:07:32.180240] [INFO ] [CONFIGURE ] BIPC: Best accuracy: 60.00%
[2025-10-10T23:07:32.180269] [INFO ] [CONFIGURE ] BIPC: Best feature set (2 features): ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:07:32.180303] [INFO ] [CONFIGURE ] BIPC: Improvement over baseline: 20.00%
[2025-10-10T23:07:32.180334] [INFO ] [CONFIGURE ] BIPC: Total time: 42.5 seconds
[2025-10-10T23:07:32.180366] [INFO ] [CONFIGURE ] BIPC: Average time per feature: 1.5 seconds
[2025-10-10T23:07:32.180398] [INFO ] [CONFIGURE ] BIPC: Average speed: 0.68 features/sec
[2025-10-10T23:07:32.180799] [INFO ] [LOCAL     ] Saved configuration for BIPC: 2 features, 60.00% accuracy -> ./output/feature-sets/BIPC.json
[2025-10-10T23:07:32.180854] [INFO ] [CONFIGURE ] BIPC: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T23:07:32.180893] [INFO ] [sig       ] [30/220] Successfully configured BIPC | 0.02 sym/s | Total: 21.8m | ETA: 2.3h
[2025-10-10T23:07:32.180925] [INFO ] [sig       ] [31/220] Configuring BLD...
[2025-10-10T23:07:32.180953] [INFO ] [CONFIGURE ] BLD: Configurate test run.
[2025-10-10T23:07:32.181028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-10-10T23:07:32.192616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLD'.
[2025-10-10T23:07:32.192933] [INFO ] [CONFIGURE ] BLD: Testing with 29 available features
[2025-10-10T23:07:32.192987] [INFO ] [CONFIGURE ] BLD: Establishing baseline with no features...
[2025-10-10T23:07:32.293134] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:32.393610] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:32.494695] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:32.601614] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:32.703141] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:32.805205] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:32.907265] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:33.009896] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:33.142659] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:33.246173] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:33.246281] [INFO ] [CONFIGURE ] BLD: Baseline score (no features): 50.00%
[2025-10-10T23:07:33.246322] [INFO ] [CONFIGURE ] BLD: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:07:33.246357] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:07:33.360515] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:33.473525] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:33.586521] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:33.707365] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:33.829384] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:33.953329] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:34.080299] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:34.213508] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:07:34.340588] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:34.479622] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:34.479780] [INFO ] [CONFIGURE ] BLD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:07:34.479829] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5515 tests
[2025-10-10T23:07:34.479863] [INFO ] [CONFIGURE ] BLD: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:07:34.479892] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:07:34.606783] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:34.741318] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:34.889947] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:35.041851] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:07:35.176784] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:35.305908] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:35.434873] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:35.566045] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:07:35.695595] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:35.832829] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:07:35.833023] [INFO ] [CONFIGURE ] BLD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:07:35.833068] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5514 tests
[2025-10-10T23:07:35.833102] [INFO ] [CONFIGURE ] BLD: Testing feature 3/29: add_daily_returns
[2025-10-10T23:07:35.833132] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_daily_returns']
[2025-10-10T23:07:35.947113] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:36.062843] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:36.204740] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:36.318310] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:36.440167] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:36.569729] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:36.697364] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:36.813793] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:07:36.935378] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:37.064042] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:37.064241] [INFO ] [CONFIGURE ] BLD: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:07:37.064287] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5513 tests
[2025-10-10T23:07:37.064324] [INFO ] [CONFIGURE ] BLD: Testing feature 4/29: add_ema
[2025-10-10T23:07:37.064358] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_ema']
[2025-10-10T23:07:37.193352] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:37.320345] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:37.450521] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:37.579110] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:37.708496] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:37.843085] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:37.974501] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:38.105961] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:38.243131] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:38.368198] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:38.368386] [INFO ] [CONFIGURE ] BLD: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:07:38.368451] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5512 tests
[2025-10-10T23:07:38.368501] [INFO ] [CONFIGURE ] BLD: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:07:38.368558] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:07:38.497904] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:38.627454] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:38.759159] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:38.896607] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:39.033699] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:39.167559] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:39.301521] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:39.436160] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:39.571096] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:39.708080] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:39.708265] [INFO ] [CONFIGURE ] BLD: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:07:39.708318] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5511 tests
[2025-10-10T23:07:39.708378] [INFO ] [CONFIGURE ] BLD: Testing feature 6/29: add_failed_moves
[2025-10-10T23:07:39.708413] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:07:39.847435] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:39.987659] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:40.128934] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:40.266974] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:40.405848] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:40.545289] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:40.686325] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:40.828735] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:40.975618] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:41.133270] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:41.133492] [INFO ] [CONFIGURE ] BLD: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:07:41.133568] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5510 tests
[2025-10-10T23:07:41.133631] [INFO ] [CONFIGURE ] BLD: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:07:41.133729] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:07:41.274124] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:41.413594] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:41.550867] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:41.686243] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:41.824126] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:41.962156] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:42.100254] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:42.273182] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:07:42.410388] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:42.550536] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:42.550732] [INFO ] [CONFIGURE ] BLD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:07:42.550787] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5509 tests
[2025-10-10T23:07:42.550823] [INFO ] [CONFIGURE ] BLD: Testing feature 8/29: add_macd
[2025-10-10T23:07:42.550855] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:07:42.710464] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:42.869946] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:43.035982] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:43.201883] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:43.376546] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:43.566726] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:43.742450] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:43.916310] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:44.088881] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:44.258785] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:44.258977] [INFO ] [CONFIGURE ] BLD: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:07:44.259021] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5508 tests
[2025-10-10T23:07:44.259058] [INFO ] [CONFIGURE ] BLD: Testing feature 9/29: add_mfi
[2025-10-10T23:07:44.259089] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:07:44.412188] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:44.571989] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:44.734733] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:44.907120] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:45.077381] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:45.247251] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:45.416547] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:45.581114] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:45.739392] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:45.894407] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:45.894583] [INFO ] [CONFIGURE ] BLD: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:07:45.894627] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5507 tests
[2025-10-10T23:07:45.894713] [INFO ] [CONFIGURE ] BLD: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:07:45.894758] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:07:46.065671] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:46.240830] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:46.412533] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:46.595336] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:46.772956] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:46.940351] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:47.110244] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:47.281598] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:47.450229] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:47.620977] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:47.621129] [INFO ] [CONFIGURE ] BLD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:07:47.621172] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5506 tests
[2025-10-10T23:07:47.621207] [INFO ] [CONFIGURE ] BLD: Testing feature 11/29: add_obv_daily
[2025-10-10T23:07:47.621238] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:07:47.762421] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:47.904563] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:48.053996] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:48.196059] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:48.345559] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:48.488238] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:48.635659] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:48.779411] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:48.922663] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:49.066848] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:49.067030] [INFO ] [CONFIGURE ] BLD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:07:49.067080] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5505 tests
[2025-10-10T23:07:49.067115] [INFO ] [CONFIGURE ] BLD: Testing feature 12/29: add_obv_interval
[2025-10-10T23:07:49.067145] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:07:49.207743] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:49.349523] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:49.493965] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:49.639892] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:49.783886] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:49.925717] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:50.074754] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:50.222421] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:50.366295] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:50.513751] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:50.513966] [INFO ] [CONFIGURE ] BLD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:07:50.514014] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5504 tests
[2025-10-10T23:07:50.514049] [INFO ] [CONFIGURE ] BLD: Testing feature 13/29: add_opening_strength
[2025-10-10T23:07:50.514080] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:07:50.664970] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:50.814541] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:50.966436] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:51.122411] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:51.285825] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:51.432076] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:51.588320] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:51.743924] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:51.901166] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:52.061669] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:07:52.061886] [INFO ] [CONFIGURE ] BLD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:07:52.061933] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5503 tests
[2025-10-10T23:07:52.061968] [INFO ] [CONFIGURE ] BLD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:07:52.061999] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:07:52.217607] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:52.376215] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:52.532757] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:52.691910] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:52.849934] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:53.008999] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:53.164492] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:53.326467] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:53.486844] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:53.651769] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:53.651953] [INFO ] [CONFIGURE ] BLD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:07:53.651996] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5502 tests
[2025-10-10T23:07:53.652031] [INFO ] [CONFIGURE ] BLD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:07:53.652062] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T23:07:53.786746] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:53.924173] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:54.060170] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:54.197427] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:54.345374] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:54.486315] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:54.628893] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:54.770174] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:54.911310] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:55.051388] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:55.051555] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:07:55.051598] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5501 tests
[2025-10-10T23:07:55.051631] [INFO ] [CONFIGURE ] BLD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:07:55.051700] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T23:07:55.204296] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:55.379209] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:55.558833] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:55.781527] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:55.993176] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:56.156412] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:56.316923] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:56.477058] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:56.639459] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:56.798114] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:56.798306] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:07:56.798363] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5500 tests
[2025-10-10T23:07:56.798401] [INFO ] [CONFIGURE ] BLD: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:07:56.798454] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:07:56.952027] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:07:57.105074] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:07:57.262740] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:57.451840] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:57.609510] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:57.762604] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:57.914324] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:58.073835] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:58.246845] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:58.410261] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:58.410442] [INFO ] [CONFIGURE ] BLD: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:07:58.410486] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5499 tests
[2025-10-10T23:07:58.410523] [INFO ] [CONFIGURE ] BLD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:07:58.410556] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-10T23:07:58.572604] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:07:58.745946] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:07:58.899216] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:07:59.047966] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:07:59.193585] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:07:59.339230] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:07:59.497228] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:07:59.649977] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:07:59.804736] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:07:59.957007] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:07:59.957228] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:07:59.957276] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5498 tests
[2025-10-10T23:07:59.957314] [INFO ] [CONFIGURE ] BLD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:07:59.957348] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-10T23:08:00.110436] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:08:00.265799] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:00.431789] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:00.585273] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:00.742503] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:00.898978] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:01.057552] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:01.217402] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:01.373706] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:01.533995] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:01.534148] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:08:01.534191] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5497 tests
[2025-10-10T23:08:01.534227] [INFO ] [CONFIGURE ] BLD: Testing feature 20/29: add_price_rejection
[2025-10-10T23:08:01.534259] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-10T23:08:01.702505] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:08:01.878830] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:02.042712] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:02.199514] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:02.344952] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:02.532538] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:02.701900] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:02.883221] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:03.063775] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:03.223724] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:03.223883] [INFO ] [CONFIGURE ] BLD: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:08:03.223925] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5496 tests
[2025-10-10T23:08:03.223959] [INFO ] [CONFIGURE ] BLD: Testing feature 21/29: add_range_position
[2025-10-10T23:08:03.223990] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position']
[2025-10-10T23:08:03.396269] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:08:03.567372] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:03.731125] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:03.896863] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:04.068186] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:04.234402] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:04.400352] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:04.569297] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:04.737728] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:04.910635] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:04.910919] [INFO ] [CONFIGURE ] BLD: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:08:04.910981] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5495 tests
[2025-10-10T23:08:04.911020] [INFO ] [CONFIGURE ] BLD: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:08:04.911053] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-10T23:08:05.091925] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:08:05.282224] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:05.477478] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:05.662393] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:05.843747] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:06.025090] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:06.207079] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:06.390192] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:06.580954] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:06.770714] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:06.770887] [INFO ] [CONFIGURE ] BLD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:08:06.770931] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5494 tests
[2025-10-10T23:08:06.770965] [INFO ] [CONFIGURE ] BLD: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:08:06.770997] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-10T23:08:06.929323] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:08:07.088377] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:07.246538] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:07.405521] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:07.570607] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:07.735362] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:07.890845] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:08.047571] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:08.207895] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:08.376633] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:08.376818] [INFO ] [CONFIGURE ] BLD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:08:08.376990] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5493 tests
[2025-10-10T23:08:08.377035] [INFO ] [CONFIGURE ] BLD: Testing feature 24/29: add_rsi
[2025-10-10T23:08:08.377068] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-10T23:08:08.551825] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:08:08.758105] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:08.939698] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:09.125855] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:09.306242] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:09.501481] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:09.687726] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:09.867815] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:10.056075] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:10.250820] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:10.250990] [INFO ] [CONFIGURE ] BLD: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:08:10.251034] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5492 tests
[2025-10-10T23:08:10.251069] [INFO ] [CONFIGURE ] BLD: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:08:10.251100] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-10T23:08:10.405247] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:08:10.567482] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:10.727890] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:10.891798] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:11.065090] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:11.224859] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:11.385216] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:11.545681] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:11.707394] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:11.870535] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:11.870707] [INFO ] [CONFIGURE ] BLD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:08:11.870764] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5491 tests
[2025-10-10T23:08:11.870800] [INFO ] [CONFIGURE ] BLD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:08:11.870831] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-10T23:08:12.036096] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:08:12.198290] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:12.360778] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:12.516281] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:12.677804] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:12.836558] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:12.993799] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:13.152220] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:13.309060] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:13.480181] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:13.480384] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:08:13.480429] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5490 tests
[2025-10-10T23:08:13.480467] [INFO ] [CONFIGURE ] BLD: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:08:13.480500] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-10T23:08:13.653262] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:08:13.832260] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:14.005170] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:14.175345] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:14.342051] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:14.512336] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:14.683809] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:14.855838] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:15.035389] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:15.207271] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:15.207429] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:08:15.207471] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5489 tests
[2025-10-10T23:08:15.207506] [INFO ] [CONFIGURE ] BLD: Testing feature 28/29: add_volume_profile
[2025-10-10T23:08:15.207536] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-10T23:08:15.367701] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:08:15.534942] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:15.695220] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:08:15.867101] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:16.038670] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:16.199766] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:16.361077] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:16.527085] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:16.692732] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:08:16.864400] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:16.864575] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:08:16.864619] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5488 tests
[2025-10-10T23:08:16.864739] [INFO ] [CONFIGURE ] BLD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:08:16.864797] [INFO ] [CONFIGURE ] BLD: Best accuracy: 70.00%
[2025-10-10T23:08:16.864832] [INFO ] [CONFIGURE ] BLD: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:08:16.864860] [INFO ] [CONFIGURE ] BLD: Improvement over baseline: 20.00%
[2025-10-10T23:08:16.864886] [INFO ] [CONFIGURE ] BLD: Total time: 43.6 seconds
[2025-10-10T23:08:16.864912] [INFO ] [CONFIGURE ] BLD: Average time per feature: 1.6 seconds
[2025-10-10T23:08:16.864938] [INFO ] [CONFIGURE ] BLD: Average speed: 0.66 features/sec
[2025-10-10T23:08:16.865495] [INFO ] [LOCAL     ] Saved configuration for BLD: 3 features, 70.00% accuracy -> ./output/feature-sets/BLD.json
[2025-10-10T23:08:16.865544] [INFO ] [CONFIGURE ] BLD: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-10T23:08:16.865580] [INFO ] [sig       ] [31/220] Successfully configured BLD | 0.02 sym/s | Total: 22.6m | ETA: 2.3h
[2025-10-10T23:08:16.865624] [INFO ] [sig       ] [32/220] Configuring BNY...
[2025-10-10T23:08:16.865716] [INFO ] [CONFIGURE ] BNY: Configurate test run.
[2025-10-10T23:08:16.865788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-10-10T23:08:16.879184] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNY'.
[2025-10-10T23:08:16.879591] [INFO ] [CONFIGURE ] BNY: Testing with 29 available features
[2025-10-10T23:08:16.879672] [INFO ] [CONFIGURE ] BNY: Establishing baseline with no features...
[2025-10-10T23:08:16.989332] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:17.098828] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:17.205416] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:17.313822] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:17.427976] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:17.537815] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:17.649988] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:17.762513] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:17.875158] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:17.990418] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:17.990583] [INFO ] [CONFIGURE ] BNY: Baseline score (no features): 70.00%
[2025-10-10T23:08:17.990626] [INFO ] [CONFIGURE ] BNY: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:08:17.990696] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:08:18.110947] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:18.237207] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:08:18.364385] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:18.517671] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:18.641306] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:18.767479] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:18.894330] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:19.025141] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:19.152694] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:19.289758] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:19.289964] [INFO ] [CONFIGURE ] BNY: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-10T23:08:19.290009] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5487 tests
[2025-10-10T23:08:19.290044] [INFO ] [CONFIGURE ] BNY: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:08:19.290073] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:08:19.426364] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:19.554260] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:19.681604] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:19.818386] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:19.955987] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:20.090036] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:20.230918] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:20.365604] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:20.498612] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:20.637241] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:20.637399] [INFO ] [CONFIGURE ] BNY: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:08:20.637446] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5486 tests
[2025-10-10T23:08:20.637490] [INFO ] [CONFIGURE ] BNY: Testing feature 3/29: add_daily_returns
[2025-10-10T23:08:20.637528] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_daily_returns']
[2025-10-10T23:08:20.755091] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:20.873701] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:20.990213] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:21.107909] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:21.225880] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:21.344061] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:21.467237] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:21.600145] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:21.721101] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:21.850107] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:21.850344] [INFO ] [CONFIGURE ] BNY: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:08:21.850409] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5485 tests
[2025-10-10T23:08:21.850449] [INFO ] [CONFIGURE ] BNY: Testing feature 4/29: add_ema
[2025-10-10T23:08:21.850481] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema']
[2025-10-10T23:08:21.993139] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:22.133739] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:08:22.274510] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:22.416496] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:22.562483] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:22.704672] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:22.837844] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:22.962275] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:08:23.087311] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:23.213108] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:23.213281] [INFO ] [CONFIGURE ] BNY: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:08:23.213326] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5484 tests
[2025-10-10T23:08:23.213361] [INFO ] [CONFIGURE ] BNY: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:08:23.213391] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:08:23.342402] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:23.472756] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:23.604063] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:23.734847] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:23.866054] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:23.996395] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:24.127553] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:24.259476] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:08:24.390860] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:24.521886] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:08:24.522036] [INFO ] [CONFIGURE ] BNY: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:08:24.522078] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5483 tests
[2025-10-10T23:08:24.522113] [INFO ] [CONFIGURE ] BNY: Testing feature 6/29: add_failed_moves
[2025-10-10T23:08:24.522144] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_failed_moves']
[2025-10-10T23:08:24.655444] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:24.765211] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:24.885049] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:24.997867] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:25.109199] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:25.221604] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:25.333382] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:25.448141] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:25.560927] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:25.674939] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:25.675088] [INFO ] [CONFIGURE ] BNY: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:08:25.675130] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5482 tests
[2025-10-10T23:08:25.675164] [INFO ] [CONFIGURE ] BNY: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:08:25.675214] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_lag_shelf']
[2025-10-10T23:08:25.774959] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:25.876863] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:25.979474] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:26.083194] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:26.185949] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:26.289866] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:26.394200] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:26.498176] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:26.602220] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:26.707674] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:26.707824] [INFO ] [CONFIGURE ] BNY: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:08:26.707866] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5481 tests
[2025-10-10T23:08:26.707899] [INFO ] [CONFIGURE ] BNY: Testing feature 8/29: add_macd
[2025-10-10T23:08:26.707930] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:08:26.850308] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:26.991517] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:27.132112] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:27.275373] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:27.418084] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:08:27.563566] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:27.742275] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:27.885817] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:28.030101] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:28.175326] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:28.175484] [INFO ] [CONFIGURE ] BNY: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:08:28.175528] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5480 tests
[2025-10-10T23:08:28.175563] [INFO ] [CONFIGURE ] BNY: Testing feature 9/29: add_mfi
[2025-10-10T23:08:28.175592] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_mfi']
[2025-10-10T23:08:28.291209] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:28.409033] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:28.525774] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:28.650540] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:28.772385] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:28.893927] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:29.016281] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:29.138888] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:29.262279] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:29.386250] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:29.386401] [INFO ] [CONFIGURE ] BNY: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:08:29.386445] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5479 tests
[2025-10-10T23:08:29.386478] [INFO ] [CONFIGURE ] BNY: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:08:29.386509] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:08:29.520549] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:29.660671] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:29.791722] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:29.924341] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:30.057555] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:30.191750] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:30.327723] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:30.474527] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:30.614460] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:30.767786] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:30.767978] [INFO ] [CONFIGURE ] BNY: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:08:30.768025] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5478 tests
[2025-10-10T23:08:30.768059] [INFO ] [CONFIGURE ] BNY: Testing feature 11/29: add_obv_daily
[2025-10-10T23:08:30.768091] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily']
[2025-10-10T23:08:30.876820] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:30.988301] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:31.097774] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:31.209453] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:31.320912] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:31.431716] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:31.542990] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:31.654284] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:31.766965] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:31.881084] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:31.881237] [INFO ] [CONFIGURE ] BNY: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:08:31.881282] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5477 tests
[2025-10-10T23:08:31.881316] [INFO ] [CONFIGURE ] BNY: Testing feature 12/29: add_obv_interval
[2025-10-10T23:08:31.881346] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_interval']
[2025-10-10T23:08:31.987951] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:32.097310] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:32.207169] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:32.317721] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:32.428444] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:32.539855] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:32.652190] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:32.765259] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:32.879874] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:32.997974] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:32.998160] [INFO ] [CONFIGURE ] BNY: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:08:32.998221] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5476 tests
[2025-10-10T23:08:32.998259] [INFO ] [CONFIGURE ] BNY: Testing feature 13/29: add_opening_strength
[2025-10-10T23:08:32.998288] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:08:33.116307] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:33.233570] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:33.351955] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:33.470931] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:33.590914] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:33.718619] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:33.843623] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:33.966498] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:34.089773] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:34.218570] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:34.218753] [INFO ] [CONFIGURE ] BNY: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:08:34.218805] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5475 tests
[2025-10-10T23:08:34.218839] [INFO ] [CONFIGURE ] BNY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:08:34.218869] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:08:34.346989] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:34.478588] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:34.621463] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:34.766203] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:34.911336] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:08:35.044901] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:35.178901] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:35.315372] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:35.441313] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:35.566823] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:35.566987] [INFO ] [CONFIGURE ] BNY: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:08:35.567040] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5474 tests
[2025-10-10T23:08:35.567096] [INFO ] [CONFIGURE ] BNY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:08:35.567127] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:08:35.671432] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:35.777368] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:35.881792] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:35.985957] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:36.091399] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:36.195708] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:36.303260] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:36.410071] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:36.516112] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:36.629195] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:36.629350] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:08:36.629393] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5473 tests
[2025-10-10T23:08:36.629427] [INFO ] [CONFIGURE ] BNY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:08:36.629457] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:08:36.743286] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:36.856838] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:36.969610] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:37.082816] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:37.197483] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:37.313464] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:37.431391] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:37.548167] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:37.665472] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:37.782520] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:37.782697] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:08:37.782756] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5472 tests
[2025-10-10T23:08:37.782793] [INFO ] [CONFIGURE ] BNY: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:08:37.782824] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:08:37.901937] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:38.034476] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:38.173299] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:38.306255] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:38.429909] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:38.548932] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:38.673357] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:38.792718] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:08:38.912978] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:39.041027] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:39.041191] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:08:39.041237] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5471 tests
[2025-10-10T23:08:39.041272] [INFO ] [CONFIGURE ] BNY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:08:39.041303] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:08:39.148912] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:39.264957] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:39.372996] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:39.481470] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:39.589593] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:39.696854] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:39.835638] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:39.947290] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:40.059391] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:40.169195] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:40.169357] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:08:40.169401] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5470 tests
[2025-10-10T23:08:40.169436] [INFO ] [CONFIGURE ] BNY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:08:40.169467] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:08:40.275214] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:40.380326] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:40.486177] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:40.593971] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:40.702063] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:40.809191] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:40.921559] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:41.039754] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:41.147388] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:41.259554] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:41.259775] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:08:41.259828] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5469 tests
[2025-10-10T23:08:41.259863] [INFO ] [CONFIGURE ] BNY: Testing feature 20/29: add_price_rejection
[2025-10-10T23:08:41.259894] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_price_rejection']
[2025-10-10T23:08:41.375636] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:41.494533] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:41.615404] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:41.740824] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:41.877422] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:42.001334] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:42.127187] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:42.261182] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:42.390176] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:42.514809] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:42.514971] [INFO ] [CONFIGURE ] BNY: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:08:42.515014] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5468 tests
[2025-10-10T23:08:42.515047] [INFO ] [CONFIGURE ] BNY: Testing feature 21/29: add_range_position
[2025-10-10T23:08:42.515078] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_range_position']
[2025-10-10T23:08:42.645560] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:42.775469] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:42.906234] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:43.042910] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:43.173832] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:43.313159] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:43.447208] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:43.582536] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:43.715904] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:43.860393] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:43.860561] [INFO ] [CONFIGURE ] BNY: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:08:43.860606] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5467 tests
[2025-10-10T23:08:43.860662] [INFO ] [CONFIGURE ] BNY: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:08:43.860720] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_realized_volatility']
[2025-10-10T23:08:44.005586] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:44.156291] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:44.300513] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:44.448533] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:44.599221] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:44.750508] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:44.903228] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:45.051370] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:45.201960] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:45.352764] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:08:45.352964] [INFO ] [CONFIGURE ] BNY: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T23:08:45.353021] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5466 tests
[2025-10-10T23:08:45.353063] [INFO ] [CONFIGURE ] BNY: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:08:45.353096] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_recent_range_context']
[2025-10-10T23:08:45.471412] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:45.589264] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:45.708520] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:45.830808] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:45.952366] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:46.075062] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:46.200169] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:46.331608] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:46.453724] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:46.577780] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:46.577947] [INFO ] [CONFIGURE ] BNY: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:08:46.577991] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5465 tests
[2025-10-10T23:08:46.578028] [INFO ] [CONFIGURE ] BNY: Testing feature 24/29: add_rsi
[2025-10-10T23:08:46.578060] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T23:08:46.715174] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:46.854987] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:46.997518] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:47.141112] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:47.294251] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:47.461093] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:47.621018] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:47.801956] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:48.015503] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:48.225250] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:48.225481] [INFO ] [CONFIGURE ] BNY: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:08:48.225530] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5464 tests
[2025-10-10T23:08:48.225571] [INFO ] [CONFIGURE ] BNY: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:08:48.225603] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_tick_distribution']
[2025-10-10T23:08:48.363301] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:48.484786] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:48.628502] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:48.750348] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:48.871614] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:48.987191] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:49.101742] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:49.218155] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:49.334082] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:49.455224] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:49.455388] [INFO ] [CONFIGURE ] BNY: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:08:49.455431] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5463 tests
[2025-10-10T23:08:49.455465] [INFO ] [CONFIGURE ] BNY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:08:49.455495] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T23:08:49.572459] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:49.694759] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:49.813491] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:49.933845] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:50.054735] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:50.175318] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:08:50.297927] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:50.418882] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:50.538431] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:50.657349] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:08:50.657512] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:08:50.657557] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5462 tests
[2025-10-10T23:08:50.657592] [INFO ] [CONFIGURE ] BNY: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:08:50.657622] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_volume_price_divergence']
[2025-10-10T23:08:50.779438] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:50.902142] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:08:51.038347] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:51.172043] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:51.304362] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:51.436482] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:51.568777] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:51.704029] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:51.847370] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:51.988184] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:51.988345] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:08:51.988390] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5461 tests
[2025-10-10T23:08:51.988423] [INFO ] [CONFIGURE ] BNY: Testing feature 28/29: add_volume_profile
[2025-10-10T23:08:51.988452] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_volume_profile']
[2025-10-10T23:08:52.108482] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:52.232111] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:52.354236] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:52.480524] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:52.603812] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:52.722550] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:52.837848] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:08:52.950562] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:08:53.067071] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:53.185049] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:53.185217] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:08:53.185261] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5460 tests
[2025-10-10T23:08:53.185296] [INFO ] [CONFIGURE ] BNY: Testing feature 29/29: add_vwap
[2025-10-10T23:08:53.185327] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_vwap']
[2025-10-10T23:08:53.301110] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:53.420048] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:08:53.536339] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:53.655156] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:53.780801] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:08:53.903111] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:08:54.027563] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:08:54.161063] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:08:54.286678] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:08:54.410261] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:08:54.410425] [INFO ] [CONFIGURE ] BNY: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:08:54.410488] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5459 tests
[2025-10-10T23:08:54.410527] [INFO ] [CONFIGURE ] BNY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:08:54.410558] [INFO ] [CONFIGURE ] BNY: Best accuracy: 70.00%
[2025-10-10T23:08:54.410585] [INFO ] [CONFIGURE ] BNY: Best feature set (0 features): []
[2025-10-10T23:08:54.410612] [INFO ] [CONFIGURE ] BNY: Improvement over baseline: 0.00%
[2025-10-10T23:08:54.410637] [INFO ] [CONFIGURE ] BNY: Total time: 36.4 seconds
[2025-10-10T23:08:54.410710] [INFO ] [CONFIGURE ] BNY: Average time per feature: 1.3 seconds
[2025-10-10T23:08:54.410744] [INFO ] [CONFIGURE ] BNY: Average speed: 0.80 features/sec
[2025-10-10T23:08:54.411081] [INFO ] [LOCAL     ] Saved configuration for BNY: 0 features, 70.00% accuracy -> ./output/feature-sets/BNY.json
[2025-10-10T23:08:54.411136] [INFO ] [CONFIGURE ] BNY: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-10T23:08:54.411188] [INFO ] [sig       ] [32/220] Successfully configured BNY | 0.02 sym/s | Total: 23.2m | ETA: 2.3h
[2025-10-10T23:08:54.411256] [INFO ] [sig       ] [33/220] Configuring BR...
[2025-10-10T23:08:54.411312] [INFO ] [CONFIGURE ] BR: Configurate test run.
[2025-10-10T23:08:54.411356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-10-10T23:08:54.423604] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BR'.
[2025-10-10T23:08:54.423946] [INFO ] [CONFIGURE ] BR: Testing with 29 available features
[2025-10-10T23:08:54.424010] [INFO ] [CONFIGURE ] BR: Establishing baseline with no features...
[2025-10-10T23:08:54.528217] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:54.633981] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:54.738776] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:54.840617] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:54.974405] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:55.077703] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:55.183303] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:08:55.292274] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:08:55.402107] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:55.511296] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:55.511434] [INFO ] [CONFIGURE ] BR: Baseline score (no features): 60.00%
[2025-10-10T23:08:55.511476] [INFO ] [CONFIGURE ] BR: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:08:55.511509] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:08:55.628219] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:55.742412] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:55.861730] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:55.981933] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:56.098618] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:56.214740] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:56.332093] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:08:56.450462] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:08:56.567582] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:08:56.684973] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:56.685124] [INFO ] [CONFIGURE ] BR: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:08:56.685167] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5458 tests
[2025-10-10T23:08:56.685201] [INFO ] [CONFIGURE ] BR: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:08:56.685230] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:08:56.802866] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:56.921116] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:08:57.039403] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:57.158425] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:57.279130] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:57.402521] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:57.523939] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:08:57.649768] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:08:57.773045] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:08:57.897803] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:57.897973] [INFO ] [CONFIGURE ] BR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:08:57.898016] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5457 tests
[2025-10-10T23:08:57.898050] [INFO ] [CONFIGURE ] BR: Testing feature 3/29: add_daily_returns
[2025-10-10T23:08:57.898080] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_daily_returns']
[2025-10-10T23:08:58.033398] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:08:58.139550] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:58.247835] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:58.353780] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:08:58.477729] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:58.586291] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:58.696810] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:08:58.811788] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:08:58.925419] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:08:59.040350] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:08:59.040539] [INFO ] [CONFIGURE ] BR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:08:59.040583] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5456 tests
[2025-10-10T23:08:59.040617] [INFO ] [CONFIGURE ] BR: Testing feature 4/29: add_ema
[2025-10-10T23:08:59.040681] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_ema']
[2025-10-10T23:08:59.161125] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:08:59.282005] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:08:59.401978] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:08:59.522226] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:08:59.657681] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:08:59.790421] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:08:59.913214] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:00.042170] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:00.178722] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:00.308231] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:00.308380] [INFO ] [CONFIGURE ] BR: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:09:00.308424] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5455 tests
[2025-10-10T23:09:00.308461] [INFO ] [CONFIGURE ] BR: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:09:00.308492] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:09:00.435809] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:00.562222] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:09:00.697830] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:00.833755] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:00.974189] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:01.110240] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:01.247308] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:01.389051] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:01.593174] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:01.754059] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:01.754267] [INFO ] [CONFIGURE ] BR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:09:01.754314] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5454 tests
[2025-10-10T23:09:01.754350] [INFO ] [CONFIGURE ] BR: Testing feature 6/29: add_failed_moves
[2025-10-10T23:09:01.754380] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_failed_moves']
[2025-10-10T23:09:01.885229] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:02.015926] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:02.146084] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:02.272457] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:02.386445] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:02.497013] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:02.608276] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:02.721266] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:02.835001] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:02.948300] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:02.948440] [INFO ] [CONFIGURE ] BR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:09:02.948487] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5453 tests
[2025-10-10T23:09:02.948520] [INFO ] [CONFIGURE ] BR: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:09:02.948550] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_lag_shelf']
[2025-10-10T23:09:03.050211] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:03.149510] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:03.249992] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:03.355350] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:03.456820] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:03.558545] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:03.661310] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:03.770129] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:03.875849] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:03.983749] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:03.983906] [INFO ] [CONFIGURE ] BR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:09:03.983970] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5452 tests
[2025-10-10T23:09:03.984006] [INFO ] [CONFIGURE ] BR: Testing feature 8/29: add_macd
[2025-10-10T23:09:03.984038] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:09:04.129786] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:09:04.270365] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:04.413078] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:04.556660] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:04.699673] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:04.856160] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:05.013391] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:05.169548] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:05.312478] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:05.459893] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:05.460060] [INFO ] [CONFIGURE ] BR: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:09:05.460105] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5451 tests
[2025-10-10T23:09:05.460142] [INFO ] [CONFIGURE ] BR: Testing feature 9/29: add_mfi
[2025-10-10T23:09:05.460173] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi']
[2025-10-10T23:09:05.576039] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:05.694996] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:05.819620] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:05.937567] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:06.055564] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:06.173168] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:06.290724] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:06.409748] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:06.531506] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:06.651742] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:06.651911] [INFO ] [CONFIGURE ] BR: KEPT add_mfi (score: 70.00%)
[2025-10-10T23:09:06.651956] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5450 tests
[2025-10-10T23:09:06.651993] [INFO ] [CONFIGURE ] BR: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:09:06.652026] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:09:06.803942] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:06.953931] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:09:07.128147] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:07.279097] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:07.428673] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:07.580274] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:07.734759] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:07.896510] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:08.054514] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:08.212346] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:08.212531] [INFO ] [CONFIGURE ] BR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:09:08.212577] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5449 tests
[2025-10-10T23:09:08.212613] [INFO ] [CONFIGURE ] BR: Testing feature 11/29: add_obv_daily
[2025-10-10T23:09:08.212668] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T23:09:08.339622] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:09:08.467830] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:08.596604] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:08.724876] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:08.860630] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:08.985873] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:09.113830] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:09.244879] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:09.377564] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:09.507437] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:09.507590] [INFO ] [CONFIGURE ] BR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:09:09.507636] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5448 tests
[2025-10-10T23:09:09.507722] [INFO ] [CONFIGURE ] BR: Testing feature 12/29: add_obv_interval
[2025-10-10T23:09:09.507761] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T23:09:09.632935] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:09.757051] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:09:09.881915] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:10.006449] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:10.159058] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:10.283584] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:10.408334] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:10.535837] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:10.664091] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:10.790260] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:10.790436] [INFO ] [CONFIGURE ] BR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:09:10.790481] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5447 tests
[2025-10-10T23:09:10.790519] [INFO ] [CONFIGURE ] BR: Testing feature 13/29: add_opening_strength
[2025-10-10T23:09:10.790552] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:09:10.920088] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:11.055309] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:11.185777] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:11.314716] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:09:11.446856] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:11.577231] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:11.709920] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:11.849341] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:11.983187] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:12.120398] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:12.120537] [INFO ] [CONFIGURE ] BR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:09:12.120580] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5446 tests
[2025-10-10T23:09:12.120615] [INFO ] [CONFIGURE ] BR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:09:12.120690] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T23:09:12.255588] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:12.389328] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:12.520907] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:12.658770] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:09:12.793036] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:12.934400] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:13.075283] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:13.216342] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:13.360595] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:13.506057] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:13.506225] [INFO ] [CONFIGURE ] BR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:09:13.506270] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5445 tests
[2025-10-10T23:09:13.506303] [INFO ] [CONFIGURE ] BR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:09:13.506334] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T23:09:13.624844] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:13.742632] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:13.865794] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:13.987482] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:14.111124] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:14.240075] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:14.361779] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:14.487476] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:14.610789] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:14.738496] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:14.738720] [INFO ] [CONFIGURE ] BR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:09:14.738794] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5444 tests
[2025-10-10T23:09:14.738842] [INFO ] [CONFIGURE ] BR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:09:14.738884] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T23:09:14.870592] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:09:15.001947] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:15.130254] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:15.260831] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:15.390322] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:15.522673] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:15.656277] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:15.790606] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:15.926265] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:16.061149] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:16.061300] [INFO ] [CONFIGURE ] BR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:09:16.061343] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5443 tests
[2025-10-10T23:09:16.061379] [INFO ] [CONFIGURE ] BR: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:09:16.061459] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-10T23:09:16.222405] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:16.353520] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:16.487316] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:16.620016] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:16.754215] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:16.888384] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:17.024142] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:17.156413] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:17.291724] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:17.424312] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:17.424462] [INFO ] [CONFIGURE ] BR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:09:17.424507] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5442 tests
[2025-10-10T23:09:17.424544] [INFO ] [CONFIGURE ] BR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:09:17.424576] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T23:09:17.560255] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:17.689522] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:17.810671] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:17.934798] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:18.059085] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:18.184331] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:18.309800] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:18.434139] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:18.559026] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:18.689860] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:18.690032] [INFO ] [CONFIGURE ] BR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:09:18.690086] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5441 tests
[2025-10-10T23:09:18.690124] [INFO ] [CONFIGURE ] BR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:09:18.690157] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T23:09:18.811871] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:09:18.934019] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:19.058484] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:19.185547] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:19.315414] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:19.443553] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:19.570522] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:19.703231] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:19.829784] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:19.956456] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:19.956631] [INFO ] [CONFIGURE ] BR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:09:19.956714] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5440 tests
[2025-10-10T23:09:19.956759] [INFO ] [CONFIGURE ] BR: Testing feature 20/29: add_price_rejection
[2025-10-10T23:09:19.956792] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-10T23:09:20.086473] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:09:20.218256] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:09:20.348982] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:20.482315] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:20.615112] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:20.749581] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:20.893297] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:21.035386] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:21.174703] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:21.314275] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:21.314426] [INFO ] [CONFIGURE ] BR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:09:21.314472] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5439 tests
[2025-10-10T23:09:21.314506] [INFO ] [CONFIGURE ] BR: Testing feature 21/29: add_range_position
[2025-10-10T23:09:21.314539] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-10T23:09:21.464889] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:21.609229] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:21.753309] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:21.899567] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:22.047663] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:22.196599] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:22.345293] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:22.506492] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:22.657289] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:22.812568] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:22.812785] [INFO ] [CONFIGURE ] BR: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:09:22.812840] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5438 tests
[2025-10-10T23:09:22.812932] [INFO ] [CONFIGURE ] BR: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:09:22.812973] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-10T23:09:22.988688] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:23.156051] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:23.322811] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:23.490095] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:23.656741] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:23.826990] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:23.998507] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:24.167872] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:24.339596] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:24.514443] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:24.514626] [INFO ] [CONFIGURE ] BR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:09:24.514705] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5437 tests
[2025-10-10T23:09:24.514783] [INFO ] [CONFIGURE ] BR: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:09:24.514839] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-10T23:09:24.661316] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:24.803348] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:24.947735] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:25.089155] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:25.233140] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:25.375309] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:25.515898] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:25.659080] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:25.801019] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:25.944000] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:25.944178] [INFO ] [CONFIGURE ] BR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:09:25.944222] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5436 tests
[2025-10-10T23:09:25.944257] [INFO ] [CONFIGURE ] BR: Testing feature 24/29: add_rsi
[2025-10-10T23:09:25.944289] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-10T23:09:26.103199] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:26.266315] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:26.425766] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:26.585880] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:26.750248] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:26.913857] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:27.090781] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:27.258891] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:27.426505] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:27.592623] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:27.592825] [INFO ] [CONFIGURE ] BR: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:09:27.592873] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5435 tests
[2025-10-10T23:09:27.592909] [INFO ] [CONFIGURE ] BR: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:09:27.592940] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-10T23:09:27.730323] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:27.870596] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:09:28.007309] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:28.146582] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:28.333044] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:28.472184] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:28.607301] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:09:28.745133] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:28.884558] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:29.025107] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:29.025258] [INFO ] [CONFIGURE ] BR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:09:29.025300] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5434 tests
[2025-10-10T23:09:29.025335] [INFO ] [CONFIGURE ] BR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:09:29.025366] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-10T23:09:29.161020] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:29.298554] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:29.441924] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:29.580381] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:09:29.718963] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:29.856105] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:29.995495] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:30.139938] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:30.280534] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:30.421781] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:30.421990] [INFO ] [CONFIGURE ] BR: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:09:30.422034] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5433 tests
[2025-10-10T23:09:30.422068] [INFO ] [CONFIGURE ] BR: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:09:30.422100] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-10T23:09:30.578869] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:30.735472] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:30.893474] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:31.058213] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:09:31.216166] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:31.399944] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:31.561337] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:31.723040] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:31.887368] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:32.047329] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:32.047509] [INFO ] [CONFIGURE ] BR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:09:32.047553] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5432 tests
[2025-10-10T23:09:32.047587] [INFO ] [CONFIGURE ] BR: Testing feature 28/29: add_volume_profile
[2025-10-10T23:09:32.047619] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-10T23:09:32.195494] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:32.341844] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:32.488987] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:32.641352] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:09:32.812271] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:32.967386] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:33.121539] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:33.276019] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:33.430436] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:33.583340] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:33.583504] [INFO ] [CONFIGURE ] BR: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:09:33.583570] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5431 tests
[2025-10-10T23:09:33.583606] [INFO ] [CONFIGURE ] BR: Testing feature 29/29: add_vwap
[2025-10-10T23:09:33.583637] [INFO ] [CONFIGURE ] BR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-10T23:09:33.731512] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:09:33.882221] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:09:34.030509] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:09:34.177356] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:09:34.337504] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:34.513253] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:34.676700] [DEBUG] [FORECASTER] BR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:09:34.836039] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:34.997287] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:35.152917] [DEBUG] [FORECASTER] BR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:09:35.153095] [INFO ] [CONFIGURE ] BR: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:09:35.153137] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5430 tests
[2025-10-10T23:09:35.153173] [INFO ] [CONFIGURE ] BR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:09:35.153202] [INFO ] [CONFIGURE ] BR: Best accuracy: 80.00%
[2025-10-10T23:09:35.153233] [INFO ] [CONFIGURE ] BR: Best feature set (2 features): ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-10T23:09:35.153261] [INFO ] [CONFIGURE ] BR: Improvement over baseline: 20.00%
[2025-10-10T23:09:35.153287] [INFO ] [CONFIGURE ] BR: Total time: 39.6 seconds
[2025-10-10T23:09:35.153313] [INFO ] [CONFIGURE ] BR: Average time per feature: 1.4 seconds
[2025-10-10T23:09:35.153340] [INFO ] [CONFIGURE ] BR: Average speed: 0.73 features/sec
[2025-10-10T23:09:35.153681] [INFO ] [LOCAL     ] Saved configuration for BR: 2 features, 80.00% accuracy -> ./output/feature-sets/BR.json
[2025-10-10T23:09:35.153736] [INFO ] [CONFIGURE ] BR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:09:35.153774] [INFO ] [sig       ] [33/220] Successfully configured BR | 0.02 sym/s | Total: 23.9m | ETA: 2.3h
[2025-10-10T23:09:35.153807] [INFO ] [sig       ] [34/220] Configuring BRC...
[2025-10-10T23:09:35.153835] [INFO ] [CONFIGURE ] BRC: Configurate test run.
[2025-10-10T23:09:35.153865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-10-10T23:09:35.167946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRC'.
[2025-10-10T23:09:35.168555] [INFO ] [CONFIGURE ] BRC: Testing with 29 available features
[2025-10-10T23:09:35.168614] [INFO ] [CONFIGURE ] BRC: Establishing baseline with no features...
[2025-10-10T23:09:35.292276] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:35.416759] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:35.533609] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:35.649926] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:35.767851] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:35.892438] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:36.010906] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:36.125244] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:36.238423] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:36.354192] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:36.354342] [INFO ] [CONFIGURE ] BRC: Baseline score (no features): 50.00%
[2025-10-10T23:09:36.354385] [INFO ] [CONFIGURE ] BRC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:09:36.354417] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:09:36.479494] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:36.600218] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:36.717151] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:36.841754] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:36.963729] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:37.086796] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:37.209892] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:37.332745] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:37.464294] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:37.590825] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:37.590998] [INFO ] [CONFIGURE ] BRC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:09:37.591042] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5429 tests
[2025-10-10T23:09:37.591078] [INFO ] [CONFIGURE ] BRC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:09:37.591108] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:09:37.717701] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:37.846524] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:37.974341] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:38.111199] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:38.247119] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:38.378612] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:38.510544] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:38.644510] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:38.779401] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:38.911058] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:38.911214] [INFO ] [CONFIGURE ] BRC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:09:38.911256] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5428 tests
[2025-10-10T23:09:38.911291] [INFO ] [CONFIGURE ] BRC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:09:38.911324] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns']
[2025-10-10T23:09:39.026256] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:09:39.152989] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:39.270078] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:39.385302] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:39.500933] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:39.616284] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:39.732210] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:39.852282] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:39.971526] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:40.110324] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:40.110524] [INFO ] [CONFIGURE ] BRC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:09:40.110575] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5427 tests
[2025-10-10T23:09:40.110611] [INFO ] [CONFIGURE ] BRC: Testing feature 4/29: add_ema
[2025-10-10T23:09:40.110663] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_ema']
[2025-10-10T23:09:40.237172] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:40.364957] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:40.494031] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:40.625007] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:40.762629] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:40.917765] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:41.064557] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:41.201712] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:41.335089] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:41.475031] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:41.475234] [INFO ] [CONFIGURE ] BRC: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:09:41.475298] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5426 tests
[2025-10-10T23:09:41.475338] [INFO ] [CONFIGURE ] BRC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:09:41.475371] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:09:41.610256] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:41.740732] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:41.868795] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:42.003997] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:09:42.145450] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:42.282506] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:42.419725] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:42.559896] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:42.702559] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:42.846618] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:42.846847] [INFO ] [CONFIGURE ] BRC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:09:42.846934] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5425 tests
[2025-10-10T23:09:42.847031] [INFO ] [CONFIGURE ] BRC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:09:42.847084] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves']
[2025-10-10T23:09:42.963781] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:43.082824] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:43.204133] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:43.320933] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:43.465155] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:43.580360] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:43.696785] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:09:43.818317] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:43.935195] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:44.059438] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:44.059597] [INFO ] [CONFIGURE ] BRC: KEPT add_failed_moves (score: 70.00%)
[2025-10-10T23:09:44.059659] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5424 tests
[2025-10-10T23:09:44.059720] [INFO ] [CONFIGURE ] BRC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:09:44.059756] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-10-10T23:09:44.181735] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:44.298508] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:44.431418] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:44.552160] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:44.673297] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:44.793966] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:44.915427] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:09:45.038020] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:45.161797] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:45.288685] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:45.288880] [INFO ] [CONFIGURE ] BRC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:09:45.288933] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5423 tests
[2025-10-10T23:09:45.288968] [INFO ] [CONFIGURE ] BRC: Testing feature 8/29: add_macd
[2025-10-10T23:09:45.289000] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-10T23:09:45.453003] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:45.612388] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:45.774293] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:45.928891] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:09:46.082478] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:46.237848] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:46.396955] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:46.553390] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:46.709610] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:46.866381] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:46.866543] [INFO ] [CONFIGURE ] BRC: DISCARDED add_macd (score: 20.00%)
[2025-10-10T23:09:46.866587] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5422 tests
[2025-10-10T23:09:46.866622] [INFO ] [CONFIGURE ] BRC: Testing feature 9/29: add_mfi
[2025-10-10T23:09:46.866686] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-10-10T23:09:46.994609] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:47.122848] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:47.253163] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:47.388788] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:47.520724] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:47.652427] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:47.782883] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:47.915796] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:48.049227] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:48.181879] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:48.182039] [INFO ] [CONFIGURE ] BRC: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:09:48.182082] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5421 tests
[2025-10-10T23:09:48.182117] [INFO ] [CONFIGURE ] BRC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:09:48.182148] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:09:48.325876] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:48.474322] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:48.619765] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:48.765022] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:09:48.926148] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:49.079823] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:49.230427] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:49.378800] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:49.547607] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:49.701210] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:49.701407] [INFO ] [CONFIGURE ] BRC: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T23:09:49.701451] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5420 tests
[2025-10-10T23:09:49.701485] [INFO ] [CONFIGURE ] BRC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:09:49.701517] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-10-10T23:09:49.822719] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:09:49.945157] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:50.068397] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:50.192085] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:50.315053] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:50.444008] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:50.570879] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:50.695277] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:50.822071] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:50.948921] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:50.949071] [INFO ] [CONFIGURE ] BRC: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:09:50.949114] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5419 tests
[2025-10-10T23:09:50.949148] [INFO ] [CONFIGURE ] BRC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:09:50.949178] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-10-10T23:09:51.072605] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:51.193083] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:51.318408] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:51.442328] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:09:51.565104] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:51.687121] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:51.809973] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:51.935252] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:52.075570] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:52.199526] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:52.199733] [INFO ] [CONFIGURE ] BRC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:09:52.199795] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5418 tests
[2025-10-10T23:09:52.199845] [INFO ] [CONFIGURE ] BRC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:09:52.199901] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:09:52.326961] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:52.464634] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:52.596251] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:52.726476] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:52.863918] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:52.995042] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:53.127608] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:53.263820] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:53.400259] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:53.566849] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:53.567114] [INFO ] [CONFIGURE ] BRC: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:09:53.567170] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5417 tests
[2025-10-10T23:09:53.567209] [INFO ] [CONFIGURE ] BRC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:09:53.567241] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-10-10T23:09:53.709464] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:53.846146] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:53.985017] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:54.120257] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:54.268777] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:54.407730] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:54.560581] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:54.722848] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:54.862086] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:55.001720] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:55.001880] [INFO ] [CONFIGURE ] BRC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:09:55.001923] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5416 tests
[2025-10-10T23:09:55.001957] [INFO ] [CONFIGURE ] BRC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:09:55.001987] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum']
[2025-10-10T23:09:55.117450] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:09:55.234982] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:55.358691] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:55.482553] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:55.654247] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:55.825937] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:09:55.998044] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:56.144109] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:09:56.270385] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:56.396767] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:56.396994] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T23:09:56.397053] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5415 tests
[2025-10-10T23:09:56.397093] [INFO ] [CONFIGURE ] BRC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:09:56.397127] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap']
[2025-10-10T23:09:56.526888] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:09:56.650294] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:09:56.768501] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:56.889504] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:57.013428] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:57.136437] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:57.269379] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:57.393011] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:57.518239] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:09:57.644328] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:57.644479] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:09:57.644524] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5414 tests
[2025-10-10T23:09:57.644559] [INFO ] [CONFIGURE ] BRC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:09:57.644590] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_return_2d']
[2025-10-10T23:09:57.775545] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:09:57.902305] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:58.027407] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:09:58.152531] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:58.285329] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:09:58.415355] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:58.547417] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:58.687202] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:09:58.823221] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:09:58.960003] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:09:58.960183] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:09:58.960230] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5413 tests
[2025-10-10T23:09:58.960267] [INFO ] [CONFIGURE ] BRC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:09:58.960300] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-10-10T23:09:59.078693] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:09:59.196782] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:09:59.320678] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:09:59.451979] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:09:59.575469] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:09:59.694396] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:09:59.816253] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:09:59.936460] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:00.058596] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:00.179179] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:00.179370] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:10:00.179434] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5412 tests
[2025-10-10T23:10:00.179524] [INFO ] [CONFIGURE ] BRC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:10:00.179577] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5']
[2025-10-10T23:10:00.298175] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:00.416410] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:00.536472] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:00.664023] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:00.784783] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:00.909996] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:01.035966] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:01.153823] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:01.274856] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:01.396471] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:01.396597] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:10:01.396667] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5411 tests
[2025-10-10T23:10:01.396728] [INFO ] [CONFIGURE ] BRC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:10:01.396765] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_price_rejection']
[2025-10-10T23:10:01.525865] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:01.656423] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:01.790263] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:10:01.934729] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:02.062408] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:02.191296] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:02.326404] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:02.453537] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:02.579573] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:02.709274] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:02.709442] [INFO ] [CONFIGURE ] BRC: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:10:02.709488] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5410 tests
[2025-10-10T23:10:02.709527] [INFO ] [CONFIGURE ] BRC: Testing feature 21/29: add_range_position
[2025-10-10T23:10:02.709600] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_range_position']
[2025-10-10T23:10:02.843934] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:03.001231] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:10:03.150875] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:10:03.309024] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:03.444763] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:03.576355] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:03.709115] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:03.850370] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:03.986633] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:04.128422] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:04.128599] [INFO ] [CONFIGURE ] BRC: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:10:04.128665] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5409 tests
[2025-10-10T23:10:04.128724] [INFO ] [CONFIGURE ] BRC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:10:04.128758] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_realized_volatility']
[2025-10-10T23:10:04.274834] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:04.422847] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:04.573334] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:10:04.720963] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:10:04.868710] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:05.016067] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:05.168678] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:05.317259] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:05.473848] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:05.623935] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:05.624104] [INFO ] [CONFIGURE ] BRC: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T23:10:05.624148] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5408 tests
[2025-10-10T23:10:05.624182] [INFO ] [CONFIGURE ] BRC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:10:05.624213] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_recent_range_context']
[2025-10-10T23:10:05.745664] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:05.864315] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:05.987847] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:06.112439] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:06.237806] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:06.358819] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:06.489943] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:06.613578] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:06.737457] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:06.864101] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:06.864237] [INFO ] [CONFIGURE ] BRC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:10:06.864279] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5407 tests
[2025-10-10T23:10:06.864315] [INFO ] [CONFIGURE ] BRC: Testing feature 24/29: add_rsi
[2025-10-10T23:10:06.864346] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi']
[2025-10-10T23:10:07.003084] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:07.142430] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:10:07.288500] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:07.427438] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:07.576461] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:07.739549] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:07.907940] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:08.060858] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:08.202041] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:08.347357] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:08.347495] [INFO ] [CONFIGURE ] BRC: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:10:08.347540] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5406 tests
[2025-10-10T23:10:08.347573] [INFO ] [CONFIGURE ] BRC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:10:08.347604] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_tick_distribution']
[2025-10-10T23:10:08.464547] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:08.582237] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:08.701418] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:08.820489] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:08.940150] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:09.059470] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:09.178407] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:09.303241] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:09.428770] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:09.550413] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:09.550573] [INFO ] [CONFIGURE ] BRC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:10:09.550617] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5405 tests
[2025-10-10T23:10:09.550681] [INFO ] [CONFIGURE ] BRC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:10:09.550732] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation']
[2025-10-10T23:10:09.671559] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:10:09.792178] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:09.914893] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:10.037266] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:10:10.159410] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:10.280995] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:10.407156] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:10.528624] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:10.651208] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:10.773578] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:10.773738] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:10:10.773790] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5404 tests
[2025-10-10T23:10:10.773825] [INFO ] [CONFIGURE ] BRC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:10:10.773854] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_volume_price_divergence']
[2025-10-10T23:10:10.899157] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:11.025754] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:11.151375] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:10:11.283816] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:11.418843] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:11.548295] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:11.683814] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:11.823492] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:11.961847] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:12.106490] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:12.106710] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:10:12.106769] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5403 tests
[2025-10-10T23:10:12.106827] [INFO ] [CONFIGURE ] BRC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:10:12.106884] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_volume_profile']
[2025-10-10T23:10:12.234128] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:12.359801] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:12.509204] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:12.664017] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:10:12.796345] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:12.927382] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:13.054249] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:13.203090] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:13.328619] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:13.459196] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:13.459355] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:10:13.459398] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5402 tests
[2025-10-10T23:10:13.459431] [INFO ] [CONFIGURE ] BRC: Testing feature 29/29: add_vwap
[2025-10-10T23:10:13.459463] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_failed_moves', 'add_vwap']
[2025-10-10T23:10:13.582071] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:10:13.706501] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:10:13.833135] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:13.958929] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:10:14.083108] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:14.210006] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:14.340446] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:14.471815] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:10:14.600290] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:14.729769] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:10:14.729977] [INFO ] [CONFIGURE ] BRC: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T23:10:14.730030] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5401 tests
[2025-10-10T23:10:14.730080] [INFO ] [CONFIGURE ] BRC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:10:14.730175] [INFO ] [CONFIGURE ] BRC: Best accuracy: 70.00%
[2025-10-10T23:10:14.730216] [INFO ] [CONFIGURE ] BRC: Best feature set (1 features): ['add_failed_moves']
[2025-10-10T23:10:14.730247] [INFO ] [CONFIGURE ] BRC: Improvement over baseline: 20.00%
[2025-10-10T23:10:14.730274] [INFO ] [CONFIGURE ] BRC: Total time: 38.4 seconds
[2025-10-10T23:10:14.730303] [INFO ] [CONFIGURE ] BRC: Average time per feature: 1.3 seconds
[2025-10-10T23:10:14.730332] [INFO ] [CONFIGURE ] BRC: Average speed: 0.76 features/sec
[2025-10-10T23:10:14.730908] [INFO ] [LOCAL     ] Saved configuration for BRC: 1 features, 70.00% accuracy -> ./output/feature-sets/BRC.json
[2025-10-10T23:10:14.730965] [INFO ] [CONFIGURE ] BRC: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:10:14.731016] [INFO ] [sig       ] [34/220] Successfully configured BRC | 0.02 sym/s | Total: 24.5m | ETA: 2.2h
[2025-10-10T23:10:14.731094] [INFO ] [sig       ] [35/220] Configuring BRCC...
[2025-10-10T23:10:14.731165] [INFO ] [CONFIGURE ] BRCC: Configurate test run.
[2025-10-10T23:10:14.731237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-10-10T23:10:14.745331] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'.
[2025-10-10T23:10:14.745634] [INFO ] [CONFIGURE ] BRCC: Testing with 29 available features
[2025-10-10T23:10:14.745723] [INFO ] [CONFIGURE ] BRCC: Establishing baseline with no features...
[2025-10-10T23:10:14.847987] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:14.949572] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:15.056157] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:15.158705] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:15.271954] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:15.375322] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:15.477640] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:15.582626] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:15.696627] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:15.803031] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:15.803183] [INFO ] [CONFIGURE ] BRCC: Baseline score (no features): 70.00%
[2025-10-10T23:10:15.803225] [INFO ] [CONFIGURE ] BRCC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:10:15.803257] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:10:15.919250] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:16.035110] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:16.152031] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:16.274187] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:16.400771] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:16.530294] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:16.659065] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:16.812587] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:16.939925] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:17.070750] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:17.070933] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:10:17.070979] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5400 tests
[2025-10-10T23:10:17.071014] [INFO ] [CONFIGURE ] BRCC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:10:17.071047] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:10:17.202532] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:17.329077] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:17.464268] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:17.593789] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:17.725000] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:17.851456] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:17.978972] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:18.107913] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:18.242529] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:18.372513] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:18.372684] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:10:18.372745] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5399 tests
[2025-10-10T23:10:18.372782] [INFO ] [CONFIGURE ] BRCC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:10:18.372812] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns']
[2025-10-10T23:10:18.483411] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:18.615147] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:18.726707] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:18.838482] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:18.950897] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:19.070264] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:19.185117] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:19.308927] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:19.425667] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:19.542160] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:19.542325] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:10:19.542387] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5398 tests
[2025-10-10T23:10:19.542425] [INFO ] [CONFIGURE ] BRCC: Testing feature 4/29: add_ema
[2025-10-10T23:10:19.542520] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_ema']
[2025-10-10T23:10:19.667227] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:19.823074] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:19.947366] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:20.074060] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:20.200984] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:20.326874] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:20.455445] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:20.582222] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:20.713784] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:20.841973] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:20.842126] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:10:20.842170] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5397 tests
[2025-10-10T23:10:20.842219] [INFO ] [CONFIGURE ] BRCC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:10:20.842275] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:10:20.974484] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:21.109175] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:21.243196] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:21.376775] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:21.513076] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:21.648253] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:21.783398] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:21.919760] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:22.055184] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:22.193217] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:22.193394] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:10:22.193437] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5396 tests
[2025-10-10T23:10:22.193471] [INFO ] [CONFIGURE ] BRCC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:10:22.193502] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_failed_moves']
[2025-10-10T23:10:22.310001] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:22.421957] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:22.536161] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:22.654751] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:22.772528] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:22.887775] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:23.003306] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:23.119273] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:23.237063] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:23.356779] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:23.356950] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:10:23.357007] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5395 tests
[2025-10-10T23:10:23.357043] [INFO ] [CONFIGURE ] BRCC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:10:23.357073] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_lag_shelf']
[2025-10-10T23:10:23.460930] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:23.566149] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:23.674947] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:23.784471] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:23.896994] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:24.008427] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:24.117794] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:24.227601] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:24.339313] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:24.452321] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:24.452465] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:10:24.452509] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5394 tests
[2025-10-10T23:10:24.452543] [INFO ] [CONFIGURE ] BRCC: Testing feature 8/29: add_macd
[2025-10-10T23:10:24.452575] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:10:24.596737] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:24.741423] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:24.892828] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:10:25.038874] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:25.185341] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:25.330131] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:25.482061] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:25.628004] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:25.775846] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:25.922086] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:25.922248] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:10:25.922291] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5393 tests
[2025-10-10T23:10:25.922375] [INFO ] [CONFIGURE ] BRCC: Testing feature 9/29: add_mfi
[2025-10-10T23:10:25.922431] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_mfi']
[2025-10-10T23:10:26.036446] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:26.149932] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:26.267672] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:26.382982] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:26.503543] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:26.629164] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:26.754119] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:26.879229] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:27.008515] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:27.134504] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:27.134702] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:10:27.134765] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5392 tests
[2025-10-10T23:10:27.134824] [INFO ] [CONFIGURE ] BRCC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:10:27.134888] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:10:27.276068] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:27.414845] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:27.555472] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:27.692043] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:27.835950] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:27.976298] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:28.126859] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:28.262362] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:28.398186] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:28.535023] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:28.535166] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:10:28.535209] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5391 tests
[2025-10-10T23:10:28.535242] [INFO ] [CONFIGURE ] BRCC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:10:28.535272] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_daily']
[2025-10-10T23:10:28.649790] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:28.759259] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:28.870066] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:28.981088] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:29.095068] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:29.209090] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:29.324828] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:29.445284] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:29.559989] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:29.673362] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:29.673515] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:10:29.673558] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5390 tests
[2025-10-10T23:10:29.673591] [INFO ] [CONFIGURE ] BRCC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:10:29.673621] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_interval']
[2025-10-10T23:10:29.779442] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:29.886883] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:29.994409] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:30.102591] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:30.212470] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:30.321075] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:30.432069] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:30.544112] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:30.655377] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:30.766444] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:30.766615] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:10:30.766687] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5389 tests
[2025-10-10T23:10:30.766738] [INFO ] [CONFIGURE ] BRCC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:10:30.766771] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:10:30.882914] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:31.004224] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:31.131188] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:31.251857] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:31.381317] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:31.509242] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:31.632048] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:31.755617] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:31.887274] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:32.016469] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:32.016723] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:10:32.016782] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5388 tests
[2025-10-10T23:10:32.016818] [INFO ] [CONFIGURE ] BRCC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:10:32.016848] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:10:32.145161] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:32.275823] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:32.412852] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:32.546389] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:32.681183] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:32.804539] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:32.931248] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:33.059883] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:33.204679] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:33.337935] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:33.338107] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:10:33.338151] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5387 tests
[2025-10-10T23:10:33.338185] [INFO ] [CONFIGURE ] BRCC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:10:33.338216] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:10:33.449782] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:33.558786] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:33.664390] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:33.770725] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:33.883334] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:33.985452] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:34.093864] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:34.203204] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:34.309890] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:34.417294] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:34.417453] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:10:34.417495] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5386 tests
[2025-10-10T23:10:34.417528] [INFO ] [CONFIGURE ] BRCC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:10:34.417561] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:10:34.529583] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:34.645999] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:34.758932] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:34.870741] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:34.987677] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:35.101925] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:35.217734] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:35.332103] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:35.449358] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:35.565893] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:35.566082] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:10:35.566127] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5385 tests
[2025-10-10T23:10:35.566162] [INFO ] [CONFIGURE ] BRCC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:10:35.566193] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:10:35.682971] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:35.800322] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:35.918508] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:36.036727] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:36.154213] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:36.273464] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:36.393779] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:36.513990] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:36.633712] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:36.752802] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:36.752955] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:10:36.752998] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5384 tests
[2025-10-10T23:10:36.753032] [INFO ] [CONFIGURE ] BRCC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:10:36.753063] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:10:36.856509] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:36.963781] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:37.074238] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:37.183249] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:37.290346] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:37.398079] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:37.506981] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:37.618546] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:37.734415] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:37.844491] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:37.844750] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:10:37.844815] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5383 tests
[2025-10-10T23:10:37.844855] [INFO ] [CONFIGURE ] BRCC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:10:37.844886] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:10:37.954887] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:38.063252] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:38.173506] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:38.282202] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:38.389917] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:38.501971] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:38.610989] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:38.721984] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:38.833539] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:38.945608] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:38.945801] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:10:38.945870] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5382 tests
[2025-10-10T23:10:38.945913] [INFO ] [CONFIGURE ] BRCC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:10:38.945945] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_price_rejection']
[2025-10-10T23:10:39.066603] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:39.186857] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:39.306512] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:39.433170] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:39.554044] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:39.671953] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:39.787913] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:39.903198] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:40.019334] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:40.135772] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:40.135950] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:10:40.135995] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5381 tests
[2025-10-10T23:10:40.136030] [INFO ] [CONFIGURE ] BRCC: Testing feature 21/29: add_range_position
[2025-10-10T23:10:40.136060] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_range_position']
[2025-10-10T23:10:40.257806] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:40.378798] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:40.499857] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:40.621639] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:40.743383] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:40.866137] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:40.989864] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:41.119403] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:41.249298] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:41.377414] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:41.377609] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:10:41.377684] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5380 tests
[2025-10-10T23:10:41.377739] [INFO ] [CONFIGURE ] BRCC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:10:41.377772] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_realized_volatility']
[2025-10-10T23:10:41.520483] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:41.658522] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:41.797376] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:41.936205] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:42.079478] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:42.220351] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:42.361830] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:42.517572] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:42.661040] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:42.804736] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:42.804908] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:10:42.804952] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5379 tests
[2025-10-10T23:10:42.804987] [INFO ] [CONFIGURE ] BRCC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:10:42.805018] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context']
[2025-10-10T23:10:42.918697] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:43.034734] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:43.149867] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:43.265126] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:43.400747] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:43.522341] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:43.642316] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:43.761324] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:43.878378] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:43.996077] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:43.996230] [INFO ] [CONFIGURE ] BRCC: KEPT add_recent_range_context (score: 80.00%)
[2025-10-10T23:10:43.996274] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5378 tests
[2025-10-10T23:10:43.996309] [INFO ] [CONFIGURE ] BRCC: Testing feature 24/29: add_rsi
[2025-10-10T23:10:43.996341] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-10T23:10:44.143724] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:44.292713] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:44.438911] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:44.583587] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:44.729120] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:44.879337] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:45.028469] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:45.181021] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:45.333943] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:45.486369] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:45.486535] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:10:45.486578] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5377 tests
[2025-10-10T23:10:45.486612] [INFO ] [CONFIGURE ] BRCC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:10:45.486662] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_tick_distribution']
[2025-10-10T23:10:45.613517] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:45.736970] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:45.862232] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:45.990146] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:46.116749] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:46.273818] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:46.405137] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:46.529810] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:46.657870] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:46.784941] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:46.785099] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:10:46.785141] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5376 tests
[2025-10-10T23:10:46.785174] [INFO ] [CONFIGURE ] BRCC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:10:46.785204] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-10T23:10:46.906893] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:47.033091] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:47.160494] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:47.301947] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:47.422849] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:47.549782] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:47.686043] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:47.851905] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:48.052403] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:48.234340] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:48.234581] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:10:48.234632] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5375 tests
[2025-10-10T23:10:48.234717] [INFO ] [CONFIGURE ] BRCC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:10:48.234763] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence']
[2025-10-10T23:10:48.411781] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:48.573503] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:48.715536] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:48.856265] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:48.991469] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:49.124348] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:49.258048] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:49.399607] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:49.549883] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:49.713704] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:49.713959] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:10:49.714038] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5374 tests
[2025-10-10T23:10:49.714107] [INFO ] [CONFIGURE ] BRCC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:10:49.714148] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_volume_profile']
[2025-10-10T23:10:49.860790] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:50.010807] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:50.162334] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:50.301554] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:50.427442] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:50.553822] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:50.683339] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:10:50.811809] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:50.948868] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:51.096802] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:51.097028] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:10:51.097083] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5373 tests
[2025-10-10T23:10:51.097122] [INFO ] [CONFIGURE ] BRCC: Testing feature 29/29: add_vwap
[2025-10-10T23:10:51.097153] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context', 'add_vwap']
[2025-10-10T23:10:51.231544] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:51.385832] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:51.519311] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:10:51.653515] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:51.782055] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:51.911621] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:52.041926] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:10:52.172301] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:10:52.301619] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:10:52.431327] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:10:52.431490] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:10:52.431534] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5372 tests
[2025-10-10T23:10:52.431594] [INFO ] [CONFIGURE ] BRCC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:10:52.431673] [INFO ] [CONFIGURE ] BRCC: Best accuracy: 80.00%
[2025-10-10T23:10:52.431726] [INFO ] [CONFIGURE ] BRCC: Best feature set (1 features): ['add_recent_range_context']
[2025-10-10T23:10:52.431757] [INFO ] [CONFIGURE ] BRCC: Improvement over baseline: 10.00%
[2025-10-10T23:10:52.431784] [INFO ] [CONFIGURE ] BRCC: Total time: 36.6 seconds
[2025-10-10T23:10:52.431811] [INFO ] [CONFIGURE ] BRCC: Average time per feature: 1.3 seconds
[2025-10-10T23:10:52.431837] [INFO ] [CONFIGURE ] BRCC: Average speed: 0.79 features/sec
[2025-10-10T23:10:52.432385] [INFO ] [LOCAL     ] Saved configuration for BRCC: 1 features, 80.00% accuracy -> ./output/feature-sets/BRCC.json
[2025-10-10T23:10:52.432440] [INFO ] [CONFIGURE ] BRCC: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-10T23:10:52.432490] [INFO ] [sig       ] [35/220] Successfully configured BRCC | 0.02 sym/s | Total: 25.1m | ETA: 2.2h
[2025-10-10T23:10:52.432565] [INFO ] [sig       ] [36/220] Configuring BRO...
[2025-10-10T23:10:52.432635] [INFO ] [CONFIGURE ] BRO: Configurate test run.
[2025-10-10T23:10:52.432727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-10-10T23:10:52.446413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRO'.
[2025-10-10T23:10:52.446760] [INFO ] [CONFIGURE ] BRO: Testing with 29 available features
[2025-10-10T23:10:52.446816] [INFO ] [CONFIGURE ] BRO: Establishing baseline with no features...
[2025-10-10T23:10:52.551299] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:52.658581] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:52.766261] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:52.885097] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:53.001427] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:53.140813] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:53.251589] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:10:53.361179] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:10:53.472154] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:53.581960] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:53.582150] [INFO ] [CONFIGURE ] BRO: Baseline score (no features): 70.00%
[2025-10-10T23:10:53.582212] [INFO ] [CONFIGURE ] BRO: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:10:53.582247] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:10:53.701033] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:53.818294] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:53.942992] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:54.062510] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:54.185293] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:54.308364] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:10:54.433730] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:10:54.553719] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:10:54.677619] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:54.798586] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:54.798793] [INFO ] [CONFIGURE ] BRO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:10:54.798843] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5371 tests
[2025-10-10T23:10:54.798881] [INFO ] [CONFIGURE ] BRO: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:10:54.798912] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:10:54.922106] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:55.043947] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:55.168875] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:55.294128] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:55.417186] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:55.539503] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:55.660756] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:10:55.783028] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:10:55.905072] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:56.033830] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:56.033980] [INFO ] [CONFIGURE ] BRO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:10:56.034036] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5370 tests
[2025-10-10T23:10:56.034073] [INFO ] [CONFIGURE ] BRO: Testing feature 3/29: add_daily_returns
[2025-10-10T23:10:56.034102] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_daily_returns']
[2025-10-10T23:10:56.145383] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:56.267211] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:56.398733] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:56.534961] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:56.653782] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:10:56.770775] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:56.902776] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:10:57.017043] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:10:57.127986] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:57.240151] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:57.240295] [INFO ] [CONFIGURE ] BRO: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:10:57.240336] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5369 tests
[2025-10-10T23:10:57.240370] [INFO ] [CONFIGURE ] BRO: Testing feature 4/29: add_ema
[2025-10-10T23:10:57.240401] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_ema']
[2025-10-10T23:10:57.362360] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:10:57.490937] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:10:57.615358] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:57.737062] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:10:57.858833] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:57.981803] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:58.109599] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:10:58.234540] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:10:58.360131] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:58.485366] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:58.485524] [INFO ] [CONFIGURE ] BRO: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:10:58.485568] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5368 tests
[2025-10-10T23:10:58.485602] [INFO ] [CONFIGURE ] BRO: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:10:58.485633] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:10:58.639449] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:10:58.766536] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:10:58.893572] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:10:59.020945] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:10:59.159947] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:10:59.295155] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:10:59.436598] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:10:59.602847] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:10:59.739322] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:10:59.883019] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:10:59.883203] [INFO ] [CONFIGURE ] BRO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:10:59.883250] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5367 tests
[2025-10-10T23:10:59.883286] [INFO ] [CONFIGURE ] BRO: Testing feature 6/29: add_failed_moves
[2025-10-10T23:10:59.883318] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_failed_moves']
[2025-10-10T23:11:00.001217] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:00.129485] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:00.249233] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:00.367884] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:00.486599] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:00.609371] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:00.736470] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:00.862110] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:00.982995] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:01.105537] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:01.105759] [INFO ] [CONFIGURE ] BRO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:11:01.105814] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5366 tests
[2025-10-10T23:11:01.105851] [INFO ] [CONFIGURE ] BRO: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:11:01.105882] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_lag_shelf']
[2025-10-10T23:11:01.215424] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:01.323824] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:01.437318] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:01.547380] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:01.668114] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:01.779929] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:01.893345] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:02.006505] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:02.120013] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:02.241276] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:02.241430] [INFO ] [CONFIGURE ] BRO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:11:02.241473] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5365 tests
[2025-10-10T23:11:02.241506] [INFO ] [CONFIGURE ] BRO: Testing feature 8/29: add_macd
[2025-10-10T23:11:02.241536] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:11:02.387171] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:02.532675] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:02.676506] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:02.819524] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:11:02.965021] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:03.111945] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:03.257952] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:03.402131] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:03.548889] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:03.695050] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:03.695221] [INFO ] [CONFIGURE ] BRO: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:11:03.695264] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5364 tests
[2025-10-10T23:11:03.695302] [INFO ] [CONFIGURE ] BRO: Testing feature 9/29: add_mfi
[2025-10-10T23:11:03.695336] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi']
[2025-10-10T23:11:03.813537] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:03.933464] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:04.054215] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:04.174972] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:04.301221] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:04.432701] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:04.553758] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:04.677891] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:04.798928] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:04.920388] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:04.920558] [INFO ] [CONFIGURE ] BRO: KEPT add_mfi (score: 80.00%)
[2025-10-10T23:11:04.920601] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5363 tests
[2025-10-10T23:11:04.920637] [INFO ] [CONFIGURE ] BRO: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:11:04.920717] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:11:05.068879] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:05.217804] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:05.366473] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:05.517133] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:05.669880] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:05.824780] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:05.981451] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:06.136143] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:06.294411] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:06.454702] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:06.454861] [INFO ] [CONFIGURE ] BRO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:11:06.454904] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5362 tests
[2025-10-10T23:11:06.454939] [INFO ] [CONFIGURE ] BRO: Testing feature 11/29: add_obv_daily
[2025-10-10T23:11:06.454970] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T23:11:06.582523] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:06.711138] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:06.840112] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:06.974362] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:07.105308] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:07.238761] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:07.372161] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:07.505894] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:07.641804] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:11:07.778512] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:07.778711] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:11:07.778773] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5361 tests
[2025-10-10T23:11:07.778811] [INFO ] [CONFIGURE ] BRO: Testing feature 12/29: add_obv_interval
[2025-10-10T23:11:07.778843] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T23:11:07.906190] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:08.033497] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:08.163544] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:08.293105] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:08.421374] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:08.554468] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:08.690604] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:08.848141] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:08.995056] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:09.126839] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:09.127038] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:11:09.127101] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5360 tests
[2025-10-10T23:11:09.127172] [INFO ] [CONFIGURE ] BRO: Testing feature 13/29: add_opening_strength
[2025-10-10T23:11:09.127219] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:11:09.266920] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:09.410362] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:09.549371] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:09.705247] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:09.850004] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:10.014186] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:10.161817] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:10.320159] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:10.466971] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:10.615226] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:10.615395] [INFO ] [CONFIGURE ] BRO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:11:10.615441] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5359 tests
[2025-10-10T23:11:10.615481] [INFO ] [CONFIGURE ] BRO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:11:10.615518] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T23:11:10.757135] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:10.899026] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:11.044600] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:11.184583] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:11.335636] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:11.475051] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:11.625167] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:11.774447] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:11.926605] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:12.074800] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:12.074990] [INFO ] [CONFIGURE ] BRO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:11:12.075039] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5358 tests
[2025-10-10T23:11:12.075078] [INFO ] [CONFIGURE ] BRO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:11:12.075112] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T23:11:12.199982] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:12.323945] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:12.448337] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:12.572100] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:12.700455] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:12.826236] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:12.964464] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:13.092402] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:13.218788] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:13.346336] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:13.346498] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:11:13.346547] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5357 tests
[2025-10-10T23:11:13.346582] [INFO ] [CONFIGURE ] BRO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:11:13.346614] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T23:11:13.484616] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:13.618387] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:13.749470] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:13.881500] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:14.015867] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:14.148719] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:14.286816] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:14.429876] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:14.569693] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:14.711948] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:14.712148] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:11:14.712206] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5356 tests
[2025-10-10T23:11:14.712245] [INFO ] [CONFIGURE ] BRO: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:11:14.712329] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-10T23:11:14.873320] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:15.007803] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:15.142203] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:15.277147] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:15.411200] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:15.545176] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:15.681303] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:15.817184] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:15.953791] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:16.095058] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:16.095241] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:11:16.095286] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5355 tests
[2025-10-10T23:11:16.095320] [INFO ] [CONFIGURE ] BRO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:11:16.095351] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T23:11:16.222548] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:16.355183] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:16.484461] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:16.622085] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:16.758548] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:16.895380] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:17.032402] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:17.167079] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:17.295629] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:17.432337] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:17.432502] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:11:17.432578] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5354 tests
[2025-10-10T23:11:17.432618] [INFO ] [CONFIGURE ] BRO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:11:17.432680] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T23:11:17.586209] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:17.716852] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:17.841529] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:17.966504] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:18.092349] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:18.217978] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:18.343146] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:18.470284] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:18.597860] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:18.727456] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:18.727608] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:11:18.727684] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5353 tests
[2025-10-10T23:11:18.727761] [INFO ] [CONFIGURE ] BRO: Testing feature 20/29: add_price_rejection
[2025-10-10T23:11:18.727797] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-10T23:11:18.865996] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:19.005447] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:19.145365] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:19.289271] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:11:19.433211] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:19.572041] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:19.706291] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:19.849986] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:19.985531] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:20.124767] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:20.124928] [INFO ] [CONFIGURE ] BRO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:11:20.124972] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5352 tests
[2025-10-10T23:11:20.125005] [INFO ] [CONFIGURE ] BRO: Testing feature 21/29: add_range_position
[2025-10-10T23:11:20.125036] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-10T23:11:20.265385] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:20.407725] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:20.550142] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:20.696217] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:11:20.837608] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:20.984298] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:21.128989] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:21.272611] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:21.415871] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:21.564440] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:21.564602] [INFO ] [CONFIGURE ] BRO: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:11:21.564714] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5351 tests
[2025-10-10T23:11:21.564758] [INFO ] [CONFIGURE ] BRO: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:11:21.564790] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-10T23:11:21.726268] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:21.884079] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:22.043198] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:22.202106] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:22.366794] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:22.529685] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:22.699187] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:22.870127] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:23.040517] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:23.208498] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:23.208695] [INFO ] [CONFIGURE ] BRO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:11:23.208760] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5350 tests
[2025-10-10T23:11:23.208802] [INFO ] [CONFIGURE ] BRO: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:11:23.208836] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-10T23:11:23.346531] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:23.492503] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:23.631003] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:23.781186] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:23.939290] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:24.079012] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:24.220575] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:24.358450] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:24.508098] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:24.650395] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:24.650548] [INFO ] [CONFIGURE ] BRO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:11:24.650591] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5349 tests
[2025-10-10T23:11:24.650625] [INFO ] [CONFIGURE ] BRO: Testing feature 24/29: add_rsi
[2025-10-10T23:11:24.650691] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-10T23:11:24.811855] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:24.972436] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:25.131175] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:25.289637] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:11:25.447425] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:25.605165] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:25.766337] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:25.924319] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:26.083100] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:26.245216] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:26.245377] [INFO ] [CONFIGURE ] BRO: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:11:26.245420] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5348 tests
[2025-10-10T23:11:26.245455] [INFO ] [CONFIGURE ] BRO: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:11:26.245485] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-10T23:11:26.381187] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:26.516528] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:26.651812] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:26.789062] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:26.926418] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:27.069517] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:27.200579] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:27.336207] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:27.472089] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:27.606331] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:27.606518] [INFO ] [CONFIGURE ] BRO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:11:27.606560] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5347 tests
[2025-10-10T23:11:27.606596] [INFO ] [CONFIGURE ] BRO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:11:27.606627] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-10T23:11:27.738472] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:27.895766] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:28.045248] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:28.199083] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:28.352442] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:28.485925] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:28.617903] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:28.750238] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:28.884800] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:29.017974] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:29.018152] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:11:29.018196] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5346 tests
[2025-10-10T23:11:29.018230] [INFO ] [CONFIGURE ] BRO: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:11:29.018260] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-10T23:11:29.199215] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:29.339290] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:29.487585] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:29.629446] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:29.772952] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:29.921396] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:30.069288] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:30.217811] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:30.365032] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:30.510138] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:30.510313] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:11:30.510375] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5345 tests
[2025-10-10T23:11:30.510412] [INFO ] [CONFIGURE ] BRO: Testing feature 28/29: add_volume_profile
[2025-10-10T23:11:30.510442] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-10T23:11:30.639869] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:30.769907] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:30.899573] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:31.033010] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:31.167267] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:31.300622] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:31.432460] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:31.565283] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:31.699918] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:31.835444] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:31.835599] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:11:31.835666] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5344 tests
[2025-10-10T23:11:31.835746] [INFO ] [CONFIGURE ] BRO: Testing feature 29/29: add_vwap
[2025-10-10T23:11:31.835804] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-10T23:11:31.971596] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:11:32.106320] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:32.243330] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:11:32.380727] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:11:32.519607] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:32.665999] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:32.806425] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:32.949144] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:33.090026] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:11:33.238304] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:11:33.238521] [INFO ] [CONFIGURE ] BRO: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:11:33.238567] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5343 tests
[2025-10-10T23:11:33.238605] [INFO ] [CONFIGURE ] BRO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:11:33.238638] [INFO ] [CONFIGURE ] BRO: Best accuracy: 80.00%
[2025-10-10T23:11:33.238744] [INFO ] [CONFIGURE ] BRO: Best feature set (1 features): ['add_mfi']
[2025-10-10T23:11:33.238779] [INFO ] [CONFIGURE ] BRO: Improvement over baseline: 10.00%
[2025-10-10T23:11:33.238808] [INFO ] [CONFIGURE ] BRO: Total time: 39.7 seconds
[2025-10-10T23:11:33.238836] [INFO ] [CONFIGURE ] BRO: Average time per feature: 1.4 seconds
[2025-10-10T23:11:33.238863] [INFO ] [CONFIGURE ] BRO: Average speed: 0.73 features/sec
[2025-10-10T23:11:33.239306] [INFO ] [LOCAL     ] Saved configuration for BRO: 1 features, 80.00% accuracy -> ./output/feature-sets/BRO.json
[2025-10-10T23:11:33.239362] [INFO ] [CONFIGURE ] BRO: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-10T23:11:33.239402] [INFO ] [sig       ] [36/220] Successfully configured BRO | 0.02 sym/s | Total: 25.8m | ETA: 2.2h
[2025-10-10T23:11:33.239435] [INFO ] [sig       ] [37/220] Configuring BRW...
[2025-10-10T23:11:33.239464] [INFO ] [CONFIGURE ] BRW: Configurate test run.
[2025-10-10T23:11:33.239502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-10-10T23:11:33.251916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRW'.
[2025-10-10T23:11:33.252267] [INFO ] [CONFIGURE ] BRW: Testing with 29 available features
[2025-10-10T23:11:33.252322] [INFO ] [CONFIGURE ] BRW: Establishing baseline with no features...
[2025-10-10T23:11:33.356732] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:33.462704] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:33.563940] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:33.666722] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:33.770764] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:33.874762] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:33.977942] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:34.083518] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:34.188370] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:34.295167] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:34.295297] [INFO ] [CONFIGURE ] BRW: Baseline score (no features): 60.00%
[2025-10-10T23:11:34.295339] [INFO ] [CONFIGURE ] BRW: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:11:34.295373] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:11:34.413756] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:34.531623] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:34.648013] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:34.765068] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:34.881380] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:34.999484] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:35.122159] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:35.244609] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:35.363204] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:35.483015] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:35.483183] [INFO ] [CONFIGURE ] BRW: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:11:35.483225] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5342 tests
[2025-10-10T23:11:35.483260] [INFO ] [CONFIGURE ] BRW: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:11:35.483290] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:11:35.607038] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:35.728280] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:35.852490] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:35.974632] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:36.100604] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:36.222457] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:36.345628] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:36.469837] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:36.601177] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:36.745752] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:36.745919] [INFO ] [CONFIGURE ] BRW: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:11:36.745962] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5341 tests
[2025-10-10T23:11:36.745996] [INFO ] [CONFIGURE ] BRW: Testing feature 3/29: add_daily_returns
[2025-10-10T23:11:36.746026] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_daily_returns']
[2025-10-10T23:11:36.868253] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:36.993854] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:37.120383] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:37.244964] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:37.354419] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:37.471765] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:37.590660] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:37.706679] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:37.824260] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:37.963075] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:37.963245] [INFO ] [CONFIGURE ] BRW: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:11:37.963289] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5340 tests
[2025-10-10T23:11:37.963323] [INFO ] [CONFIGURE ] BRW: Testing feature 4/29: add_ema
[2025-10-10T23:11:37.963354] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_ema']
[2025-10-10T23:11:38.085416] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:38.209601] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:38.331919] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:38.453776] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:38.578552] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:38.703009] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:38.829512] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:38.955551] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:39.106996] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:39.233485] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:39.233682] [INFO ] [CONFIGURE ] BRW: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:11:39.233763] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5339 tests
[2025-10-10T23:11:39.233802] [INFO ] [CONFIGURE ] BRW: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:11:39.233834] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:11:39.363079] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:39.493956] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:39.627600] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:39.760858] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:39.893701] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:40.032993] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:40.224858] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:40.406208] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:40.617150] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:40.781077] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:40.781300] [INFO ] [CONFIGURE ] BRW: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:11:40.781348] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5338 tests
[2025-10-10T23:11:40.781387] [INFO ] [CONFIGURE ] BRW: Testing feature 6/29: add_failed_moves
[2025-10-10T23:11:40.781419] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_failed_moves']
[2025-10-10T23:11:40.905480] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:41.037439] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:41.153165] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:41.266284] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:41.375054] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:41.496414] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:41.613819] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:41.732949] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:41.854990] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:41.973693] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:41.973844] [INFO ] [CONFIGURE ] BRW: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:11:41.973890] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5337 tests
[2025-10-10T23:11:41.973924] [INFO ] [CONFIGURE ] BRW: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:11:41.973956] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_lag_shelf']
[2025-10-10T23:11:42.108470] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:42.217950] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:42.323456] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:42.430284] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:42.538520] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:42.647108] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:42.756083] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:42.865833] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:42.977504] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:43.087371] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:43.087544] [INFO ] [CONFIGURE ] BRW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:11:43.087587] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5336 tests
[2025-10-10T23:11:43.087621] [INFO ] [CONFIGURE ] BRW: Testing feature 8/29: add_macd
[2025-10-10T23:11:43.087683] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:11:43.236224] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:43.381127] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:43.521381] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:43.661852] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:43.803064] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:43.954047] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:44.102348] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:44.256515] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:44.418578] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:44.574763] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:44.574965] [INFO ] [CONFIGURE ] BRW: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:11:44.575023] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5335 tests
[2025-10-10T23:11:44.575061] [INFO ] [CONFIGURE ] BRW: Testing feature 9/29: add_mfi
[2025-10-10T23:11:44.575093] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_mfi']
[2025-10-10T23:11:44.700300] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:44.824607] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:44.950261] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:45.075390] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:45.203927] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:45.329196] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:45.452356] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:45.575408] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:45.706365] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:45.830250] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:45.830421] [INFO ] [CONFIGURE ] BRW: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:11:45.830466] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5334 tests
[2025-10-10T23:11:45.830501] [INFO ] [CONFIGURE ] BRW: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:11:45.830532] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:11:45.963471] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:46.097306] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:46.232091] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:46.367537] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:46.503930] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:46.640466] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:46.777670] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:46.916554] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:47.058593] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:47.198700] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:47.198869] [INFO ] [CONFIGURE ] BRW: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T23:11:47.198911] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5333 tests
[2025-10-10T23:11:47.198944] [INFO ] [CONFIGURE ] BRW: Testing feature 11/29: add_obv_daily
[2025-10-10T23:11:47.198974] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_daily']
[2025-10-10T23:11:47.315230] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:47.430431] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:47.548750] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:47.667320] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:47.789909] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:47.916376] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:48.042164] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:48.188105] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:48.308637] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:48.431491] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:48.431737] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:11:48.431802] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5332 tests
[2025-10-10T23:11:48.431842] [INFO ] [CONFIGURE ] BRW: Testing feature 12/29: add_obv_interval
[2025-10-10T23:11:48.431873] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval']
[2025-10-10T23:11:48.546742] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:48.673167] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:48.786403] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:48.902712] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:49.017149] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:49.135232] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:49.249469] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:49.364295] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:11:49.483305] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:49.599950] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:49.600159] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:11:49.600205] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5331 tests
[2025-10-10T23:11:49.600240] [INFO ] [CONFIGURE ] BRW: Testing feature 13/29: add_opening_strength
[2025-10-10T23:11:49.600272] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:11:49.723703] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:49.852281] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:11:49.977250] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:50.103808] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:50.228530] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:50.353894] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:50.478502] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:50.603482] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:50.727619] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:50.852467] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:50.852668] [INFO ] [CONFIGURE ] BRW: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-10T23:11:50.852731] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5330 tests
[2025-10-10T23:11:50.852770] [INFO ] [CONFIGURE ] BRW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:11:50.852800] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:11:50.977481] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:51.101776] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:51.235061] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:51.374595] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:51.512401] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:51.637584] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:51.765361] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:51.894237] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:52.022425] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:52.151474] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:52.151667] [INFO ] [CONFIGURE ] BRW: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:11:52.151728] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5329 tests
[2025-10-10T23:11:52.151766] [INFO ] [CONFIGURE ] BRW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:11:52.151797] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:11:52.281998] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:52.389546] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:52.497496] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:52.605776] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:52.718228] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:52.834533] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:52.944836] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:53.053743] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:53.164206] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:53.275812] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:53.275959] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:11:53.276002] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5328 tests
[2025-10-10T23:11:53.276035] [INFO ] [CONFIGURE ] BRW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:11:53.276065] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:11:53.389173] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:53.506865] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:53.621935] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:11:53.739353] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:53.855284] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:11:53.974204] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:11:54.095847] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:11:54.242013] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:54.362958] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:54.495043] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:54.495229] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:11:54.495279] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5327 tests
[2025-10-10T23:11:54.495315] [INFO ] [CONFIGURE ] BRW: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:11:54.495347] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:11:54.618143] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:54.747725] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:54.873081] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:54.995285] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:55.118839] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:55.244438] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:55.369420] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:55.495639] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:55.621460] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:55.746296] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:11:55.746484] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:11:55.746529] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5326 tests
[2025-10-10T23:11:55.746566] [INFO ] [CONFIGURE ] BRW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:11:55.746676] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:11:55.860677] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:55.972119] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:56.093999] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:56.205880] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:56.318042] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:56.430775] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:56.543980] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:56.664051] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:56.777192] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:11:56.897459] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:56.897618] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:11:56.897707] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5325 tests
[2025-10-10T23:11:56.897754] [INFO ] [CONFIGURE ] BRW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:11:56.897786] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:11:57.008606] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:57.121450] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:57.245827] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:57.377104] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:57.497133] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:57.604746] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:57.714050] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:57.821257] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:57.930664] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:58.041528] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:58.041706] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:11:58.041763] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5324 tests
[2025-10-10T23:11:58.041799] [INFO ] [CONFIGURE ] BRW: Testing feature 20/29: add_price_rejection
[2025-10-10T23:11:58.041829] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_price_rejection']
[2025-10-10T23:11:58.159586] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:58.278981] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:58.394409] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:58.525276] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:58.642924] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:11:58.761559] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:11:58.880938] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:11:59.000265] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:11:59.120585] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:11:59.241394] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:11:59.241566] [INFO ] [CONFIGURE ] BRW: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:11:59.241609] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5323 tests
[2025-10-10T23:11:59.241666] [INFO ] [CONFIGURE ] BRW: Testing feature 21/29: add_range_position
[2025-10-10T23:11:59.241723] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_range_position']
[2025-10-10T23:11:59.367868] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:11:59.515231] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:11:59.659531] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:11:59.796168] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:11:59.933779] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:00.071906] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:12:00.207387] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:00.345343] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:00.482457] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:00.621405] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:12:00.621632] [INFO ] [CONFIGURE ] BRW: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:12:00.621734] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5322 tests
[2025-10-10T23:12:00.621792] [INFO ] [CONFIGURE ] BRW: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:12:00.621836] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility']
[2025-10-10T23:12:00.769574] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:00.915682] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:01.066320] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:12:01.222839] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:01.386530] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:01.541900] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:12:01.710547] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:01.878807] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:02.029822] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:02.181143] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:02.181317] [INFO ] [CONFIGURE ] BRW: KEPT add_realized_volatility (score: 70.00%)
[2025-10-10T23:12:02.181360] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5321 tests
[2025-10-10T23:12:02.181393] [INFO ] [CONFIGURE ] BRW: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:12:02.181423] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:12:02.343614] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:12:02.508043] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:02.667524] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:12:02.830124] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:02.995400] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:03.163014] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:03.342618] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:03.498277] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:03.654471] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:03.809929] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:12:03.810079] [INFO ] [CONFIGURE ] BRW: DISCARDED add_recent_range_context (score: 20.00%)
[2025-10-10T23:12:03.810122] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5320 tests
[2025-10-10T23:12:03.810156] [INFO ] [CONFIGURE ] BRW: Testing feature 24/29: add_rsi
[2025-10-10T23:12:03.810187] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:12:03.982499] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:04.155494] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:04.332629] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:12:04.514181] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:04.711193] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:04.888723] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:05.065737] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:05.243161] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:05.421609] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:05.600072] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:12:05.600286] [INFO ] [CONFIGURE ] BRW: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:12:05.600332] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5319 tests
[2025-10-10T23:12:05.600368] [INFO ] [CONFIGURE ] BRW: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:12:05.600401] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:12:05.752060] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:05.901020] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:06.061788] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:12:06.222312] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:06.383092] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:06.548920] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:06.702219] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:06.853039] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:07.006259] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:07.162763] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:07.162918] [INFO ] [CONFIGURE ] BRW: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:12:07.162982] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5318 tests
[2025-10-10T23:12:07.163019] [INFO ] [CONFIGURE ] BRW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:12:07.163051] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:12:07.317471] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:07.469266] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:07.622462] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:12:07.779202] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:07.940177] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:08.099961] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:08.290612] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:08.449738] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:08.607519] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:08.769807] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:08.769974] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:12:08.770015] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5317 tests
[2025-10-10T23:12:08.770049] [INFO ] [CONFIGURE ] BRW: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:12:08.770080] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:12:08.954232] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:12:09.172972] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:09.343998] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:12:09.533947] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:09.702258] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:09.881886] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:10.064312] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:10.230862] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:10.396891] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:10.570395] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:10.570594] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:12:10.570671] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5316 tests
[2025-10-10T23:12:10.570728] [INFO ] [CONFIGURE ] BRW: Testing feature 28/29: add_volume_profile
[2025-10-10T23:12:10.570763] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:12:10.724374] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:10.876209] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:11.035228] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:12:11.187524] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:11.340298] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:11.494106] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:11.654731] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:11.820551] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:11.988043] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:12.165210] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:12:12.165400] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:12:12.165445] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5315 tests
[2025-10-10T23:12:12.165480] [INFO ] [CONFIGURE ] BRW: Testing feature 29/29: add_vwap
[2025-10-10T23:12:12.165512] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-10-10T23:12:12.329546] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:12.495372] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:12.657541] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:12:12.821453] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:12.982552] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:13.146898] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:12:13.312705] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:13.488581] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:13.648531] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:13.815693] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:13.815888] [INFO ] [CONFIGURE ] BRW: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:12:13.815936] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5314 tests
[2025-10-10T23:12:13.815991] [INFO ] [CONFIGURE ] BRW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:12:13.816048] [INFO ] [CONFIGURE ] BRW: Best accuracy: 70.00%
[2025-10-10T23:12:13.816083] [INFO ] [CONFIGURE ] BRW: Best feature set (1 features): ['add_realized_volatility']
[2025-10-10T23:12:13.816167] [INFO ] [CONFIGURE ] BRW: Improvement over baseline: 10.00%
[2025-10-10T23:12:13.816205] [INFO ] [CONFIGURE ] BRW: Total time: 39.5 seconds
[2025-10-10T23:12:13.816234] [INFO ] [CONFIGURE ] BRW: Average time per feature: 1.4 seconds
[2025-10-10T23:12:13.816263] [INFO ] [CONFIGURE ] BRW: Average speed: 0.73 features/sec
[2025-10-10T23:12:13.816795] [INFO ] [LOCAL     ] Saved configuration for BRW: 1 features, 70.00% accuracy -> ./output/feature-sets/BRW.json
[2025-10-10T23:12:13.816850] [INFO ] [CONFIGURE ] BRW: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:12:13.816901] [INFO ] [sig       ] [37/220] Successfully configured BRW | 0.02 sym/s | Total: 26.5m | ETA: 2.2h
[2025-10-10T23:12:13.816998] [INFO ] [sig       ] [38/220] Configuring BSAC...
[2025-10-10T23:12:13.817068] [INFO ] [CONFIGURE ] BSAC: Configurate test run.
[2025-10-10T23:12:13.817145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-10-10T23:12:13.828582] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSAC'.
[2025-10-10T23:12:13.828919] [INFO ] [CONFIGURE ] BSAC: Testing with 29 available features
[2025-10-10T23:12:13.828976] [INFO ] [CONFIGURE ] BSAC: Establishing baseline with no features...
[2025-10-10T23:12:13.935823] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:14.042311] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:14.149839] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:14.265845] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:14.386058] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:14.504136] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:14.615631] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:14.738410] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:14.847147] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:14.960308] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:14.960510] [INFO ] [CONFIGURE ] BSAC: Baseline score (no features): 60.00%
[2025-10-10T23:12:14.960557] [INFO ] [CONFIGURE ] BSAC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:12:14.960591] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:12:15.087254] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:15.208518] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:15.332877] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:15.454788] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:15.575090] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:15.700634] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:15.824371] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:15.947479] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:16.071512] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:16.195902] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:16.196074] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:12:16.196119] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5313 tests
[2025-10-10T23:12:16.196156] [INFO ] [CONFIGURE ] BSAC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:12:16.196188] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:12:16.320214] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:16.448303] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:16.574688] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:16.713102] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:16.838872] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:16.967169] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:17.095383] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:17.228304] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:17.363153] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:17.518873] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:17.519088] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:12:17.519133] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5312 tests
[2025-10-10T23:12:17.519168] [INFO ] [CONFIGURE ] BSAC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:12:17.519199] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_daily_returns']
[2025-10-10T23:12:17.633630] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:17.748756] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:17.863157] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:17.977815] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:18.092900] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:18.208582] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:18.326522] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:18.444544] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:18.583966] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:18.697084] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:18.697269] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:12:18.697315] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5311 tests
[2025-10-10T23:12:18.697352] [INFO ] [CONFIGURE ] BSAC: Testing feature 4/29: add_ema
[2025-10-10T23:12:18.697385] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_ema']
[2025-10-10T23:12:18.825398] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:18.951594] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:19.082191] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:19.209566] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:12:19.340040] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:19.467717] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:19.600170] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:19.731974] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:19.868408] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:19.999130] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:19.999312] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:12:19.999373] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5310 tests
[2025-10-10T23:12:19.999412] [INFO ] [CONFIGURE ] BSAC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:12:19.999444] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:12:20.129144] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:20.259818] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:20.390682] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:20.519414] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:20.648860] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:20.778960] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:20.915766] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:21.053999] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:21.191078] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:21.328341] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:21.328518] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:12:21.328564] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5309 tests
[2025-10-10T23:12:21.328598] [INFO ] [CONFIGURE ] BSAC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:12:21.328628] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_failed_moves']
[2025-10-10T23:12:21.441579] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:21.558053] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:21.678138] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:21.795621] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:21.915290] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:22.041508] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:22.167745] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:22.294160] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:22.418444] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:22.543895] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:22.544066] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:12:22.544109] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5308 tests
[2025-10-10T23:12:22.544142] [INFO ] [CONFIGURE ] BSAC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:12:22.544172] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_lag_shelf']
[2025-10-10T23:12:22.651839] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:22.760083] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:22.866103] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:22.976059] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:23.091193] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:23.202148] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:23.312837] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:23.427983] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:23.540953] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:23.654026] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:23.654216] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:12:23.654276] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5307 tests
[2025-10-10T23:12:23.654313] [INFO ] [CONFIGURE ] BSAC: Testing feature 8/29: add_macd
[2025-10-10T23:12:23.654346] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:12:23.823340] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:24.004919] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:24.153293] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:24.310859] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:24.462204] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:24.644176] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:24.796951] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:24.955324] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:25.108180] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:25.272221] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:25.272420] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:12:25.272467] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5306 tests
[2025-10-10T23:12:25.272503] [INFO ] [CONFIGURE ] BSAC: Testing feature 9/29: add_mfi
[2025-10-10T23:12:25.272534] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_mfi']
[2025-10-10T23:12:25.397617] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:25.521017] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:25.643731] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:25.768795] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:25.896366] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:26.025678] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:26.153798] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:26.288116] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:26.416981] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:26.547197] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:26.547397] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:12:26.547441] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5305 tests
[2025-10-10T23:12:26.547477] [INFO ] [CONFIGURE ] BSAC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:12:26.547508] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:12:26.688409] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:26.827839] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:26.969083] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:27.116377] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:27.253574] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:27.401344] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:27.539110] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:27.703163] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:27.839597] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:27.977018] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:27.977185] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:12:27.977229] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5304 tests
[2025-10-10T23:12:27.977262] [INFO ] [CONFIGURE ] BSAC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:12:27.977292] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_obv_daily']
[2025-10-10T23:12:28.086283] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:28.196627] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:28.306818] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:28.417703] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:28.529064] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:28.642147] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:28.761507] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:28.881842] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:29.002033] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:29.127041] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:29.127222] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:12:29.127275] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5303 tests
[2025-10-10T23:12:29.127319] [INFO ] [CONFIGURE ] BSAC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:12:29.127358] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_obv_interval']
[2025-10-10T23:12:29.239273] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:29.353442] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:29.468251] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:29.575907] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:29.694146] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:29.803331] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:29.916074] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:30.026307] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:30.137837] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:30.250254] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:30.250411] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:12:30.250457] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5302 tests
[2025-10-10T23:12:30.250493] [INFO ] [CONFIGURE ] BSAC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:12:30.250524] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:12:30.366452] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:30.484059] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:30.602178] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:30.727103] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:30.848365] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:30.968176] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:31.094358] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:31.219253] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:31.348760] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:31.474525] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:31.474707] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:12:31.474765] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5301 tests
[2025-10-10T23:12:31.474853] [INFO ] [CONFIGURE ] BSAC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:12:31.474895] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:12:31.599883] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:31.726593] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:31.854255] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:31.979201] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:32.123037] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:32.254848] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:32.408124] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:32.590746] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:32.784821] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:32.963633] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:32.963927] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:12:32.963998] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5300 tests
[2025-10-10T23:12:32.964057] [INFO ] [CONFIGURE ] BSAC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:12:32.964111] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:12:33.100563] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:33.224911] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:33.336895] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:33.445901] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:33.559439] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:33.667513] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:33.773990] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:33.888634] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:12:34.004466] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:34.114047] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:34.114203] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:12:34.114299] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5299 tests
[2025-10-10T23:12:34.114356] [INFO ] [CONFIGURE ] BSAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:12:34.114394] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:12:34.226351] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:34.339189] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:34.452062] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:34.566158] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:34.680869] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:34.799357] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:34.919161] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:35.039219] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:35.161295] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:35.287360] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:35.287524] [INFO ] [CONFIGURE ] BSAC: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:12:35.287567] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5298 tests
[2025-10-10T23:12:35.287602] [INFO ] [CONFIGURE ] BSAC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:12:35.287634] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-10T23:12:35.422893] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:12:35.557060] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:35.689482] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:35.827037] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:35.966003] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:36.105982] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:36.242089] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:36.377872] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:36.516156] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:36.659301] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:36.659476] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:12:36.659524] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5297 tests
[2025-10-10T23:12:36.659562] [INFO ] [CONFIGURE ] BSAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:12:36.659595] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T23:12:36.799583] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:36.923797] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:37.047822] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:37.170862] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:37.297811] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:37.423519] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:37.548971] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:37.672490] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:37.796271] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:37.932638] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:37.932843] [INFO ] [CONFIGURE ] BSAC: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:12:37.932889] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5296 tests
[2025-10-10T23:12:37.932924] [INFO ] [CONFIGURE ] BSAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:12:37.932955] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-10T23:12:38.058893] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:38.184143] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:38.309870] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:38.434900] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:38.563296] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:38.689760] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:38.816841] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:38.942988] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:39.080129] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:39.215171] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:39.215356] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:12:39.215401] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5295 tests
[2025-10-10T23:12:39.215439] [INFO ] [CONFIGURE ] BSAC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:12:39.215471] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-10T23:12:39.360104] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:39.507340] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:39.651217] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:39.816817] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:39.969310] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:40.112328] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:40.256116] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:40.412937] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:40.552618] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:40.701207] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:40.701386] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:12:40.701430] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5294 tests
[2025-10-10T23:12:40.701464] [INFO ] [CONFIGURE ] BSAC: Testing feature 21/29: add_range_position
[2025-10-10T23:12:40.701545] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-10T23:12:40.843255] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:40.995539] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:41.143717] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:41.287922] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:41.435304] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:41.595360] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:41.744708] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:41.891099] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:42.035439] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:42.182107] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:42.182257] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:12:42.182299] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5293 tests
[2025-10-10T23:12:42.182334] [INFO ] [CONFIGURE ] BSAC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:12:42.182366] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-10T23:12:42.330943] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:42.482259] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:42.648056] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:42.829849] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:42.983850] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:12:43.138981] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:43.293227] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:43.446533] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:43.601363] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:43.760308] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:43.760460] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:12:43.760510] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5292 tests
[2025-10-10T23:12:43.760545] [INFO ] [CONFIGURE ] BSAC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:12:43.760576] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-10T23:12:43.892301] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:44.020254] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:44.148437] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:44.277729] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:44.406737] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:44.536791] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:44.679591] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:44.819729] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:44.956634] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:45.093795] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:45.093974] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:12:45.094024] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5291 tests
[2025-10-10T23:12:45.094062] [INFO ] [CONFIGURE ] BSAC: Testing feature 24/29: add_rsi
[2025-10-10T23:12:45.094095] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-10T23:12:45.248581] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:45.405148] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:45.564612] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:45.734453] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:45.897799] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:46.055185] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:46.210671] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:46.369082] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:46.529855] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:46.687719] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:46.687882] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:12:46.687925] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5290 tests
[2025-10-10T23:12:46.687960] [INFO ] [CONFIGURE ] BSAC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:12:46.687990] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-10T23:12:46.816386] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:46.947015] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:47.083242] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:47.215743] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:47.351884] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:47.489606] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:47.626489] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:47.760082] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:47.903996] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:48.038856] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:48.039049] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:12:48.039094] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5289 tests
[2025-10-10T23:12:48.039129] [INFO ] [CONFIGURE ] BSAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:12:48.039160] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-10T23:12:48.171751] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:48.309321] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:48.442735] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:48.577929] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:48.715786] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:48.854296] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:48.989099] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:49.123816] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:49.259788] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:49.398272] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:49.398433] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:12:49.398476] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5288 tests
[2025-10-10T23:12:49.398510] [INFO ] [CONFIGURE ] BSAC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:12:49.398540] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-10T23:12:49.538573] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:49.687071] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:49.828973] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:12:49.973126] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:50.122976] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:50.272425] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:50.419118] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:50.570792] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:50.715016] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:12:50.860819] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:50.861009] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:12:50.861056] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5287 tests
[2025-10-10T23:12:50.861091] [INFO ] [CONFIGURE ] BSAC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:12:50.861123] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-10T23:12:50.993448] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:51.128928] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:12:51.265251] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:51.400302] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:51.535113] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:51.673524] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:51.811357] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:12:51.968904] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:52.117701] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:52.248620] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:52.248789] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:12:52.248848] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5286 tests
[2025-10-10T23:12:52.248891] [INFO ] [CONFIGURE ] BSAC: Testing feature 29/29: add_vwap
[2025-10-10T23:12:52.248929] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-10T23:12:52.379329] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:12:52.510790] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:52.643886] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:52.778272] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:12:52.914483] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:53.050239] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:53.187918] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:12:53.327278] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:12:53.466796] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:12:53.609630] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:53.609827] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:12:53.609875] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5285 tests
[2025-10-10T23:12:53.609911] [INFO ] [CONFIGURE ] BSAC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:12:53.609941] [INFO ] [CONFIGURE ] BSAC: Best accuracy: 80.00%
[2025-10-10T23:12:53.609970] [INFO ] [CONFIGURE ] BSAC: Best feature set (2 features): ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-10T23:12:53.609997] [INFO ] [CONFIGURE ] BSAC: Improvement over baseline: 20.00%
[2025-10-10T23:12:53.610023] [INFO ] [CONFIGURE ] BSAC: Total time: 38.6 seconds
[2025-10-10T23:12:53.610048] [INFO ] [CONFIGURE ] BSAC: Average time per feature: 1.3 seconds
[2025-10-10T23:12:53.610074] [INFO ] [CONFIGURE ] BSAC: Average speed: 0.75 features/sec
[2025-10-10T23:12:53.610481] [INFO ] [LOCAL     ] Saved configuration for BSAC: 2 features, 80.00% accuracy -> ./output/feature-sets/BSAC.json
[2025-10-10T23:12:53.610545] [INFO ] [CONFIGURE ] BSAC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:12:53.610589] [INFO ] [sig       ] [38/220] Successfully configured BSAC | 0.02 sym/s | Total: 27.2m | ETA: 2.2h
[2025-10-10T23:12:53.610622] [INFO ] [sig       ] [39/220] Configuring BSM...
[2025-10-10T23:12:53.610684] [INFO ] [CONFIGURE ] BSM: Configurate test run.
[2025-10-10T23:12:53.610733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-10-10T23:12:53.622730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSM'.
[2025-10-10T23:12:53.623046] [INFO ] [CONFIGURE ] BSM: Testing with 29 available features
[2025-10-10T23:12:53.623101] [INFO ] [CONFIGURE ] BSM: Establishing baseline with no features...
[2025-10-10T23:12:53.728854] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:12:53.853561] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:53.962090] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:54.069913] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:12:54.178142] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:54.286161] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:54.392254] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:54.501305] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:12:54.632000] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:12:54.737435] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:54.737583] [INFO ] [CONFIGURE ] BSM: Baseline score (no features): 60.00%
[2025-10-10T23:12:54.737626] [INFO ] [CONFIGURE ] BSM: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:12:54.737695] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:12:54.852416] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:12:54.972721] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:55.091543] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:55.206517] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:12:55.319482] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:55.435227] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:55.551242] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:12:55.668894] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:12:55.787733] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:12:55.907225] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:55.907383] [INFO ] [CONFIGURE ] BSM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:12:55.907426] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5284 tests
[2025-10-10T23:12:55.907459] [INFO ] [CONFIGURE ] BSM: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:12:55.907488] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:12:56.029265] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:12:56.154167] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:56.275158] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:56.398331] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:12:56.523052] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:56.647049] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:56.773193] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:56.897446] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:12:57.021460] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:12:57.150276] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:57.150445] [INFO ] [CONFIGURE ] BSM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:12:57.150486] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5283 tests
[2025-10-10T23:12:57.150544] [INFO ] [CONFIGURE ] BSM: Testing feature 3/29: add_daily_returns
[2025-10-10T23:12:57.150577] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_daily_returns']
[2025-10-10T23:12:57.256313] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:12:57.364216] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:57.474122] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:57.580927] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:12:57.688387] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:57.796170] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:12:57.904631] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:58.015218] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:12:58.125291] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:12:58.236729] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:58.236898] [INFO ] [CONFIGURE ] BSM: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:12:58.236983] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5282 tests
[2025-10-10T23:12:58.237029] [INFO ] [CONFIGURE ] BSM: Testing feature 4/29: add_ema
[2025-10-10T23:12:58.237061] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_ema']
[2025-10-10T23:12:58.354860] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:12:58.473140] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:58.591836] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:58.713824] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:12:58.836904] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:12:58.959868] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:12:59.088286] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:12:59.211506] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:12:59.334767] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:12:59.457017] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:12:59.457198] [INFO ] [CONFIGURE ] BSM: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:12:59.457243] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5281 tests
[2025-10-10T23:12:59.457277] [INFO ] [CONFIGURE ] BSM: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:12:59.457308] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:12:59.584404] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:12:59.714143] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:12:59.855414] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:12:59.992597] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:00.128861] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:00.264726] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:00.394136] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:00.524322] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:00.659352] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:00.796081] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:00.796236] [INFO ] [CONFIGURE ] BSM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:13:00.796279] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5280 tests
[2025-10-10T23:13:00.796313] [INFO ] [CONFIGURE ] BSM: Testing feature 6/29: add_failed_moves
[2025-10-10T23:13:00.796344] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_failed_moves']
[2025-10-10T23:13:00.912338] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:01.029633] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:01.143302] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:01.258831] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:01.374225] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:01.496964] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:01.614436] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:01.738269] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:01.858161] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:01.978385] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:01.978582] [INFO ] [CONFIGURE ] BSM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:13:01.978627] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5279 tests
[2025-10-10T23:13:01.978698] [INFO ] [CONFIGURE ] BSM: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:13:01.978742] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_lag_shelf']
[2025-10-10T23:13:02.081585] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:02.185031] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:02.296891] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:02.409674] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:02.524776] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:02.633713] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:02.742049] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:02.850601] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:02.959842] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:03.073398] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:03.073537] [INFO ] [CONFIGURE ] BSM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:13:03.073579] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5278 tests
[2025-10-10T23:13:03.073613] [INFO ] [CONFIGURE ] BSM: Testing feature 8/29: add_macd
[2025-10-10T23:13:03.073668] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:13:03.216174] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:03.359933] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:03.506168] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:03.660042] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:03.804594] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:03.950006] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:04.097227] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:04.242731] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:04.393959] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:04.542499] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:04.542689] [INFO ] [CONFIGURE ] BSM: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:13:04.542756] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5277 tests
[2025-10-10T23:13:04.542795] [INFO ] [CONFIGURE ] BSM: Testing feature 9/29: add_mfi
[2025-10-10T23:13:04.542827] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi']
[2025-10-10T23:13:04.660985] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:04.782788] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:04.903048] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:05.028320] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:05.159282] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:05.285920] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:05.413171] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:05.540101] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:05.669709] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:05.790924] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:05.791110] [INFO ] [CONFIGURE ] BSM: KEPT add_mfi (score: 70.00%)
[2025-10-10T23:13:05.791154] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5276 tests
[2025-10-10T23:13:05.791189] [INFO ] [CONFIGURE ] BSM: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:13:05.791221] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:13:05.938902] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:06.085566] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:06.232468] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:13:06.382144] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:06.534317] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:06.688503] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:06.843395] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:07.000357] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:07.166132] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:07.344525] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:07.344738] [INFO ] [CONFIGURE ] BSM: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:13:07.344821] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5275 tests
[2025-10-10T23:13:07.344863] [INFO ] [CONFIGURE ] BSM: Testing feature 11/29: add_obv_daily
[2025-10-10T23:13:07.344897] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T23:13:07.475637] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:07.605340] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:07.734803] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:07.868256] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:07.999969] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:08.139502] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:08.271769] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:08.418501] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:08.552263] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:08.689536] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:08.689704] [INFO ] [CONFIGURE ] BSM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:13:08.689762] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5274 tests
[2025-10-10T23:13:08.689799] [INFO ] [CONFIGURE ] BSM: Testing feature 12/29: add_obv_interval
[2025-10-10T23:13:08.689883] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T23:13:08.822386] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:08.961359] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:09.087534] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:09.214930] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:09.342741] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:09.471632] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:09.601571] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:09.736683] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:09.876422] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:10.028190] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:10.028355] [INFO ] [CONFIGURE ] BSM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:13:10.028399] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5273 tests
[2025-10-10T23:13:10.028435] [INFO ] [CONFIGURE ] BSM: Testing feature 13/29: add_opening_strength
[2025-10-10T23:13:10.028466] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:13:10.162536] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:10.302451] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:10.437838] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:10.572817] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:10.708593] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:10.847029] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:10.990290] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:11.128464] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:11.267396] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:13:11.406273] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:11.406431] [INFO ] [CONFIGURE ] BSM: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:13:11.406493] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5272 tests
[2025-10-10T23:13:11.406531] [INFO ] [CONFIGURE ] BSM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:13:11.406562] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T23:13:11.546115] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:11.685086] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:11.823624] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:11.963398] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:12.106763] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:12.247661] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:12.393563] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:12.537960] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:12.683214] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:13:12.827591] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:12.827768] [INFO ] [CONFIGURE ] BSM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-10T23:13:12.827817] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5271 tests
[2025-10-10T23:13:12.827852] [INFO ] [CONFIGURE ] BSM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:13:12.827882] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T23:13:12.950172] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:13.078567] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:13.202217] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:13.325423] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:13.448533] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:13.575615] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:13.701724] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:13.828148] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:13.957825] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:14.087417] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:14.087600] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:13:14.087668] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5270 tests
[2025-10-10T23:13:14.087730] [INFO ] [CONFIGURE ] BSM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:13:14.087765] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T23:13:14.222894] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:14.358125] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:14.494881] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:14.633095] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:14.766598] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:14.898789] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:15.098601] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:15.258559] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:15.410599] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:15.554578] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:15.554860] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:13:15.554909] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5269 tests
[2025-10-10T23:13:15.554948] [INFO ] [CONFIGURE ] BSM: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:13:15.554981] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-10T23:13:15.693924] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:15.827632] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:15.967113] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:16.105402] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:16.245145] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:16.383341] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:16.524158] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:16.664834] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:16.807783] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:16.951603] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:16.951800] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:13:16.951850] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5268 tests
[2025-10-10T23:13:16.951887] [INFO ] [CONFIGURE ] BSM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:13:16.951917] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T23:13:17.077880] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:17.207558] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:17.338371] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:17.469984] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:17.600404] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:17.735369] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:17.867426] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:17.999202] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:18.131420] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:18.263226] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:18.263358] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:13:18.263400] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5267 tests
[2025-10-10T23:13:18.263434] [INFO ] [CONFIGURE ] BSM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:13:18.263465] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T23:13:18.397129] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:18.541957] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:18.670504] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:18.800048] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:18.931593] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:19.066895] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:19.202569] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:19.338852] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:19.468766] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:19.601000] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:19.601192] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:13:19.601275] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5266 tests
[2025-10-10T23:13:19.601337] [INFO ] [CONFIGURE ] BSM: Testing feature 20/29: add_price_rejection
[2025-10-10T23:13:19.601391] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-10T23:13:19.737249] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:19.874435] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:20.014506] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:20.170276] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:20.308594] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:20.451080] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:20.592926] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:20.737055] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:20.883561] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:21.030636] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:21.030832] [INFO ] [CONFIGURE ] BSM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:13:21.030877] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5265 tests
[2025-10-10T23:13:21.030912] [INFO ] [CONFIGURE ] BSM: Testing feature 21/29: add_range_position
[2025-10-10T23:13:21.030942] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-10T23:13:21.176489] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:21.322385] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:13:21.467826] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:21.614332] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:21.761269] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:21.914014] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:22.069539] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:22.245870] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:22.400078] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:22.561436] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:22.561673] [INFO ] [CONFIGURE ] BSM: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:13:22.561739] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5264 tests
[2025-10-10T23:13:22.561779] [INFO ] [CONFIGURE ] BSM: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:13:22.561810] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-10T23:13:22.724234] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:22.886363] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:23.049122] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:23.213556] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:23.387785] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:23.559127] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:23.731413] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:23.907592] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:24.093229] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:24.264324] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:24.264534] [INFO ] [CONFIGURE ] BSM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:13:24.264579] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5263 tests
[2025-10-10T23:13:24.264616] [INFO ] [CONFIGURE ] BSM: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:13:24.264675] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-10T23:13:24.404482] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:24.546581] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:24.696619] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:24.842450] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:24.999503] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:25.145200] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:25.287028] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:25.427794] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:25.571146] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:25.712833] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:25.713016] [INFO ] [CONFIGURE ] BSM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:13:25.713078] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5262 tests
[2025-10-10T23:13:25.713150] [INFO ] [CONFIGURE ] BSM: Testing feature 24/29: add_rsi
[2025-10-10T23:13:25.713207] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-10T23:13:25.869728] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:26.031366] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:26.187337] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:26.345506] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:26.507715] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:26.677575] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:26.837555] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:26.998432] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:27.162556] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:27.324358] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:27.324515] [INFO ] [CONFIGURE ] BSM: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:13:27.324561] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5261 tests
[2025-10-10T23:13:27.324606] [INFO ] [CONFIGURE ] BSM: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:13:27.324637] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-10T23:13:27.453429] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:27.582413] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:27.709360] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:27.838243] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:27.969826] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:28.100877] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:28.235626] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:28.369404] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:28.506982] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:28.641032] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:28.641197] [INFO ] [CONFIGURE ] BSM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:13:28.641242] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5260 tests
[2025-10-10T23:13:28.641278] [INFO ] [CONFIGURE ] BSM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:13:28.641308] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-10T23:13:28.775403] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:28.910618] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:29.043011] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:29.181825] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:29.315020] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:29.449625] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:29.584243] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:29.722094] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:29.857805] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:29.993148] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:29.993308] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:13:29.993351] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5259 tests
[2025-10-10T23:13:29.993385] [INFO ] [CONFIGURE ] BSM: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:13:29.993416] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-10T23:13:30.134220] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:30.277968] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:30.418330] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:30.571118] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:30.716987] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:30.867716] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:31.016230] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:31.167272] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:31.353795] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:31.505715] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:31.505903] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:13:31.505948] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5258 tests
[2025-10-10T23:13:31.505985] [INFO ] [CONFIGURE ] BSM: Testing feature 28/29: add_volume_profile
[2025-10-10T23:13:31.506019] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-10T23:13:31.640825] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:13:31.779195] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:31.920191] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:32.058329] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:32.198521] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:32.339698] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:32.481252] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:32.617228] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:32.758159] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:32.900484] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:13:32.900667] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:13:32.900728] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5257 tests
[2025-10-10T23:13:32.900767] [INFO ] [CONFIGURE ] BSM: Testing feature 29/29: add_vwap
[2025-10-10T23:13:32.900799] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-10T23:13:33.038007] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:13:33.177476] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:33.315060] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:33.452328] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:33.591778] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:33.730136] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:33.869351] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:34.009956] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:34.150528] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:13:34.298764] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:34.298944] [INFO ] [CONFIGURE ] BSM: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:13:34.298988] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5256 tests
[2025-10-10T23:13:34.299240] [INFO ] [CONFIGURE ] BSM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:13:34.299295] [INFO ] [CONFIGURE ] BSM: Best accuracy: 70.00%
[2025-10-10T23:13:34.299329] [INFO ] [CONFIGURE ] BSM: Best feature set (1 features): ['add_mfi']
[2025-10-10T23:13:34.299357] [INFO ] [CONFIGURE ] BSM: Improvement over baseline: 10.00%
[2025-10-10T23:13:34.299384] [INFO ] [CONFIGURE ] BSM: Total time: 39.6 seconds
[2025-10-10T23:13:34.299409] [INFO ] [CONFIGURE ] BSM: Average time per feature: 1.4 seconds
[2025-10-10T23:13:34.299437] [INFO ] [CONFIGURE ] BSM: Average speed: 0.73 features/sec
[2025-10-10T23:13:34.299952] [INFO ] [LOCAL     ] Saved configuration for BSM: 1 features, 70.00% accuracy -> ./output/feature-sets/BSM.json
[2025-10-10T23:13:34.300007] [INFO ] [CONFIGURE ] BSM: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:13:34.300045] [INFO ] [sig       ] [39/220] Successfully configured BSM | 0.02 sym/s | Total: 27.8m | ETA: 2.2h
[2025-10-10T23:13:34.300100] [INFO ] [sig       ] [40/220] Configuring BSTZ...
[2025-10-10T23:13:34.300170] [INFO ] [CONFIGURE ] BSTZ: Configurate test run.
[2025-10-10T23:13:34.300243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-10-10T23:13:34.313502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSTZ'.
[2025-10-10T23:13:34.313865] [INFO ] [CONFIGURE ] BSTZ: Testing with 29 available features
[2025-10-10T23:13:34.313920] [INFO ] [CONFIGURE ] BSTZ: Establishing baseline with no features...
[2025-10-10T23:13:34.421803] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:34.549228] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:34.655710] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:34.761574] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:34.868576] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:34.978159] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:35.094597] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:35.205023] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:35.315105] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:35.462303] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:35.462452] [INFO ] [CONFIGURE ] BSTZ: Baseline score (no features): 50.00%
[2025-10-10T23:13:35.462516] [INFO ] [CONFIGURE ] BSTZ: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:13:35.462551] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:13:35.589526] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:35.709273] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:35.830290] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:35.952256] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.076834] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.199211] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.321028] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.444625] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:36.570152] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.701018] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:36.701213] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-10T23:13:36.701256] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5255 tests
[2025-10-10T23:13:36.701289] [INFO ] [CONFIGURE ] BSTZ: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:13:36.701320] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:13:36.824903] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:13:36.952144] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:37.081454] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:37.208912] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:13:37.340426] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:37.478360] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:13:37.606971] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:37.737373] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:37.877061] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:38.005765] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:38.005927] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-10T23:13:38.005970] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5254 tests
[2025-10-10T23:13:38.006004] [INFO ] [CONFIGURE ] BSTZ: Testing feature 3/29: add_daily_returns
[2025-10-10T23:13:38.006033] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns']
[2025-10-10T23:13:38.116406] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:38.227096] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:38.339994] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:38.451394] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:38.564305] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:38.677785] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:38.792291] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:38.905890] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:39.020176] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:39.135854] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:39.136021] [INFO ] [CONFIGURE ] BSTZ: KEPT add_daily_returns (score: 60.00%)
[2025-10-10T23:13:39.136064] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5253 tests
[2025-10-10T23:13:39.136097] [INFO ] [CONFIGURE ] BSTZ: Testing feature 4/29: add_ema
[2025-10-10T23:13:39.136127] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T23:13:39.269314] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:39.417786] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:39.555879] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:39.690071] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:39.827451] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:39.966179] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:40.104625] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:40.240463] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:40.409695] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:40.560803] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:40.561043] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:13:40.561090] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5252 tests
[2025-10-10T23:13:40.561131] [INFO ] [CONFIGURE ] BSTZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:13:40.561190] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:13:40.728688] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:40.932540] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:41.127162] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:41.279907] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:41.429739] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:41.589982] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:41.743836] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:41.880834] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:42.017448] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:42.155887] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:42.156069] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:13:42.156112] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5251 tests
[2025-10-10T23:13:42.156148] [INFO ] [CONFIGURE ] BSTZ: Testing feature 6/29: add_failed_moves
[2025-10-10T23:13:42.156178] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-10T23:13:42.272092] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:42.390173] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:42.509929] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:42.627997] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:42.745933] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:42.863928] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:42.983209] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:43.113216] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:43.232918] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:43.353330] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:43.353520] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:13:43.353563] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5250 tests
[2025-10-10T23:13:43.353597] [INFO ] [CONFIGURE ] BSTZ: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:13:43.353628] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:13:43.487253] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:43.593783] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:43.701295] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:43.816462] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:43.924903] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:44.033582] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:44.150822] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:44.264084] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:44.379706] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:44.493505] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:44.493695] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:13:44.493757] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5249 tests
[2025-10-10T23:13:44.493794] [INFO ] [CONFIGURE ] BSTZ: Testing feature 8/29: add_macd
[2025-10-10T23:13:44.493826] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:13:44.641873] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:44.789607] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:44.945174] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:45.095810] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:45.255096] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:45.410028] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:45.561950] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:45.712794] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:45.871467] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:46.026420] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:46.026584] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:13:46.026628] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5248 tests
[2025-10-10T23:13:46.026698] [INFO ] [CONFIGURE ] BSTZ: Testing feature 9/29: add_mfi
[2025-10-10T23:13:46.026741] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-10T23:13:46.153610] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:46.284401] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:46.411516] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:46.544526] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:46.673545] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:46.802786] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:46.935378] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:47.074287] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:47.215043] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:47.348814] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:47.348987] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:13:47.349030] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5247 tests
[2025-10-10T23:13:47.349066] [INFO ] [CONFIGURE ] BSTZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:13:47.349096] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:13:47.485955] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:47.624168] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:47.763422] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:47.912050] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:48.054404] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:48.194882] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:48.338117] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:48.479811] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:48.622585] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:13:48.768547] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:48.768768] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:13:48.768822] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5246 tests
[2025-10-10T23:13:48.768860] [INFO ] [CONFIGURE ] BSTZ: Testing feature 11/29: add_obv_daily
[2025-10-10T23:13:48.768891] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-10T23:13:48.892102] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:49.016376] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:49.139533] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:49.258583] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:49.383469] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:49.540842] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:49.660733] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:49.781055] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:49.904028] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:50.025907] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:50.026089] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:13:50.026135] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5245 tests
[2025-10-10T23:13:50.026169] [INFO ] [CONFIGURE ] BSTZ: Testing feature 12/29: add_obv_interval
[2025-10-10T23:13:50.026200] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-10T23:13:50.142156] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:50.261670] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:50.377505] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:50.494984] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:50.613887] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:50.728072] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:50.842100] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:50.957213] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:51.083550] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:51.203557] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:51.203753] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:13:51.203805] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5244 tests
[2025-10-10T23:13:51.203842] [INFO ] [CONFIGURE ] BSTZ: Testing feature 13/29: add_opening_strength
[2025-10-10T23:13:51.203873] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:13:51.326799] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:51.454446] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:51.574064] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:51.694605] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:51.815132] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:51.937357] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:52.060166] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:13:52.184267] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:52.303336] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:52.424271] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:52.424453] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:13:52.424520] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5243 tests
[2025-10-10T23:13:52.424558] [INFO ] [CONFIGURE ] BSTZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:13:52.424592] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:13:52.593320] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:52.724196] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:52.853488] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:13:52.986370] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:53.119056] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:13:53.249967] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:53.380062] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:53.532149] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:53.657764] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:53.787811] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:53.787997] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:13:53.788042] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5242 tests
[2025-10-10T23:13:53.788076] [INFO ] [CONFIGURE ] BSTZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:13:53.788163] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:13:53.897419] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:54.008557] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:54.124790] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:54.241535] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:54.353716] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:54.467716] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:54.583380] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:54.699483] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:54.812450] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:54.930265] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:54.930438] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:13:54.930495] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5241 tests
[2025-10-10T23:13:54.930532] [INFO ] [CONFIGURE ] BSTZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:13:54.930568] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-10T23:13:55.049085] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:55.174155] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:55.296364] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:55.421226] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:55.544886] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:55.666215] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:55.788731] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:55.914835] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:13:56.042860] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:56.168951] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:56.169136] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:13:56.169183] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5240 tests
[2025-10-10T23:13:56.169217] [INFO ] [CONFIGURE ] BSTZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:13:56.169248] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:13:56.294185] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:56.419180] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:56.545816] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:56.676236] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:56.800967] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:56.933529] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:57.077455] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:57.208262] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:57.340127] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:13:57.468477] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:57.468683] [INFO ] [CONFIGURE ] BSTZ: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:13:57.468745] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5239 tests
[2025-10-10T23:13:57.468800] [INFO ] [CONFIGURE ] BSTZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:13:57.468857] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-10T23:13:57.598768] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:57.730196] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:57.858540] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:57.986175] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:58.111567] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:58.241029] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:58.370826] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:58.498918] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:58.660846] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:13:58.789690] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:13:58.789859] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:13:58.789904] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5238 tests
[2025-10-10T23:13:58.789940] [INFO ] [CONFIGURE ] BSTZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:13:58.789993] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-10T23:13:58.916123] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:13:59.040363] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:13:59.163818] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:13:59.288586] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:13:59.413809] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:13:59.543803] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:13:59.668753] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:13:59.794612] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:13:59.921265] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:00.047599] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:00.047799] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:14:00.047847] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5237 tests
[2025-10-10T23:14:00.047882] [INFO ] [CONFIGURE ] BSTZ: Testing feature 20/29: add_price_rejection
[2025-10-10T23:14:00.047911] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-10T23:14:00.183132] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:00.317911] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:00.461210] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:00.594828] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:00.736381] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:00.877362] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:01.018814] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:01.165405] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:01.313928] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:01.451879] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:01.452093] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:14:01.452143] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5236 tests
[2025-10-10T23:14:01.452179] [INFO ] [CONFIGURE ] BSTZ: Testing feature 21/29: add_range_position
[2025-10-10T23:14:01.452209] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_range_position']
[2025-10-10T23:14:01.594923] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:01.759860] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:01.925915] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:02.109885] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:02.259190] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:14:02.416890] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:02.566452] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:02.710778] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:02.860224] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:03.009577] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:03.009815] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:14:03.009874] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5235 tests
[2025-10-10T23:14:03.009913] [INFO ] [CONFIGURE ] BSTZ: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:14:03.009944] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-10T23:14:03.182332] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:03.340719] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:03.496504] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:14:03.654045] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:03.837459] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:04.020935] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:04.204066] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:04.390230] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:04.572838] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:04.759867] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:04.760072] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:14:04.760138] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5234 tests
[2025-10-10T23:14:04.760179] [INFO ] [CONFIGURE ] BSTZ: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:14:04.760212] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-10T23:14:04.903401] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:05.037264] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:05.168732] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:05.304970] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:05.440245] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:05.580438] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:05.714727] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:05.851883] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:06.000618] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:06.138906] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:06.139078] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:14:06.139124] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5233 tests
[2025-10-10T23:14:06.139161] [INFO ] [CONFIGURE ] BSTZ: Testing feature 24/29: add_rsi
[2025-10-10T23:14:06.139194] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-10T23:14:06.299161] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:06.452336] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:06.618237] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:06.789206] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:06.951124] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:07.118248] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:07.278505] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:07.466702] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:07.630230] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:07.794020] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:07.794212] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:14:07.794256] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5232 tests
[2025-10-10T23:14:07.794293] [INFO ] [CONFIGURE ] BSTZ: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:14:07.794325] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-10T23:14:07.930061] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:08.065429] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:08.200239] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:08.336039] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:08.472748] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:08.609183] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:08.749934] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:08.895265] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:09.034179] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:09.266047] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:09.266212] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:14:09.266256] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5231 tests
[2025-10-10T23:14:09.266290] [INFO ] [CONFIGURE ] BSTZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:14:09.266321] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-10T23:14:09.406101] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:09.542514] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:09.681616] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:09.818023] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:09.957223] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:10.095031] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:10.233557] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:10.376849] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:10.512036] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:10.646420] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:10.646581] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:14:10.646624] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5230 tests
[2025-10-10T23:14:10.646696] [INFO ] [CONFIGURE ] BSTZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:14:10.646741] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-10T23:14:10.796117] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:10.938835] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:11.086817] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:11.233893] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:11.383346] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:11.528886] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:11.676807] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:11.825637] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:11.973094] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:12.122399] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:12.122570] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:14:12.122614] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5229 tests
[2025-10-10T23:14:12.122678] [INFO ] [CONFIGURE ] BSTZ: Testing feature 28/29: add_volume_profile
[2025-10-10T23:14:12.122734] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-10T23:14:12.256014] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:12.391931] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:12.529537] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:12.666455] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:12.804345] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:14:12.944243] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:13.087360] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:13.234321] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:14:13.371450] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:13.515522] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:13.515737] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:14:13.515795] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5228 tests
[2025-10-10T23:14:13.515854] [INFO ] [CONFIGURE ] BSTZ: Testing feature 29/29: add_vwap
[2025-10-10T23:14:13.515910] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_vwap']
[2025-10-10T23:14:13.660509] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:13.854721] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:13.995995] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:14.140542] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:14.288251] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:14:14.432919] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:14.578581] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:14.725585] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:14:14.894284] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:14:15.040780] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:15.041000] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:14:15.041082] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5227 tests
[2025-10-10T23:14:15.041159] [INFO ] [CONFIGURE ] BSTZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:14:15.041220] [INFO ] [CONFIGURE ] BSTZ: Best accuracy: 70.00%
[2025-10-10T23:14:15.041259] [INFO ] [CONFIGURE ] BSTZ: Best feature set (2 features): ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:14:15.041307] [INFO ] [CONFIGURE ] BSTZ: Improvement over baseline: 20.00%
[2025-10-10T23:14:15.041372] [INFO ] [CONFIGURE ] BSTZ: Total time: 39.6 seconds
[2025-10-10T23:14:15.041438] [INFO ] [CONFIGURE ] BSTZ: Average time per feature: 1.4 seconds
[2025-10-10T23:14:15.041507] [INFO ] [CONFIGURE ] BSTZ: Average speed: 0.73 features/sec
[2025-10-10T23:14:15.042058] [INFO ] [LOCAL     ] Saved configuration for BSTZ: 2 features, 70.00% accuracy -> ./output/feature-sets/BSTZ.json
[2025-10-10T23:14:15.042116] [INFO ] [CONFIGURE ] BSTZ: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:14:15.042196] [INFO ] [sig       ] [40/220] Successfully configured BSTZ | 0.02 sym/s | Total: 28.5m | ETA: 2.1h
[2025-10-10T23:14:15.042272] [INFO ] [sig       ] [41/220] Configuring BTE...
[2025-10-10T23:14:15.042340] [INFO ] [CONFIGURE ] BTE: Configurate test run.
[2025-10-10T23:14:15.042418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-10-10T23:14:15.057849] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTE'.
[2025-10-10T23:14:15.058428] [INFO ] [CONFIGURE ] BTE: Testing with 29 available features
[2025-10-10T23:14:15.058497] [INFO ] [CONFIGURE ] BTE: Establishing baseline with no features...
[2025-10-10T23:14:15.173473] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:15.282222] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:15.394301] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:15.502622] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:15.609003] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:15.715394] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:15.824223] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:15.934794] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:16.046129] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:16.171543] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:16.171719] [INFO ] [CONFIGURE ] BTE: Baseline score (no features): 80.00%
[2025-10-10T23:14:16.171798] [INFO ] [CONFIGURE ] BTE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:14:16.171834] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:14:16.289190] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:14:16.406844] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:16.525708] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:16.644554] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:16.770528] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:16.893111] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:17.016985] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:17.140460] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:17.282220] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:14:17.411922] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:17.412121] [INFO ] [CONFIGURE ] BTE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:14:17.412168] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5226 tests
[2025-10-10T23:14:17.412206] [INFO ] [CONFIGURE ] BTE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:14:17.412240] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:14:17.541459] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:17.670487] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:17.801221] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:17.931968] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:18.062558] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:18.196814] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:18.330171] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:18.460601] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:18.592767] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:18.729108] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:18.729292] [INFO ] [CONFIGURE ] BTE: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-10T23:14:18.729336] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5225 tests
[2025-10-10T23:14:18.729373] [INFO ] [CONFIGURE ] BTE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:14:18.729404] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_daily_returns']
[2025-10-10T23:14:18.840918] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:18.953268] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:19.063717] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:19.175433] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:19.287099] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:19.397703] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:19.508345] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:19.622425] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:19.737577] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:19.884082] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:19.884263] [INFO ] [CONFIGURE ] BTE: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T23:14:19.884305] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5224 tests
[2025-10-10T23:14:19.884341] [INFO ] [CONFIGURE ] BTE: Testing feature 4/29: add_ema
[2025-10-10T23:14:19.884372] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_ema']
[2025-10-10T23:14:20.008811] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:20.147709] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:20.273372] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:20.399822] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:20.532002] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:20.660621] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:20.788975] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:20.916678] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:21.045516] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:14:21.174339] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:21.174524] [INFO ] [CONFIGURE ] BTE: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:14:21.174567] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5223 tests
[2025-10-10T23:14:21.174602] [INFO ] [CONFIGURE ] BTE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:14:21.174633] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:14:21.311776] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:21.449078] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:21.585621] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:21.722793] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:21.862769] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:22.001018] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:22.140101] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:22.280465] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:22.423426] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:22.578629] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:22.578848] [INFO ] [CONFIGURE ] BTE: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:14:22.578925] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5222 tests
[2025-10-10T23:14:22.578976] [INFO ] [CONFIGURE ] BTE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:14:22.579013] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_failed_moves']
[2025-10-10T23:14:22.702824] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:22.825167] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:22.950023] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:23.073549] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:23.191636] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:23.308924] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:23.428858] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:23.546278] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:23.664256] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:23.782565] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:23.782735] [INFO ] [CONFIGURE ] BTE: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:14:23.782787] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5221 tests
[2025-10-10T23:14:23.782822] [INFO ] [CONFIGURE ] BTE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:14:23.782852] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_lag_shelf']
[2025-10-10T23:14:23.893127] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.017566] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.148397] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.274420] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.399207] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:24.509265] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:24.625526] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:24.733175] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:24.840022] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.950203] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:24.950359] [INFO ] [CONFIGURE ] BTE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:14:24.950401] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5220 tests
[2025-10-10T23:14:24.950436] [INFO ] [CONFIGURE ] BTE: Testing feature 8/29: add_macd
[2025-10-10T23:14:24.950467] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:14:25.095194] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:25.242870] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:25.393084] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:25.541963] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:25.692276] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:25.842137] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:25.993376] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:26.142809] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:26.303750] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:26.458032] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:26.458180] [INFO ] [CONFIGURE ] BTE: DISCARDED add_macd (score: 80.00%)
[2025-10-10T23:14:26.458248] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5219 tests
[2025-10-10T23:14:26.458287] [INFO ] [CONFIGURE ] BTE: Testing feature 9/29: add_mfi
[2025-10-10T23:14:26.458319] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_mfi']
[2025-10-10T23:14:26.579794] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:14:26.702639] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:26.825325] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:26.961021] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:27.105113] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:27.246754] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:27.373220] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:27.504321] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:27.633157] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:27.757533] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:27.757695] [INFO ] [CONFIGURE ] BTE: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:14:27.757758] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5218 tests
[2025-10-10T23:14:27.757796] [INFO ] [CONFIGURE ] BTE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:14:27.757827] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:14:27.891572] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:14:28.025785] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:28.188246] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:28.338761] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:28.485580] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:28.634205] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:28.782844] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:28.936196] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:29.132263] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:14:29.293632] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:29.293930] [INFO ] [CONFIGURE ] BTE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:14:29.293978] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5217 tests
[2025-10-10T23:14:29.294018] [INFO ] [CONFIGURE ] BTE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:14:29.294051] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_daily']
[2025-10-10T23:14:29.427209] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:14:29.547379] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:29.674302] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:29.807463] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:29.940540] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:14:30.072561] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:30.207761] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:30.357158] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:30.489415] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:30.616503] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:30.616755] [INFO ] [CONFIGURE ] BTE: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:14:30.616812] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5216 tests
[2025-10-10T23:14:30.616850] [INFO ] [CONFIGURE ] BTE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:14:30.616883] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval']
[2025-10-10T23:14:30.749378] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:30.876047] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.005330] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.136823] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.271958] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:31.404427] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:31.535105] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.670927] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:31.825304] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.955799] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:31.955958] [INFO ] [CONFIGURE ] BTE: KEPT add_obv_interval (score: 90.00%)
[2025-10-10T23:14:31.956004] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5215 tests
[2025-10-10T23:14:31.956040] [INFO ] [CONFIGURE ] BTE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:14:31.956072] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:14:32.093904] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:32.239623] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:32.379024] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:32.528139] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:32.685168] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:32.838599] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:33.042061] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:33.213659] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:33.378987] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:33.518637] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:33.518856] [INFO ] [CONFIGURE ] BTE: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:14:33.518918] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5214 tests
[2025-10-10T23:14:33.518958] [INFO ] [CONFIGURE ] BTE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:14:33.518990] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:14:33.647640] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:33.773466] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:33.899861] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:34.028007] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:34.158789] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:34.298384] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:34.433864] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:34.563686] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:34.697887] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:34.828774] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:34.828924] [INFO ] [CONFIGURE ] BTE: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-10T23:14:34.828986] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5213 tests
[2025-10-10T23:14:34.829044] [INFO ] [CONFIGURE ] BTE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:14:34.829077] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T23:14:34.938690] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.049308] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.159269] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.274398] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.386386] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:35.500354] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:35.612906] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:35.727100] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:35.841464] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.955778] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:35.955920] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:14:35.955964] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5212 tests
[2025-10-10T23:14:35.955998] [INFO ] [CONFIGURE ] BTE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:14:35.956027] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T23:14:36.075143] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:36.195407] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:36.318083] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:36.437912] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:36.558349] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:36.683017] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:36.804017] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:36.926820] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:37.047293] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.168476] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.168634] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-10T23:14:37.168748] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5211 tests
[2025-10-10T23:14:37.168807] [INFO ] [CONFIGURE ] BTE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:14:37.168841] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T23:14:37.293548] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.419430] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.542159] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.665799] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:37.789525] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:37.915507] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:38.068882] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:38.193982] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:38.324515] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:38.454044] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:38.454194] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-10T23:14:38.454237] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5210 tests
[2025-10-10T23:14:38.454272] [INFO ] [CONFIGURE ] BTE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:14:38.454303] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T23:14:38.571195] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:38.703451] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:38.838165] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:38.969714] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:39.115293] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:39.243289] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:39.375886] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:39.510034] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:39.640254] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:39.770818] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:39.770981] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-10T23:14:39.771024] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5209 tests
[2025-10-10T23:14:39.771060] [INFO ] [CONFIGURE ] BTE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:14:39.771092] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T23:14:39.898665] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.020523] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.143824] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.269426] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.383311] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:40.497596] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:40.609828] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.724241] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:40.836717] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.966086] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:40.966261] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T23:14:40.966322] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5208 tests
[2025-10-10T23:14:40.966359] [INFO ] [CONFIGURE ] BTE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:14:40.966389] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-10T23:14:41.117526] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:41.237944] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:41.362955] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:41.485390] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:41.607188] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:41.732910] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:41.855234] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:41.978543] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:42.102796] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.227353] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.227532] [INFO ] [CONFIGURE ] BTE: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:14:42.227576] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5207 tests
[2025-10-10T23:14:42.227611] [INFO ] [CONFIGURE ] BTE: Testing feature 21/29: add_range_position
[2025-10-10T23:14:42.227663] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-10T23:14:42.357144] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.486731] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.622672] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.753446] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:42.885606] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:43.017925] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:43.149323] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:43.281446] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:43.414205] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:43.547462] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:43.547620] [INFO ] [CONFIGURE ] BTE: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:14:43.547695] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5206 tests
[2025-10-10T23:14:43.547743] [INFO ] [CONFIGURE ] BTE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:14:43.547828] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-10T23:14:43.692310] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:43.841130] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:43.986790] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:44.165053] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:44.310973] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:44.457698] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:44.604587] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:44.756470] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:44.916781] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.072459] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.072689] [INFO ] [CONFIGURE ] BTE: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:14:45.072752] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5205 tests
[2025-10-10T23:14:45.072843] [INFO ] [CONFIGURE ] BTE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:14:45.072884] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-10T23:14:45.198748] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.330059] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.455244] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.582819] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:45.710634] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:45.843108] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:45.973277] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.103528] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:46.233631] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.364233] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.364417] [INFO ] [CONFIGURE ] BTE: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-10T23:14:46.364462] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5204 tests
[2025-10-10T23:14:46.364498] [INFO ] [CONFIGURE ] BTE: Testing feature 24/29: add_rsi
[2025-10-10T23:14:46.364530] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-10T23:14:46.510415] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.656458] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.829890] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:46.973224] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:47.121704] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:47.266735] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:47.411479] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:47.555927] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:47.700725] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:47.849610] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:47.849823] [INFO ] [CONFIGURE ] BTE: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:14:47.849873] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5203 tests
[2025-10-10T23:14:47.849908] [INFO ] [CONFIGURE ] BTE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:14:47.849939] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-10T23:14:47.968291] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:48.088238] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:48.207222] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:48.325852] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:48.445149] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:48.565508] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:48.686307] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:48.807533] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:48.934780] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.057380] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.057538] [INFO ] [CONFIGURE ] BTE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:14:49.057581] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5202 tests
[2025-10-10T23:14:49.057617] [INFO ] [CONFIGURE ] BTE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:14:49.057679] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-10T23:14:49.178557] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.300435] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.422801] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.547333] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:49.675513] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:49.803430] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:49.931337] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.058478] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:50.216258] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.346190] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.346352] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-10T23:14:50.346396] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5201 tests
[2025-10-10T23:14:50.346432] [INFO ] [CONFIGURE ] BTE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:14:50.346463] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-10T23:14:50.479315] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.612844] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.746880] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:50.883198] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:51.018573] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:14:51.153561] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:51.289558] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:51.423725] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:51.560458] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:51.698954] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:51.699156] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:14:51.699204] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5200 tests
[2025-10-10T23:14:51.699239] [INFO ] [CONFIGURE ] BTE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:14:51.699270] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-10T23:14:51.821372] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:51.946053] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:52.071003] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:52.193963] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:52.319134] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:52.444042] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:52.568473] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:14:52.690584] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:52.813475] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:52.943568] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:52.943808] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:14:52.943861] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5199 tests
[2025-10-10T23:14:52.943901] [INFO ] [CONFIGURE ] BTE: Testing feature 29/29: add_vwap
[2025-10-10T23:14:52.943933] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-10T23:14:53.070064] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:14:53.193313] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:14:53.335961] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:14:53.466317] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:14:53.595062] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:53.724793] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:53.852734] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:14:53.981485] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:54.110947] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:14:54.241511] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:14:54.241745] [INFO ] [CONFIGURE ] BTE: DISCARDED add_vwap (score: 90.00%)
[2025-10-10T23:14:54.241803] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5198 tests
[2025-10-10T23:14:54.241853] [INFO ] [CONFIGURE ] BTE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:14:54.241909] [INFO ] [CONFIGURE ] BTE: Best accuracy: 90.00%
[2025-10-10T23:14:54.241943] [INFO ] [CONFIGURE ] BTE: Best feature set (1 features): ['add_obv_interval']
[2025-10-10T23:14:54.241972] [INFO ] [CONFIGURE ] BTE: Improvement over baseline: 10.00%
[2025-10-10T23:14:54.241999] [INFO ] [CONFIGURE ] BTE: Total time: 38.1 seconds
[2025-10-10T23:14:54.242025] [INFO ] [CONFIGURE ] BTE: Average time per feature: 1.3 seconds
[2025-10-10T23:14:54.242052] [INFO ] [CONFIGURE ] BTE: Average speed: 0.76 features/sec
[2025-10-10T23:14:54.242504] [INFO ] [LOCAL     ] Saved configuration for BTE: 1 features, 90.00% accuracy -> ./output/feature-sets/BTE.json
[2025-10-10T23:14:54.242552] [INFO ] [CONFIGURE ] BTE: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-10T23:14:54.242601] [INFO ] [sig       ] [41/220] Successfully configured BTE | 0.02 sym/s | Total: 29.2m | ETA: 2.1h
[2025-10-10T23:14:54.242698] [INFO ] [sig       ] [42/220] Configuring BTU...
[2025-10-10T23:14:54.242768] [INFO ] [CONFIGURE ] BTU: Configurate test run.
[2025-10-10T23:14:54.242832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'.
[2025-10-10T23:14:54.256283] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTU'.
[2025-10-10T23:14:54.256619] [INFO ] [CONFIGURE ] BTU: Testing with 29 available features
[2025-10-10T23:14:54.256702] [INFO ] [CONFIGURE ] BTU: Establishing baseline with no features...
[2025-10-10T23:14:54.363458] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:54.470050] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:54.576754] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:14:54.683214] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:54.790467] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:54.897525] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.004458] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.117321] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.226771] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.340152] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:55.340298] [INFO ] [CONFIGURE ] BTU: Baseline score (no features): 80.00%
[2025-10-10T23:14:55.340341] [INFO ] [CONFIGURE ] BTU: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:14:55.340374] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:14:55.458820] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.585595] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:55.705211] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.825020] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:55.946270] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:56.067456] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:56.189265] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:56.311493] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:56.433543] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:56.556633] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:56.556827] [INFO ] [CONFIGURE ] BTU: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-10T23:14:56.556942] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5197 tests
[2025-10-10T23:14:56.557000] [INFO ] [CONFIGURE ] BTU: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:14:56.557033] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:14:56.682978] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:56.812075] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:56.942850] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.072479] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.201040] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.329441] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.458777] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.587307] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.717986] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:57.847700] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:57.847902] [INFO ] [CONFIGURE ] BTU: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-10T23:14:57.847947] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5196 tests
[2025-10-10T23:14:57.847980] [INFO ] [CONFIGURE ] BTU: Testing feature 3/29: add_daily_returns
[2025-10-10T23:14:57.848010] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_daily_returns']
[2025-10-10T23:14:57.956895] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.068166] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:58.180772] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.295810] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:14:58.408213] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.521684] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.637098] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.752638] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:14:58.880012] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:14:58.998632] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:14:58.998830] [INFO ] [CONFIGURE ] BTU: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:14:58.998876] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5195 tests
[2025-10-10T23:14:58.998912] [INFO ] [CONFIGURE ] BTU: Testing feature 4/29: add_ema
[2025-10-10T23:14:58.998944] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_ema']
[2025-10-10T23:14:59.131021] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:14:59.258218] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:14:59.383766] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:14:59.508745] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:14:59.635165] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:14:59.763179] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:14:59.895219] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:00.023494] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:00.157177] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:00.294280] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:00.294484] [INFO ] [CONFIGURE ] BTU: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:15:00.294529] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5194 tests
[2025-10-10T23:15:00.294569] [INFO ] [CONFIGURE ] BTU: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:15:00.294605] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:15:00.432542] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:00.574541] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:00.726182] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:00.872174] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:15:01.013420] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:01.221634] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:01.366568] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:01.513772] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:01.652240] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:01.794301] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:01.794524] [INFO ] [CONFIGURE ] BTU: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:15:01.794569] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5193 tests
[2025-10-10T23:15:01.794607] [INFO ] [CONFIGURE ] BTU: Testing feature 6/29: add_failed_moves
[2025-10-10T23:15:01.794662] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_failed_moves']
[2025-10-10T23:15:01.953167] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.080144] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:02.205638] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.359809] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.480968] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.601468] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.712204] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.826447] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:02.943264] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.064847] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:03.065071] [INFO ] [CONFIGURE ] BTU: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:15:03.065156] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5192 tests
[2025-10-10T23:15:03.065215] [INFO ] [CONFIGURE ] BTU: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:15:03.065277] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_lag_shelf']
[2025-10-10T23:15:03.177761] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.288082] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:03.400577] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.511444] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.622893] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.734124] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.846985] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:03.958679] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:04.071879] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:04.184520] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:04.184726] [INFO ] [CONFIGURE ] BTU: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:15:04.184781] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5191 tests
[2025-10-10T23:15:04.184817] [INFO ] [CONFIGURE ] BTU: Testing feature 8/29: add_macd
[2025-10-10T23:15:04.184848] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:15:04.331199] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:04.480675] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:04.629543] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:04.779539] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:04.956237] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.110677] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.270121] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.445092] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.600839] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.751104] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:05.751279] [INFO ] [CONFIGURE ] BTU: DISCARDED add_macd (score: 80.00%)
[2025-10-10T23:15:05.751325] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5190 tests
[2025-10-10T23:15:05.751363] [INFO ] [CONFIGURE ] BTU: Testing feature 9/29: add_mfi
[2025-10-10T23:15:05.751395] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_mfi']
[2025-10-10T23:15:05.870411] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:05.989319] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:06.108359] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.228682] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.348055] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.467573] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.587445] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.708039] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.828403] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:06.951583] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:06.951790] [INFO ] [CONFIGURE ] BTU: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:15:06.951841] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5189 tests
[2025-10-10T23:15:06.951877] [INFO ] [CONFIGURE ] BTU: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:15:06.951907] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:15:07.083561] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:07.215982] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:07.349030] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:07.515294] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:07.648500] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:07.782303] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:07.921102] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:08.056122] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:08.192843] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:08.330849] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:08.331009] [INFO ] [CONFIGURE ] BTU: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T23:15:08.331053] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5188 tests
[2025-10-10T23:15:08.331088] [INFO ] [CONFIGURE ] BTU: Testing feature 11/29: add_obv_daily
[2025-10-10T23:15:08.331121] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_obv_daily']
[2025-10-10T23:15:08.442048] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:08.556341] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:08.671457] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:08.785358] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:15:08.905481] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.023947] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.138298] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.251965] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.366042] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.482795] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:09.482962] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:15:09.483006] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5187 tests
[2025-10-10T23:15:09.483040] [INFO ] [CONFIGURE ] BTU: Testing feature 12/29: add_obv_interval
[2025-10-10T23:15:09.483069] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_obv_interval']
[2025-10-10T23:15:09.591820] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.702918] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:09.813871] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:09.925814] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.037779] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.149855] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.262635] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.376042] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.490225] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.611340] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:10.611520] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-10T23:15:10.611563] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5186 tests
[2025-10-10T23:15:10.611611] [INFO ] [CONFIGURE ] BTU: Testing feature 13/29: add_opening_strength
[2025-10-10T23:15:10.611699] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:15:10.751429] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:10.887793] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:15:11.028399] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.153007] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.284442] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.429803] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.549960] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.675637] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:15:11.799112] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:11.926472] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:11.926636] [INFO ] [CONFIGURE ] BTU: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:15:11.926716] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5185 tests
[2025-10-10T23:15:11.926757] [INFO ] [CONFIGURE ] BTU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:15:11.926787] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:15:12.052842] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:12.187813] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:12.317223] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:12.447985] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:15:12.581787] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:12.713012] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:12.849974] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:12.990617] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.128006] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.265539] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:13.265784] [INFO ] [CONFIGURE ] BTU: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:15:13.265848] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5184 tests
[2025-10-10T23:15:13.265887] [INFO ] [CONFIGURE ] BTU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:15:13.265919] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:15:13.387326] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.514242] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:13.626840] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.744301] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.857585] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:13.971376] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.091151] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.223396] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.343213] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.471141] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:14.471343] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:15:14.471391] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5183 tests
[2025-10-10T23:15:14.471426] [INFO ] [CONFIGURE ] BTU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:15:14.471458] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:15:14.584402] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.702461] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:14.820922] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:14.937673] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:15:15.053899] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.172379] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.295336] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.412238] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.531825] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.649719] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:15.649885] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:15:15.649929] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5182 tests
[2025-10-10T23:15:15.649963] [INFO ] [CONFIGURE ] BTU: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:15:15.649992] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:15:15.769533] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:15.891688] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:16.009346] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.131712] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.251605] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.370216] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.489433] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.608843] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:15:16.731470] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:16.853549] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:16.853728] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:15:16.853782] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5181 tests
[2025-10-10T23:15:16.853818] [INFO ] [CONFIGURE ] BTU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:15:16.853848] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:15:16.960405] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.066734] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:17.174678] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.283241] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.390451] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.521214] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.631096] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.740909] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.848383] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:17.956586] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:17.956761] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:15:17.956812] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5180 tests
[2025-10-10T23:15:17.956848] [INFO ] [CONFIGURE ] BTU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:15:17.956879] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:15:18.060130] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.164770] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:18.270272] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.376465] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.482292] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.588499] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.695782] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.802383] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:18.909777] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.024575] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:19.024764] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:15:19.024816] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5179 tests
[2025-10-10T23:15:19.024854] [INFO ] [CONFIGURE ] BTU: Testing feature 20/29: add_price_rejection
[2025-10-10T23:15:19.024886] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_price_rejection']
[2025-10-10T23:15:19.137416] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.250956] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:19.365334] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.479817] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.595825] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.710882] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:19.832275] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:15:19.951750] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:20.073516] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:20.195910] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:20.196100] [INFO ] [CONFIGURE ] BTU: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:15:20.196144] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5178 tests
[2025-10-10T23:15:20.196179] [INFO ] [CONFIGURE ] BTU: Testing feature 21/29: add_range_position
[2025-10-10T23:15:20.196210] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_range_position']
[2025-10-10T23:15:20.324503] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:20.455123] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:20.588696] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:20.725057] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:20.857231] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:15:20.983955] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:21.111243] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:15:21.239802] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:21.378946] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:21.514783] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:21.514937] [INFO ] [CONFIGURE ] BTU: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:15:21.514982] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5177 tests
[2025-10-10T23:15:21.515026] [INFO ] [CONFIGURE ] BTU: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:15:21.515093] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_realized_volatility']
[2025-10-10T23:15:21.656063] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:21.795207] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:21.941555] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.087557] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.238387] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.389160] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.541668] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.696581] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.846426] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:22.998765] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:22.998972] [INFO ] [CONFIGURE ] BTU: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:15:22.999018] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5176 tests
[2025-10-10T23:15:22.999055] [INFO ] [CONFIGURE ] BTU: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:15:22.999088] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_recent_range_context']
[2025-10-10T23:15:23.124147] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:23.244922] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:23.367952] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:23.495249] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:23.643002] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:23.766775] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:23.887091] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:24.012082] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:24.138852] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:24.261822] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:24.262020] [INFO ] [CONFIGURE ] BTU: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:15:24.262066] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5175 tests
[2025-10-10T23:15:24.262102] [INFO ] [CONFIGURE ] BTU: Testing feature 24/29: add_rsi
[2025-10-10T23:15:24.262133] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T23:15:24.404842] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:24.550446] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:24.721677] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:24.877806] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.067376] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.272760] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.459280] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.656028] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.837694] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:25.989261] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:25.989458] [INFO ] [CONFIGURE ] BTU: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:15:25.989505] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5174 tests
[2025-10-10T23:15:25.989544] [INFO ] [CONFIGURE ] BTU: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:15:25.989578] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_tick_distribution']
[2025-10-10T23:15:26.105348] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.220587] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:26.339367] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.455055] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.589064] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.706124] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.822140] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:26.935347] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.049221] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.161918] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:27.162067] [INFO ] [CONFIGURE ] BTU: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:15:27.162111] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5173 tests
[2025-10-10T23:15:27.162144] [INFO ] [CONFIGURE ] BTU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:15:27.162175] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T23:15:27.273430] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.385579] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:27.498791] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.613193] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.727306] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.842640] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:27.974968] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:28.099851] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:28.227895] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:28.341302] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:28.341427] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:15:28.341471] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5172 tests
[2025-10-10T23:15:28.341506] [INFO ] [CONFIGURE ] BTU: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:15:28.341536] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_volume_price_divergence']
[2025-10-10T23:15:28.457766] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:28.575357] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:28.696595] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:28.821602] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:15:28.951580] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.079435] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.208328] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.334011] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.461327] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.632724] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:29.632925] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:15:29.632970] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5171 tests
[2025-10-10T23:15:29.633026] [INFO ] [CONFIGURE ] BTU: Testing feature 28/29: add_volume_profile
[2025-10-10T23:15:29.633059] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_volume_profile']
[2025-10-10T23:15:29.758588] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:29.874155] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:29.992350] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.108048] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.225280] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.341824] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.457364] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.584133] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.708973] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:30.829740] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:30.829876] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:15:30.829918] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5170 tests
[2025-10-10T23:15:30.829951] [INFO ] [CONFIGURE ] BTU: Testing feature 29/29: add_vwap
[2025-10-10T23:15:30.829981] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_vwap']
[2025-10-10T23:15:30.947391] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.067579] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:15:31.190471] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.313673] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.437895] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.559258] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.680339] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.803724] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:15:31.930429] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:32.052636] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:32.052814] [INFO ] [CONFIGURE ] BTU: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:15:32.052860] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5169 tests
[2025-10-10T23:15:32.052894] [INFO ] [CONFIGURE ] BTU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:15:32.052922] [INFO ] [CONFIGURE ] BTU: Best accuracy: 80.00%
[2025-10-10T23:15:32.052949] [INFO ] [CONFIGURE ] BTU: Best feature set (0 features): []
[2025-10-10T23:15:32.052975] [INFO ] [CONFIGURE ] BTU: Improvement over baseline: 0.00%
[2025-10-10T23:15:32.053001] [INFO ] [CONFIGURE ] BTU: Total time: 36.7 seconds
[2025-10-10T23:15:32.053027] [INFO ] [CONFIGURE ] BTU: Average time per feature: 1.3 seconds
[2025-10-10T23:15:32.053054] [INFO ] [CONFIGURE ] BTU: Average speed: 0.79 features/sec
[2025-10-10T23:15:32.053360] [INFO ] [LOCAL     ] Saved configuration for BTU: 0 features, 80.00% accuracy -> ./output/feature-sets/BTU.json
[2025-10-10T23:15:32.053407] [INFO ] [CONFIGURE ] BTU: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-10T23:15:32.053443] [INFO ] [sig       ] [42/220] Successfully configured BTU | 0.02 sym/s | Total: 29.8m | ETA: 2.1h
[2025-10-10T23:15:32.053475] [INFO ] [sig       ] [43/220] Configuring BWG...
[2025-10-10T23:15:32.053511] [INFO ] [CONFIGURE ] BWG: Configurate test run.
[2025-10-10T23:15:32.053541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-10-10T23:15:32.064177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWG'.
[2025-10-10T23:15:32.064579] [INFO ] [CONFIGURE ] BWG: Testing with 29 available features
[2025-10-10T23:15:32.064634] [INFO ] [CONFIGURE ] BWG: Establishing baseline with no features...
[2025-10-10T23:15:32.176075] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:32.284675] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:32.392349] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:32.506481] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:32.654461] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:32.772349] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:32.895522] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:15:33.007156] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:15:33.120909] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:15:33.233780] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:33.233938] [INFO ] [CONFIGURE ] BWG: Baseline score (no features): 50.00%
[2025-10-10T23:15:33.233981] [INFO ] [CONFIGURE ] BWG: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:15:33.234014] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:15:33.351817] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:33.471094] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:15:33.590347] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:15:33.713422] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:33.834178] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:33.954943] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:34.079234] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:34.202118] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:15:34.329765] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:34.449812] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:34.449962] [INFO ] [CONFIGURE ] BWG: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:15:34.450006] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5168 tests
[2025-10-10T23:15:34.450040] [INFO ] [CONFIGURE ] BWG: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:15:34.450070] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:15:34.590321] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:34.714927] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:34.839270] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:34.966097] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:35.097081] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:35.224881] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:35.354397] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:35.483500] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:35.622733] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:35.754064] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:35.754201] [INFO ] [CONFIGURE ] BWG: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:15:35.754244] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5167 tests
[2025-10-10T23:15:35.754278] [INFO ] [CONFIGURE ] BWG: Testing feature 3/29: add_daily_returns
[2025-10-10T23:15:35.754308] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:15:35.887451] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:36.018616] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:36.156116] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:36.289324] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:36.422268] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:36.559691] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:36.688176] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:36.817339] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:36.947017] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:37.078631] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:37.078823] [INFO ] [CONFIGURE ] BWG: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:15:37.078871] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5166 tests
[2025-10-10T23:15:37.078926] [INFO ] [CONFIGURE ] BWG: Testing feature 4/29: add_ema
[2025-10-10T23:15:37.078981] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:15:37.217903] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:37.356584] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:37.497033] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:37.637333] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:37.781331] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:37.923238] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:38.067899] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:38.222507] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:38.398055] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:38.586167] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:38.586421] [INFO ] [CONFIGURE ] BWG: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:15:38.586472] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5165 tests
[2025-10-10T23:15:38.586510] [INFO ] [CONFIGURE ] BWG: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:15:38.586543] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:15:38.748861] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:38.902327] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:39.067964] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:39.237508] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:39.411209] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:39.575483] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:39.733617] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:39.886106] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:40.039321] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:40.192923] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:40.193097] [INFO ] [CONFIGURE ] BWG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:15:40.193142] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5164 tests
[2025-10-10T23:15:40.193177] [INFO ] [CONFIGURE ] BWG: Testing feature 6/29: add_failed_moves
[2025-10-10T23:15:40.193209] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:15:40.324690] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:40.450810] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:40.586884] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:40.726102] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:40.858522] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:40.991203] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:41.124784] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:41.258845] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:41.395093] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:41.537573] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:41.537786] [INFO ] [CONFIGURE ] BWG: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:15:41.537862] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5163 tests
[2025-10-10T23:15:41.537908] [INFO ] [CONFIGURE ] BWG: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:15:41.537944] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:15:41.661596] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:41.785433] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:41.913294] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:42.037976] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:42.164298] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:42.290535] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:42.418909] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:42.552377] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:42.681026] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:42.810690] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:42.810877] [INFO ] [CONFIGURE ] BWG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:15:42.810919] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5162 tests
[2025-10-10T23:15:42.810977] [INFO ] [CONFIGURE ] BWG: Testing feature 8/29: add_macd
[2025-10-10T23:15:42.811033] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:15:42.973238] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:43.147312] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:43.314782] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:43.480869] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:43.646551] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:15:43.811956] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:43.973132] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:44.151020] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:44.329404] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:44.501763] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:44.501949] [INFO ] [CONFIGURE ] BWG: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:15:44.501996] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5161 tests
[2025-10-10T23:15:44.502043] [INFO ] [CONFIGURE ] BWG: Testing feature 9/29: add_mfi
[2025-10-10T23:15:44.502075] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:15:44.647667] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:44.797783] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:44.946634] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:45.089457] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:45.232738] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:45.374336] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:45.523999] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:45.672625] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:45.823580] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:45.977274] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:45.977474] [INFO ] [CONFIGURE ] BWG: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:15:45.977520] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5160 tests
[2025-10-10T23:15:45.977556] [INFO ] [CONFIGURE ] BWG: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:15:45.977590] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:15:46.140256] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:46.303055] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:46.468549] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:46.629603] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:46.790166] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:46.959562] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:47.148664] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:47.333986] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:47.508340] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:47.666812] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:47.667008] [INFO ] [CONFIGURE ] BWG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:15:47.667076] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5159 tests
[2025-10-10T23:15:47.667119] [INFO ] [CONFIGURE ] BWG: Testing feature 11/29: add_obv_daily
[2025-10-10T23:15:47.667150] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:15:47.813558] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:47.945789] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:48.075036] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:48.206129] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:48.338263] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:48.473186] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:48.607519] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:48.747319] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:48.880621] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:49.023091] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:49.023312] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:15:49.023361] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5158 tests
[2025-10-10T23:15:49.023402] [INFO ] [CONFIGURE ] BWG: Testing feature 12/29: add_obv_interval
[2025-10-10T23:15:49.023436] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:15:49.151935] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:49.282572] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:15:49.412720] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:49.546963] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:15:49.683395] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:49.815058] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:49.948153] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:50.082614] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:15:50.213497] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:50.348840] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:50.349007] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:15:50.349075] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5157 tests
[2025-10-10T23:15:50.349111] [INFO ] [CONFIGURE ] BWG: Testing feature 13/29: add_opening_strength
[2025-10-10T23:15:50.349142] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:15:50.487929] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:50.626219] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:50.764086] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:50.902842] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:51.041613] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:51.181408] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:51.321713] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:51.469727] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:51.612193] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:51.754149] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:51.754319] [INFO ] [CONFIGURE ] BWG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:15:51.754362] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5156 tests
[2025-10-10T23:15:51.754397] [INFO ] [CONFIGURE ] BWG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:15:51.754429] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:15:51.895434] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:52.035477] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:52.175670] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:52.317284] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:52.469123] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:52.624201] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:52.770211] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:52.916335] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:53.059393] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:53.205491] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:53.205709] [INFO ] [CONFIGURE ] BWG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:15:53.205772] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5155 tests
[2025-10-10T23:15:53.205809] [INFO ] [CONFIGURE ] BWG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:15:53.205840] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:15:53.329204] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:53.457421] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:53.581223] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:53.708988] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:53.862994] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:53.989836] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:54.118778] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:54.248932] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:54.380494] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:54.510144] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:54.510313] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:15:54.510356] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5154 tests
[2025-10-10T23:15:54.510390] [INFO ] [CONFIGURE ] BWG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:15:54.510422] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:15:54.641524] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:54.777499] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:54.910158] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:15:55.041896] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:55.174416] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:55.323668] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:55.473870] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:55.624528] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:55.766365] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:55.907900] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:55.908070] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:15:55.908114] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5153 tests
[2025-10-10T23:15:55.908148] [INFO ] [CONFIGURE ] BWG: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:15:55.908179] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:15:56.044219] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:56.184382] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:56.320286] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:56.456337] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:56.593197] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:56.735007] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:56.903273] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:57.041080] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:57.185730] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:57.324623] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:57.324835] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:15:57.324887] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5152 tests
[2025-10-10T23:15:57.324922] [INFO ] [CONFIGURE ] BWG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:15:57.324952] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:15:57.447894] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:57.571188] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:57.695476] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:57.820496] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:57.946036] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:58.080551] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:58.208086] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:58.340252] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:58.469125] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:58.597003] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:58.597166] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:15:58.597209] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5151 tests
[2025-10-10T23:15:58.597242] [INFO ] [CONFIGURE ] BWG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:15:58.597273] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:15:58.721278] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:15:58.846510] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:15:58.977284] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:15:59.120294] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:15:59.255056] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:15:59.381526] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:15:59.510089] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:15:59.636176] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:15:59.771718] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:15:59.948070] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:15:59.948262] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:15:59.948336] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5150 tests
[2025-10-10T23:15:59.948402] [INFO ] [CONFIGURE ] BWG: Testing feature 20/29: add_price_rejection
[2025-10-10T23:15:59.948524] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:16:00.090419] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:00.231874] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:00.372313] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:00.513467] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:00.664271] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:00.808155] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:00.958783] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:01.102918] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:01.246830] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:01.414684] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:01.414897] [INFO ] [CONFIGURE ] BWG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:16:01.414950] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5149 tests
[2025-10-10T23:16:01.414991] [INFO ] [CONFIGURE ] BWG: Testing feature 21/29: add_range_position
[2025-10-10T23:16:01.415023] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-10T23:16:01.580100] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:01.731421] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:01.881078] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:02.052778] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:02.208926] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:02.370332] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:02.527199] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:02.680176] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:02.847463] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:03.018212] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:03.018401] [INFO ] [CONFIGURE ] BWG: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:16:03.018448] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5148 tests
[2025-10-10T23:16:03.018484] [INFO ] [CONFIGURE ] BWG: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:16:03.018516] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:16:03.187537] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:03.356146] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:03.534197] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:03.713005] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:03.891036] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:04.068216] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:04.231339] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:04.381432] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:04.550517] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:04.728985] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:04.729162] [INFO ] [CONFIGURE ] BWG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:16:04.729206] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5147 tests
[2025-10-10T23:16:04.729242] [INFO ] [CONFIGURE ] BWG: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:16:04.729273] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:16:04.873496] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:05.007439] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:05.142844] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:05.285878] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:05.425830] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:05.575448] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:05.737317] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:05.881811] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:06.028414] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:06.177843] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:06.178055] [INFO ] [CONFIGURE ] BWG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:16:06.178103] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5146 tests
[2025-10-10T23:16:06.178137] [INFO ] [CONFIGURE ] BWG: Testing feature 24/29: add_rsi
[2025-10-10T23:16:06.178168] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:16:06.342138] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:06.511064] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:06.668395] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:06.825409] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:06.983959] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:07.145626] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:07.305944] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:07.470666] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:07.631043] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:07.792795] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:07.793025] [INFO ] [CONFIGURE ] BWG: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:16:07.793073] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5145 tests
[2025-10-10T23:16:07.793111] [INFO ] [CONFIGURE ] BWG: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:16:07.793143] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-10T23:16:07.929761] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:08.062150] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:08.194250] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:08.328462] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:08.464578] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:08.598107] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:08.737298] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:08.875104] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:09.036398] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:09.175577] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:09.175847] [INFO ] [CONFIGURE ] BWG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:16:09.175908] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5144 tests
[2025-10-10T23:16:09.175947] [INFO ] [CONFIGURE ] BWG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:16:09.175979] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-10T23:16:09.313786] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:09.446081] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:09.579288] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:09.710392] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:09.843298] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:09.979496] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:10.125434] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:10.275828] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:10.410087] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:10.545890] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:10.546051] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T23:16:10.546094] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5143 tests
[2025-10-10T23:16:10.546129] [INFO ] [CONFIGURE ] BWG: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:16:10.546160] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-10T23:16:10.682384] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:10.821084] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:10.961302] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:11.102810] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:11.243876] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:11.393060] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:11.534733] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:11.678563] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:11.822384] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:11.969070] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:11.969302] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:16:11.969354] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5142 tests
[2025-10-10T23:16:11.969391] [INFO ] [CONFIGURE ] BWG: Testing feature 28/29: add_volume_profile
[2025-10-10T23:16:11.969423] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-10T23:16:12.101839] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:12.238173] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:12.368725] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:12.499315] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:12.628993] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:12.759277] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:12.891678] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:13.024259] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:13.157882] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:13.291983] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:13.292102] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:16:13.292144] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5141 tests
[2025-10-10T23:16:13.292179] [INFO ] [CONFIGURE ] BWG: Testing feature 29/29: add_vwap
[2025-10-10T23:16:13.292209] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-10T23:16:13.424544] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:13.558778] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:13.692057] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:13.827274] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:13.961348] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:16:14.103957] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:14.240160] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:14.375606] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:14.510089] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:16:14.644443] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:14.644585] [INFO ] [CONFIGURE ] BWG: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:16:14.644672] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5140 tests
[2025-10-10T23:16:14.644740] [INFO ] [CONFIGURE ] BWG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:16:14.644795] [INFO ] [CONFIGURE ] BWG: Best accuracy: 60.00%
[2025-10-10T23:16:14.644830] [INFO ] [CONFIGURE ] BWG: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-10T23:16:14.644859] [INFO ] [CONFIGURE ] BWG: Improvement over baseline: 10.00%
[2025-10-10T23:16:14.644885] [INFO ] [CONFIGURE ] BWG: Total time: 41.4 seconds
[2025-10-10T23:16:14.644911] [INFO ] [CONFIGURE ] BWG: Average time per feature: 1.4 seconds
[2025-10-10T23:16:14.644938] [INFO ] [CONFIGURE ] BWG: Average speed: 0.70 features/sec
[2025-10-10T23:16:14.645530] [INFO ] [LOCAL     ] Saved configuration for BWG: 1 features, 60.00% accuracy -> ./output/feature-sets/BWG.json
[2025-10-10T23:16:14.645585] [INFO ] [CONFIGURE ] BWG: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T23:16:14.645635] [INFO ] [sig       ] [43/220] Successfully configured BWG | 0.02 sym/s | Total: 30.5m | ETA: 2.1h
[2025-10-10T23:16:14.645731] [INFO ] [sig       ] [44/220] Configuring BXP...
[2025-10-10T23:16:14.645800] [INFO ] [CONFIGURE ] BXP: Configurate test run.
[2025-10-10T23:16:14.645872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-10-10T23:16:14.661401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXP'.
[2025-10-10T23:16:14.661936] [INFO ] [CONFIGURE ] BXP: Testing with 29 available features
[2025-10-10T23:16:14.661994] [INFO ] [CONFIGURE ] BXP: Establishing baseline with no features...
[2025-10-10T23:16:14.765717] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:14.867447] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:14.967931] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:15.079417] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:15.182766] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:15.283173] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:15.388262] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:15.492164] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:15.599738] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:15.717846] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:15.718021] [INFO ] [CONFIGURE ] BXP: Baseline score (no features): 80.00%
[2025-10-10T23:16:15.718097] [INFO ] [CONFIGURE ] BXP: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:16:15.718173] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:16:15.847737] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:15.980417] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:16.113039] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:16.230159] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:16.348228] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:16.463764] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:16.580180] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:16.697604] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:16.817131] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:16.937213] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:16.937350] [INFO ] [CONFIGURE ] BXP: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-10T23:16:16.937392] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5139 tests
[2025-10-10T23:16:16.937426] [INFO ] [CONFIGURE ] BXP: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:16:16.937456] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:16:17.060827] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:17.191339] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:17.330066] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:17.497295] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:17.681920] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:17.866807] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:18.065709] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:18.212596] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:18.340977] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:18.459948] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:18.460116] [INFO ] [CONFIGURE ] BXP: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-10T23:16:18.460173] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.4s/test | Remaining: 5138 tests
[2025-10-10T23:16:18.460210] [INFO ] [CONFIGURE ] BXP: Testing feature 3/29: add_daily_returns
[2025-10-10T23:16:18.460241] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns']
[2025-10-10T23:16:18.575173] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:18.682051] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:18.788051] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:18.895539] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:19.004674] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:19.115525] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:19.224989] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:19.343163] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:19.451716] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:19.561888] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:19.562057] [INFO ] [CONFIGURE ] BXP: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:16:19.562102] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5137 tests
[2025-10-10T23:16:19.562136] [INFO ] [CONFIGURE ] BXP: Testing feature 4/29: add_ema
[2025-10-10T23:16:19.562166] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_ema']
[2025-10-10T23:16:19.681926] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:19.806181] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:19.934477] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:20.056128] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:20.183545] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:20.305371] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:20.428009] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:20.552517] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:20.676905] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:20.801137] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:20.801302] [INFO ] [CONFIGURE ] BXP: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:16:20.801347] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5136 tests
[2025-10-10T23:16:20.801384] [INFO ] [CONFIGURE ] BXP: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:16:20.801415] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:16:20.928128] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:21.056098] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:21.185303] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:21.312281] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:21.439830] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:21.566948] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:21.696022] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:21.825479] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:21.956242] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:22.086745] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:22.086892] [INFO ] [CONFIGURE ] BXP: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:16:22.086958] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5135 tests
[2025-10-10T23:16:22.087010] [INFO ] [CONFIGURE ] BXP: Testing feature 6/29: add_failed_moves
[2025-10-10T23:16:22.087043] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_failed_moves']
[2025-10-10T23:16:22.194772] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:22.302113] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:22.410283] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:22.521065] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:22.629182] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:22.737579] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:22.851553] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:22.961154] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:23.073445] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:23.186615] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:23.186785] [INFO ] [CONFIGURE ] BXP: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:16:23.186838] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5134 tests
[2025-10-10T23:16:23.186872] [INFO ] [CONFIGURE ] BXP: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:16:23.186903] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_lag_shelf']
[2025-10-10T23:16:23.287409] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:23.390454] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:23.491792] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:23.594356] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:23.705264] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:23.811557] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:23.924227] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:24.035588] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:24.172872] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:24.275558] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:24.275717] [INFO ] [CONFIGURE ] BXP: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:16:24.275771] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5133 tests
[2025-10-10T23:16:24.275807] [INFO ] [CONFIGURE ] BXP: Testing feature 8/29: add_macd
[2025-10-10T23:16:24.275838] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:16:24.415241] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:24.552746] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:24.694593] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:24.833947] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:24.976999] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:25.119800] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:25.262438] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:25.406915] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:25.555436] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:25.704464] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:25.704620] [INFO ] [CONFIGURE ] BXP: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:16:25.704695] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5132 tests
[2025-10-10T23:16:25.704744] [INFO ] [CONFIGURE ] BXP: Testing feature 9/29: add_mfi
[2025-10-10T23:16:25.704776] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_mfi']
[2025-10-10T23:16:25.822328] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:25.939815] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.057760] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:26.176772] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.291969] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:26.406931] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.528136] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.652482] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.771145] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:26.895018] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:26.895216] [INFO ] [CONFIGURE ] BXP: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:16:26.895277] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5131 tests
[2025-10-10T23:16:26.895335] [INFO ] [CONFIGURE ] BXP: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:16:26.895369] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:16:27.028746] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:27.164354] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:27.298049] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:27.432090] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:27.565941] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:27.699948] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:27.832617] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:27.967484] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:28.101953] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:28.237368] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:28.237513] [INFO ] [CONFIGURE ] BXP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:16:28.237557] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5130 tests
[2025-10-10T23:16:28.237591] [INFO ] [CONFIGURE ] BXP: Testing feature 11/29: add_obv_daily
[2025-10-10T23:16:28.237621] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_obv_daily']
[2025-10-10T23:16:28.346487] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:28.458952] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:28.567659] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:28.677324] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:28.786611] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:28.895882] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:29.008016] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:29.120712] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:29.232208] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:29.345054] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:29.345219] [INFO ] [CONFIGURE ] BXP: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:16:29.345265] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5129 tests
[2025-10-10T23:16:29.345299] [INFO ] [CONFIGURE ] BXP: Testing feature 12/29: add_obv_interval
[2025-10-10T23:16:29.345329] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_obv_interval']
[2025-10-10T23:16:29.452806] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:29.560974] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:29.669551] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:29.780093] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:29.889226] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:29.999373] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:30.110117] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:30.219881] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:30.340871] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:30.451453] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:30.451579] [INFO ] [CONFIGURE ] BXP: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:16:30.451622] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5128 tests
[2025-10-10T23:16:30.451697] [INFO ] [CONFIGURE ] BXP: Testing feature 13/29: add_opening_strength
[2025-10-10T23:16:30.451743] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:16:30.571032] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:30.688195] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:30.804768] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:30.927560] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:31.046157] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:31.164613] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:31.284487] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:31.406527] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:31.527626] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:31.647361] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:31.647506] [INFO ] [CONFIGURE ] BXP: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:16:31.647551] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5127 tests
[2025-10-10T23:16:31.647584] [INFO ] [CONFIGURE ] BXP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:16:31.647613] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:16:31.767276] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:31.890138] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.012685] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:32.140826] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.264085] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:32.386226] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.509042] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.631719] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.755508] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:32.877557] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:32.877760] [INFO ] [CONFIGURE ] BXP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:16:32.877812] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5126 tests
[2025-10-10T23:16:32.877848] [INFO ] [CONFIGURE ] BXP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:16:32.877878] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:16:32.979052] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:33.080254] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:33.180597] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:33.280991] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:33.382485] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:33.489364] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:33.597635] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:33.707263] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:33.814360] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:33.923297] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:33.923462] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:16:33.923506] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5125 tests
[2025-10-10T23:16:33.923539] [INFO ] [CONFIGURE ] BXP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:16:33.923622] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:16:34.043994] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:34.157141] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:34.269968] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:34.387896] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:34.505717] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:34.623530] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:34.742877] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:34.860800] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:34.977699] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:35.095376] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:35.095583] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:16:35.095680] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5124 tests
[2025-10-10T23:16:35.095738] [INFO ] [CONFIGURE ] BXP: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:16:35.095773] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:16:35.216828] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:35.338351] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:35.457573] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:35.579088] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:35.703414] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:35.824488] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:35.951504] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:36.078364] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:36.203057] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:36.326344] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:36.326543] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:16:36.326589] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5123 tests
[2025-10-10T23:16:36.326624] [INFO ] [CONFIGURE ] BXP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:16:36.326691] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:16:36.433545] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:36.541483] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:36.649537] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:36.763661] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:36.872911] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:36.979895] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.085435] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.194758] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.303934] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.413132] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:37.413284] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:16:37.413327] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5122 tests
[2025-10-10T23:16:37.413360] [INFO ] [CONFIGURE ] BXP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:16:37.413390] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:16:37.520190] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:37.626203] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.742989] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:37.854410] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:37.963346] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:38.071335] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:38.179540] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:38.286241] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:38.395268] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:38.503401] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:38.503572] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:16:38.503615] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5121 tests
[2025-10-10T23:16:38.503679] [INFO ] [CONFIGURE ] BXP: Testing feature 20/29: add_price_rejection
[2025-10-10T23:16:38.503730] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_price_rejection']
[2025-10-10T23:16:38.617730] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:38.733205] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:38.847708] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:38.961455] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:39.077231] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:39.195260] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:39.317360] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:39.441079] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:39.563771] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:39.682166] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:39.682317] [INFO ] [CONFIGURE ] BXP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:16:39.682360] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5120 tests
[2025-10-10T23:16:39.682394] [INFO ] [CONFIGURE ] BXP: Testing feature 21/29: add_range_position
[2025-10-10T23:16:39.682423] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_range_position']
[2025-10-10T23:16:39.804551] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:39.932460] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:16:40.056864] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:40.181156] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:40.305393] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:40.429538] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:40.554817] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:40.680357] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:40.806343] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:40.934899] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:40.935057] [INFO ] [CONFIGURE ] BXP: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:16:40.935100] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5119 tests
[2025-10-10T23:16:40.935134] [INFO ] [CONFIGURE ] BXP: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:16:40.935164] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_realized_volatility']
[2025-10-10T23:16:41.074265] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:41.215169] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:41.356890] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:41.502974] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:41.643867] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:41.808792] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:41.972306] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:42.139924] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:42.304910] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:42.480380] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:42.480605] [INFO ] [CONFIGURE ] BXP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:16:42.480693] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5118 tests
[2025-10-10T23:16:42.480745] [INFO ] [CONFIGURE ] BXP: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:16:42.480781] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_recent_range_context']
[2025-10-10T23:16:42.599127] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:42.713573] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:42.826266] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:42.937135] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:43.049523] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:43.162022] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:43.276108] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:43.393824] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:43.507963] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:43.623101] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:43.623255] [INFO ] [CONFIGURE ] BXP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:16:43.623298] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5117 tests
[2025-10-10T23:16:43.623393] [INFO ] [CONFIGURE ] BXP: Testing feature 24/29: add_rsi
[2025-10-10T23:16:43.623445] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T23:16:43.753984] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:43.885416] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:44.015803] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:44.147671] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:44.279106] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:44.412087] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:44.547186] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:44.682498] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:44.818172] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:44.954596] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:44.954776] [INFO ] [CONFIGURE ] BXP: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:16:44.954833] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5116 tests
[2025-10-10T23:16:44.954869] [INFO ] [CONFIGURE ] BXP: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:16:44.954900] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_tick_distribution']
[2025-10-10T23:16:45.081278] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:45.201394] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:45.314126] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:45.426580] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:45.544009] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:45.684015] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:45.798168] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:45.913315] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:46.027936] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:46.143186] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:46.143327] [INFO ] [CONFIGURE ] BXP: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:16:46.143369] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5115 tests
[2025-10-10T23:16:46.143402] [INFO ] [CONFIGURE ] BXP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:16:46.143432] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-10T23:16:46.257834] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:46.371195] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:46.485898] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:46.606890] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:46.718832] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:46.830254] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:46.943400] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:47.061677] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:47.178205] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:47.294119] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:47.294290] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:16:47.294351] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5114 tests
[2025-10-10T23:16:47.294389] [INFO ] [CONFIGURE ] BXP: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:16:47.294420] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_volume_price_divergence']
[2025-10-10T23:16:47.413326] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:47.532419] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:47.652851] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:47.773147] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:47.894756] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:48.015943] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:48.138401] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:48.260870] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:48.385070] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:48.509542] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:48.509726] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:16:48.509782] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5113 tests
[2025-10-10T23:16:48.509820] [INFO ] [CONFIGURE ] BXP: Testing feature 28/29: add_volume_profile
[2025-10-10T23:16:48.509852] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_volume_profile']
[2025-10-10T23:16:48.621518] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:16:48.738506] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:48.852571] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:48.974089] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:16:49.091458] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:49.207979] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:16:49.325181] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:49.443329] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:49.559064] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:49.674486] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:49.674628] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:16:49.674706] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5112 tests
[2025-10-10T23:16:49.674752] [INFO ] [CONFIGURE ] BXP: Testing feature 29/29: add_vwap
[2025-10-10T23:16:49.674783] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_vwap']
[2025-10-10T23:16:49.790747] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:49.909036] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:16:50.028453] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:50.146733] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:16:50.262853] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:50.389385] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:50.515288] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:50.634441] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:16:50.762751] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:50.883363] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:50.883542] [INFO ] [CONFIGURE ] BXP: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:16:50.883586] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5111 tests
[2025-10-10T23:16:50.883676] [INFO ] [CONFIGURE ] BXP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:16:50.883735] [INFO ] [CONFIGURE ] BXP: Best accuracy: 80.00%
[2025-10-10T23:16:50.883770] [INFO ] [CONFIGURE ] BXP: Best feature set (0 features): []
[2025-10-10T23:16:50.883804] [INFO ] [CONFIGURE ] BXP: Improvement over baseline: 0.00%
[2025-10-10T23:16:50.883830] [INFO ] [CONFIGURE ] BXP: Total time: 35.2 seconds
[2025-10-10T23:16:50.883856] [INFO ] [CONFIGURE ] BXP: Average time per feature: 1.2 seconds
[2025-10-10T23:16:50.883884] [INFO ] [CONFIGURE ] BXP: Average speed: 0.82 features/sec
[2025-10-10T23:16:50.884549] [INFO ] [LOCAL     ] Saved configuration for BXP: 0 features, 80.00% accuracy -> ./output/feature-sets/BXP.json
[2025-10-10T23:16:50.884606] [INFO ] [CONFIGURE ] BXP: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-10T23:16:50.884686] [INFO ] [sig       ] [44/220] Successfully configured BXP | 0.02 sym/s | Total: 31.1m | ETA: 2.1h
[2025-10-10T23:16:50.884763] [INFO ] [sig       ] [45/220] Configuring CAF...
[2025-10-10T23:16:50.884832] [INFO ] [CONFIGURE ] CAF: Configurate test run.
[2025-10-10T23:16:50.884898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-10-10T23:16:50.901139] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAF'.
[2025-10-10T23:16:50.901564] [INFO ] [CONFIGURE ] CAF: Testing with 29 available features
[2025-10-10T23:16:50.901621] [INFO ] [CONFIGURE ] CAF: Establishing baseline with no features...
[2025-10-10T23:16:51.008761] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:51.116421] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:51.221738] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:51.326883] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:51.429901] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:51.535785] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:51.639880] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:51.745676] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:51.851480] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:51.956561] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:51.956746] [INFO ] [CONFIGURE ] CAF: Baseline score (no features): 50.00%
[2025-10-10T23:16:51.956801] [INFO ] [CONFIGURE ] CAF: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:16:51.956883] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:16:52.071134] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:52.190830] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:16:52.311627] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:52.430745] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:52.548770] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:52.671703] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:52.791707] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:52.910594] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:53.030040] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:16:53.149117] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:53.149266] [INFO ] [CONFIGURE ] CAF: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:16:53.149307] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5110 tests
[2025-10-10T23:16:53.149341] [INFO ] [CONFIGURE ] CAF: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:16:53.149371] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:16:53.268867] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:53.389900] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:53.557217] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:53.702126] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:53.832135] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:53.963233] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:54.099899] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:54.231076] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:54.361765] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:54.490359] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:54.490522] [INFO ] [CONFIGURE ] CAF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:16:54.490569] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5109 tests
[2025-10-10T23:16:54.490613] [INFO ] [CONFIGURE ] CAF: Testing feature 3/29: add_daily_returns
[2025-10-10T23:16:54.490693] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_daily_returns']
[2025-10-10T23:16:54.596744] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:54.705153] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:54.812456] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:54.920149] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:55.027130] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:55.138558] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:55.246280] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:55.355365] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:55.464828] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:55.572960] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:55.573104] [INFO ] [CONFIGURE ] CAF: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:16:55.573147] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5108 tests
[2025-10-10T23:16:55.573181] [INFO ] [CONFIGURE ] CAF: Testing feature 4/29: add_ema
[2025-10-10T23:16:55.573211] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema']
[2025-10-10T23:16:55.692330] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:55.812894] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:55.939203] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:56.060768] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:56.182193] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:56.305428] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:56.432495] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:56.555172] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:56.676886] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:56.800665] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:56.800872] [INFO ] [CONFIGURE ] CAF: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:16:56.800917] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5107 tests
[2025-10-10T23:16:56.800952] [INFO ] [CONFIGURE ] CAF: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:16:56.800982] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:16:56.935546] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:57.070505] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:57.205430] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:16:57.342157] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:57.476807] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:57.613495] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:57.757579] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:16:57.894746] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:58.034325] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:58.174261] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:16:58.174465] [INFO ] [CONFIGURE ] CAF: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:16:58.174508] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5106 tests
[2025-10-10T23:16:58.174542] [INFO ] [CONFIGURE ] CAF: Testing feature 6/29: add_failed_moves
[2025-10-10T23:16:58.174573] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_failed_moves']
[2025-10-10T23:16:58.293354] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:58.413933] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:58.535244] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:58.654856] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:58.773119] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:16:58.891894] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:16:59.013777] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:16:59.145878] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:16:59.275192] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:16:59.397834] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:16:59.398012] [INFO ] [CONFIGURE ] CAF: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:16:59.398079] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5105 tests
[2025-10-10T23:16:59.398158] [INFO ] [CONFIGURE ] CAF: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:16:59.398214] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_lag_shelf']
[2025-10-10T23:16:59.504143] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:16:59.612705] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:16:59.721610] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:16:59.829979] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:16:59.943044] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:00.052902] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:00.171948] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:00.284102] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:00.397410] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:00.508118] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:00.508254] [INFO ] [CONFIGURE ] CAF: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:17:00.508296] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5104 tests
[2025-10-10T23:17:00.508329] [INFO ] [CONFIGURE ] CAF: Testing feature 8/29: add_macd
[2025-10-10T23:17:00.508359] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:17:00.654461] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:00.849899] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:01.005126] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:01.170581] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:01.328302] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:01.491476] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:01.662829] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:01.816108] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:01.970893] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:02.119470] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:02.119673] [INFO ] [CONFIGURE ] CAF: KEPT add_macd (score: 60.00%)
[2025-10-10T23:17:02.119736] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5103 tests
[2025-10-10T23:17:02.119799] [INFO ] [CONFIGURE ] CAF: Testing feature 9/29: add_mfi
[2025-10-10T23:17:02.119832] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:17:02.278542] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:02.445790] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:02.617955] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:02.784198] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:02.970478] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:03.149456] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:03.315573] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:03.483835] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:03.655102] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:03.833068] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:03.833257] [INFO ] [CONFIGURE ] CAF: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:17:03.833301] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5102 tests
[2025-10-10T23:17:03.833335] [INFO ] [CONFIGURE ] CAF: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:17:03.833366] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:17:04.011313] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:04.191520] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:04.371532] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:04.555212] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:04.739382] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:04.925699] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:05.113911] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:05.302377] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:05.491238] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:05.678445] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:05.678715] [INFO ] [CONFIGURE ] CAF: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:17:05.678780] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5101 tests
[2025-10-10T23:17:05.678821] [INFO ] [CONFIGURE ] CAF: Testing feature 11/29: add_obv_daily
[2025-10-10T23:17:05.678854] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:17:05.837771] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:05.999918] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:06.158477] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:17:06.321008] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:06.481171] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:06.641820] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:06.803897] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:06.966472] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:07.131373] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:07.299452] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:07.299619] [INFO ] [CONFIGURE ] CAF: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:17:07.299695] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5100 tests
[2025-10-10T23:17:07.299743] [INFO ] [CONFIGURE ] CAF: Testing feature 12/29: add_obv_interval
[2025-10-10T23:17:07.299775] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:17:07.458547] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:07.621967] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:07.779499] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:07.945873] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:08.103715] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:08.265901] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:08.429336] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:08.608470] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:08.788073] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:08.950953] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:08.951126] [INFO ] [CONFIGURE ] CAF: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:17:08.951169] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5099 tests
[2025-10-10T23:17:08.951204] [INFO ] [CONFIGURE ] CAF: Testing feature 13/29: add_opening_strength
[2025-10-10T23:17:08.951235] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:17:09.118216] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:09.293256] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:09.466168] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:09.632896] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:09.805598] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:09.998515] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:10.168426] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:10.342362] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:10.513249] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:10.684287] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:10.684455] [INFO ] [CONFIGURE ] CAF: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:17:10.684502] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5098 tests
[2025-10-10T23:17:10.684539] [INFO ] [CONFIGURE ] CAF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:17:10.684571] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:17:10.850453] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:11.016501] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:11.185515] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:11.358108] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:11.522557] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:11.693728] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:11.874171] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:12.039019] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:12.205102] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:12.369581] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:12.369769] [INFO ] [CONFIGURE ] CAF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:17:12.369824] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5097 tests
[2025-10-10T23:17:12.369861] [INFO ] [CONFIGURE ] CAF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:17:12.369893] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:17:12.514374] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:12.660602] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:12.807307] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:12.979241] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:13.125084] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:13.271434] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:13.418249] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:13.571009] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:13.730222] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:13.882293] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:13.882451] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:17:13.882494] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5096 tests
[2025-10-10T23:17:13.882528] [INFO ] [CONFIGURE ] CAF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:17:13.882560] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:17:14.033901] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:14.188176] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:14.351592] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:14.505717] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:14.667408] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:14.835891] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:14.992123] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:15.152016] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:15.306896] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:15.458765] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:15.458937] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:17:15.458980] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5095 tests
[2025-10-10T23:17:15.459067] [INFO ] [CONFIGURE ] CAF: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:17:15.459107] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:17:15.612271] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:15.766365] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:15.919784] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:16.081717] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:16.248351] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:16.408199] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:16.573723] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:16.745157] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:16.910251] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:17.077256] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:17.077430] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:17:17.077475] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5094 tests
[2025-10-10T23:17:17.077508] [INFO ] [CONFIGURE ] CAF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:17:17.077540] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:17:17.221420] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:17.365245] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:17.519528] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:17.692837] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:17.850165] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:18.003124] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:18.160816] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:18.314484] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:18.470101] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:18.630744] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:18.630925] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:17:18.630970] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5093 tests
[2025-10-10T23:17:18.631007] [INFO ] [CONFIGURE ] CAF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:17:18.631041] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:17:18.784290] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:18.941250] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:19.093913] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:19.259415] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:19.417280] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:19.565731] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:19.713587] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:19.863224] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:20.013214] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:20.162134] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:20.162288] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:17:20.162350] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5092 tests
[2025-10-10T23:17:20.162387] [INFO ] [CONFIGURE ] CAF: Testing feature 20/29: add_price_rejection
[2025-10-10T23:17:20.162418] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:17:20.319080] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:20.476585] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:20.634473] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:20.801284] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:20.970777] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:21.132995] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:17:21.298390] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:21.463405] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:21.638229] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:21.824275] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:21.824461] [INFO ] [CONFIGURE ] CAF: KEPT add_price_rejection (score: 70.00%)
[2025-10-10T23:17:21.824508] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5091 tests
[2025-10-10T23:17:21.824546] [INFO ] [CONFIGURE ] CAF: Testing feature 21/29: add_range_position
[2025-10-10T23:17:21.824579] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_range_position']
[2025-10-10T23:17:22.012001] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:22.202060] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:17:22.392087] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:22.599418] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:22.779469] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:22.959707] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:23.146328] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:23.327583] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:23.508961] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:23.693323] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:23.693518] [INFO ] [CONFIGURE ] CAF: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:17:23.693585] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5090 tests
[2025-10-10T23:17:23.693622] [INFO ] [CONFIGURE ] CAF: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:17:23.693686] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_realized_volatility']
[2025-10-10T23:17:23.884846] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:24.076716] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:17:24.268237] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:24.459896] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:24.655724] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:24.850237] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:25.046502] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:25.242228] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:25.439477] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:25.636550] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:25.636771] [INFO ] [CONFIGURE ] CAF: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:17:25.636822] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5089 tests
[2025-10-10T23:17:25.636859] [INFO ] [CONFIGURE ] CAF: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:17:25.636889] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_recent_range_context']
[2025-10-10T23:17:25.800951] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:25.964901] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:26.132879] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:26.299144] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:26.471430] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:26.701542] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:26.949927] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:27.172886] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:27.380794] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:27.581184] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:27.581395] [INFO ] [CONFIGURE ] CAF: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:17:27.581442] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5088 tests
[2025-10-10T23:17:27.581500] [INFO ] [CONFIGURE ] CAF: Testing feature 24/29: add_rsi
[2025-10-10T23:17:27.581559] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-10T23:17:27.780405] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:27.971462] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:28.159904] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:28.343066] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:28.525018] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:28.708028] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:28.894312] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:29.083425] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:29.270352] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:29.459502] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:29.459733] [INFO ] [CONFIGURE ] CAF: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T23:17:29.459790] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5087 tests
[2025-10-10T23:17:29.459829] [INFO ] [CONFIGURE ] CAF: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:17:29.459862] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_tick_distribution']
[2025-10-10T23:17:29.623492] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:29.785904] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:17:29.948695] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:30.111024] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:30.275938] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:30.446630] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:17:30.621730] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:30.794407] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:30.966534] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:31.131452] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:31.131599] [INFO ] [CONFIGURE ] CAF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:17:31.131666] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5086 tests
[2025-10-10T23:17:31.131726] [INFO ] [CONFIGURE ] CAF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:17:31.131759] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-10T23:17:31.292785] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:31.464945] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:17:31.629445] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:31.793948] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:31.959561] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:32.124613] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:17:32.287927] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:32.456785] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:32.620805] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:17:32.784925] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:32.785073] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:17:32.785116] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5085 tests
[2025-10-10T23:17:32.785194] [INFO ] [CONFIGURE ] CAF: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:17:32.785245] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-10T23:17:32.859852] [FATAL] [FORECASTER] Failed to test lookback=11: [23:17:32] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:32.935119] [FATAL] [FORECASTER] Failed to test lookback=10: [23:17:32] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.010434] [FATAL] [FORECASTER] Failed to test lookback=9: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.085802] [FATAL] [FORECASTER] Failed to test lookback=8: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.161603] [FATAL] [FORECASTER] Failed to test lookback=7: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.237680] [FATAL] [FORECASTER] Failed to test lookback=6: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.314052] [FATAL] [FORECASTER] Failed to test lookback=5: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.390778] [FATAL] [FORECASTER] Failed to test lookback=4: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.467472] [FATAL] [FORECASTER] Failed to test lookback=3: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.544212] [FATAL] [FORECASTER] Failed to test lookback=2: [23:17:33] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:17:33.544458] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-10T23:17:33.544506] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5084 tests
[2025-10-10T23:17:33.544542] [INFO ] [CONFIGURE ] CAF: Testing feature 28/29: add_volume_profile
[2025-10-10T23:17:33.544572] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_profile']
[2025-10-10T23:17:33.701909] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:17:33.860636] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:17:34.019579] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:34.180378] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:34.342033] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:17:34.504350] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:17:34.665633] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:34.829182] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:17:34.993481] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:17:35.158406] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:35.158535] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:17:35.158578] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5083 tests
[2025-10-10T23:17:35.158614] [INFO ] [CONFIGURE ] CAF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:17:35.158669] [INFO ] [CONFIGURE ] CAF: Best accuracy: 70.00%
[2025-10-10T23:17:35.158724] [INFO ] [CONFIGURE ] CAF: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:17:35.158755] [INFO ] [CONFIGURE ] CAF: Improvement over baseline: 20.00%
[2025-10-10T23:17:35.158782] [INFO ] [CONFIGURE ] CAF: Total time: 43.2 seconds
[2025-10-10T23:17:35.158808] [INFO ] [CONFIGURE ] CAF: Average time per feature: 1.5 seconds
[2025-10-10T23:17:35.158834] [INFO ] [CONFIGURE ] CAF: Average speed: 0.67 features/sec
[2025-10-10T23:17:35.159259] [INFO ] [LOCAL     ] Saved configuration for CAF: 3 features, 70.00% accuracy -> ./output/feature-sets/CAF.json
[2025-10-10T23:17:35.159312] [INFO ] [CONFIGURE ] CAF: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-10T23:17:35.159351] [INFO ] [sig       ] [45/220] Successfully configured CAF | 0.02 sym/s | Total: 31.9m | ETA: 2.1h
[2025-10-10T23:17:35.159382] [INFO ] [sig       ] [46/220] Configuring CAVA...
[2025-10-10T23:17:35.159411] [INFO ] [CONFIGURE ] CAVA: Configurate test run.
[2025-10-10T23:17:35.159449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-10-10T23:17:35.171841] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAVA'.
[2025-10-10T23:17:35.172140] [INFO ] [CONFIGURE ] CAVA: Testing with 29 available features
[2025-10-10T23:17:35.172195] [INFO ] [CONFIGURE ] CAVA: Establishing baseline with no features...
[2025-10-10T23:17:35.272291] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:35.368727] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:35.466022] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:35.563414] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:35.664823] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:35.763751] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:35.862735] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:35.962351] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:36.062840] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:36.164755] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:36.164857] [INFO ] [CONFIGURE ] CAVA: Baseline score (no features): 50.00%
[2025-10-10T23:17:36.164898] [INFO ] [CONFIGURE ] CAVA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:17:36.164930] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:17:36.275445] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:36.385345] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:36.498218] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:36.618386] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:36.734367] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:36.852499] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:36.968860] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:37.084460] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:37.206279] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:37.326480] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:37.326618] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:17:37.326691] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5082 tests
[2025-10-10T23:17:37.326740] [INFO ] [CONFIGURE ] CAVA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:17:37.326771] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:17:37.479398] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:37.605730] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:37.727874] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:37.853793] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:37.978997] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:38.128116] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:38.251413] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:38.383481] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:38.519447] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:38.653247] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:38.653401] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:17:38.653446] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5081 tests
[2025-10-10T23:17:38.653481] [INFO ] [CONFIGURE ] CAVA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:17:38.653512] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_daily_returns']
[2025-10-10T23:17:38.770486] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:38.884073] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:38.997759] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:39.112317] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:17:39.225785] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:39.339933] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:39.456623] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:39.570079] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:39.687493] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:39.805320] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:39.805480] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:17:39.805597] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5080 tests
[2025-10-10T23:17:39.805678] [INFO ] [CONFIGURE ] CAVA: Testing feature 4/29: add_ema
[2025-10-10T23:17:39.805731] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema']
[2025-10-10T23:17:39.950802] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:40.081533] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:40.221371] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:40.362289] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:40.517878] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:40.643053] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:40.772730] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:40.911223] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:41.046573] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:41.191841] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:41.192043] [INFO ] [CONFIGURE ] CAVA: KEPT add_ema (score: 60.00%)
[2025-10-10T23:17:41.192106] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5079 tests
[2025-10-10T23:17:41.192145] [INFO ] [CONFIGURE ] CAVA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:17:41.192178] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:17:41.348780] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:41.501801] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:41.659973] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:41.811691] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:41.963966] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:42.118049] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:42.273126] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:42.433805] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:42.595871] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:42.753579] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:42.753778] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:17:42.753828] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5078 tests
[2025-10-10T23:17:42.753863] [INFO ] [CONFIGURE ] CAVA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:17:42.753894] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-10T23:17:42.886627] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:43.020205] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:43.154848] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:43.288509] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:43.422769] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:43.575941] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:43.709144] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:43.844414] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:43.980617] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:44.119244] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:44.119400] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:17:44.119444] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5077 tests
[2025-10-10T23:17:44.119478] [INFO ] [CONFIGURE ] CAVA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:17:44.119509] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-10T23:17:44.243095] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:44.368744] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:44.494086] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:44.624993] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:44.751494] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:44.875937] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:45.001768] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:45.130548] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:45.262774] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:45.394388] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:45.394564] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:17:45.394622] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5076 tests
[2025-10-10T23:17:45.394704] [INFO ] [CONFIGURE ] CAVA: Testing feature 8/29: add_macd
[2025-10-10T23:17:45.394752] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:17:45.555053] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:45.719663] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:45.882116] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:46.046816] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:17:46.212167] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:46.375462] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:17:46.539343] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:46.705492] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:46.872417] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:17:47.044938] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:47.045162] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:17:47.045211] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5075 tests
[2025-10-10T23:17:47.045249] [INFO ] [CONFIGURE ] CAVA: Testing feature 9/29: add_mfi
[2025-10-10T23:17:47.045282] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_mfi']
[2025-10-10T23:17:47.196278] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:47.346941] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:47.492932] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:47.646182] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:47.801298] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:47.953315] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:48.114177] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:48.262494] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:48.413437] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:48.559909] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:48.560087] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:17:48.560131] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5074 tests
[2025-10-10T23:17:48.560166] [INFO ] [CONFIGURE ] CAVA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:17:48.560196] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:17:48.715467] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:17:48.870340] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:49.026013] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:49.181818] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:17:49.336883] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:49.492927] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:49.655180] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:49.813354] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:49.977257] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:50.139318] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:50.139495] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:17:50.139540] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5073 tests
[2025-10-10T23:17:50.139575] [INFO ] [CONFIGURE ] CAVA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:17:50.139608] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-10T23:17:50.276738] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:17:50.416016] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:50.555591] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:50.701253] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:50.859167] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:51.007210] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:51.173063] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:51.314037] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:51.465724] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:51.627138] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:51.627368] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:17:51.627456] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5072 tests
[2025-10-10T23:17:51.627535] [INFO ] [CONFIGURE ] CAVA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:17:51.627726] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-10T23:17:51.779451] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:51.932891] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:52.089519] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:52.244549] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:52.403581] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:52.550016] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:52.689152] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:52.829688] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:52.969575] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:53.109284] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:53.109433] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:17:53.109479] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5071 tests
[2025-10-10T23:17:53.109517] [INFO ] [CONFIGURE ] CAVA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:17:53.109551] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:17:53.254315] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:53.400493] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:53.543341] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:53.684234] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:53.831492] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:53.979795] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:54.128933] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:54.277585] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:54.429089] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:54.578281] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:54.578428] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:17:54.578475] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5070 tests
[2025-10-10T23:17:54.578512] [INFO ] [CONFIGURE ] CAVA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:17:54.578545] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-10T23:17:54.725179] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:17:54.872238] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:55.018957] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:55.166835] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:55.313777] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:55.462633] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:55.612265] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:55.766441] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:17:55.915771] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:56.069016] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:56.069186] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:17:56.069247] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5069 tests
[2025-10-10T23:17:56.069306] [INFO ] [CONFIGURE ] CAVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:17:56.069342] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-10T23:17:56.197537] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:17:56.326093] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:56.456288] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:17:56.589193] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:17:56.726442] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:56.860299] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:56.994982] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:17:57.130075] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:57.266891] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:57.404793] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:17:57.404965] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:17:57.405011] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5068 tests
[2025-10-10T23:17:57.405045] [INFO ] [CONFIGURE ] CAVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:17:57.405075] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-10T23:17:57.543386] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:57.681354] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:57.820306] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:57.961876] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:58.104784] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:17:58.249033] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:58.392589] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:17:58.533855] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:17:58.725208] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:17:58.867821] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:17:58.868029] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:17:58.868097] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5067 tests
[2025-10-10T23:17:58.868135] [INFO ] [CONFIGURE ] CAVA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:17:58.868168] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-10T23:17:59.011754] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:17:59.154251] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:17:59.297502] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:17:59.445756] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:17:59.592252] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:17:59.738293] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:17:59.882819] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:00.028583] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:00.174981] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:00.323333] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:00.323490] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:18:00.323557] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5066 tests
[2025-10-10T23:18:00.323617] [INFO ] [CONFIGURE ] CAVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:18:00.323682] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-10T23:18:00.457719] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:00.591598] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:00.727857] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:00.864317] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:00.999008] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:01.147249] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:01.285025] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:01.426038] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:01.563579] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:01.720820] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:01.720951] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:18:01.720994] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5065 tests
[2025-10-10T23:18:01.721029] [INFO ] [CONFIGURE ] CAVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:18:01.721058] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T23:18:01.849082] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:01.979249] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:02.109659] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:02.240827] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:02.368973] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:02.500562] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:02.629060] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:18:02.758873] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:18:02.885326] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:03.011031] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:03.011136] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:18:03.011180] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5064 tests
[2025-10-10T23:18:03.011214] [INFO ] [CONFIGURE ] CAVA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:18:03.011244] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-10T23:18:03.153000] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:03.291453] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:03.431581] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:03.572745] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:03.715254] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:03.857217] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:03.997387] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:04.139208] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:04.285204] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:04.426850] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:04.426990] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:18:04.427051] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5063 tests
[2025-10-10T23:18:04.427090] [INFO ] [CONFIGURE ] CAVA: Testing feature 21/29: add_range_position
[2025-10-10T23:18:04.427120] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_range_position']
[2025-10-10T23:18:04.572817] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:04.717296] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:04.862800] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:05.007357] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:05.150927] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:05.295195] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:05.440281] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:05.590123] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:05.737987] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:05.885369] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:05.885482] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T23:18:05.885526] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5062 tests
[2025-10-10T23:18:05.885560] [INFO ] [CONFIGURE ] CAVA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:18:05.885590] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-10T23:18:06.042920] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:06.200859] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:06.358592] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:06.518122] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:06.678535] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:06.854120] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:07.022353] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:18:07.191064] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:07.361067] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:07.533574] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:07.533735] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:18:07.533788] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5061 tests
[2025-10-10T23:18:07.533823] [INFO ] [CONFIGURE ] CAVA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:18:07.533852] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-10T23:18:07.671981] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:07.848786] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:07.991142] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:08.132250] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:08.274372] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:08.415171] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:08.558146] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:08.700324] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:08.842502] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:08.985826] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:08.985963] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_recent_range_context (score: 20.00%)
[2025-10-10T23:18:08.986008] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5060 tests
[2025-10-10T23:18:08.986042] [INFO ] [CONFIGURE ] CAVA: Testing feature 24/29: add_rsi
[2025-10-10T23:18:08.986073] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_rsi']
[2025-10-10T23:18:09.122961] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:09.262060] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:09.401455] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:09.541901] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:09.683184] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:09.828713] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:09.969964] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:10.112919] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:10.256397] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:10.401336] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:10.401452] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:18:10.401495] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5059 tests
[2025-10-10T23:18:10.401531] [INFO ] [CONFIGURE ] CAVA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:18:10.401561] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-10T23:18:10.537606] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:10.671613] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:10.806779] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:10.931744] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:11.058255] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:11.184302] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:11.309814] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:18:11.436788] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:11.563908] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:11.690787] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:11.690958] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:18:11.691005] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5058 tests
[2025-10-10T23:18:11.691039] [INFO ] [CONFIGURE ] CAVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:18:11.691069] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T23:18:11.820906] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:11.952880] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:12.118032] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:12.281141] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:12.438542] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:12.589507] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:12.735241] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:12.873172] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:13.010715] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:13.153243] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:13.153451] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T23:18:13.153496] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5057 tests
[2025-10-10T23:18:13.153529] [INFO ] [CONFIGURE ] CAVA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:18:13.153560] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-10T23:18:13.297917] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:13.442082] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:13.587312] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:13.731069] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:13.900155] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:18:14.044368] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:14.186793] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:18:14.335774] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:14.480297] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:14.625236] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:14.625406] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:18:14.625450] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5056 tests
[2025-10-10T23:18:14.625486] [INFO ] [CONFIGURE ] CAVA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:18:14.625516] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-10T23:18:14.754231] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:14.883698] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:15.014395] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:15.147205] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:15.277957] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:18:15.409060] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:15.541504] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:18:15.675315] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:15.808188] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:15.943174] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:15.943337] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:18:15.943381] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5055 tests
[2025-10-10T23:18:15.943415] [INFO ] [CONFIGURE ] CAVA: Testing feature 29/29: add_vwap
[2025-10-10T23:18:15.943446] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_ema', 'add_vwap']
[2025-10-10T23:18:16.074636] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:18:16.214439] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:16.347881] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:18:16.483105] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:18:16.624760] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:18:16.773118] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:16.937279] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:17.079051] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:18:17.215157] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:17.353878] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:17.354085] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:18:17.354143] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5054 tests
[2025-10-10T23:18:17.354193] [INFO ] [CONFIGURE ] CAVA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:18:17.354248] [INFO ] [CONFIGURE ] CAVA: Best accuracy: 60.00%
[2025-10-10T23:18:17.354281] [INFO ] [CONFIGURE ] CAVA: Best feature set (1 features): ['add_ema']
[2025-10-10T23:18:17.354309] [INFO ] [CONFIGURE ] CAVA: Improvement over baseline: 10.00%
[2025-10-10T23:18:17.354335] [INFO ] [CONFIGURE ] CAVA: Total time: 41.2 seconds
[2025-10-10T23:18:17.354361] [INFO ] [CONFIGURE ] CAVA: Average time per feature: 1.4 seconds
[2025-10-10T23:18:17.354388] [INFO ] [CONFIGURE ] CAVA: Average speed: 0.70 features/sec
[2025-10-10T23:18:17.354930] [INFO ] [LOCAL     ] Saved configuration for CAVA: 1 features, 60.00% accuracy -> ./output/feature-sets/CAVA.json
[2025-10-10T23:18:17.354984] [INFO ] [CONFIGURE ] CAVA: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T23:18:17.355051] [INFO ] [sig       ] [46/220] Successfully configured CAVA | 0.02 sym/s | Total: 32.6m | ETA: 2.1h
[2025-10-10T23:18:17.355127] [INFO ] [sig       ] [47/220] Configuring CBZ...
[2025-10-10T23:18:17.355196] [INFO ] [CONFIGURE ] CBZ: Configurate test run.
[2025-10-10T23:18:17.355261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-10-10T23:18:17.368382] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBZ'.
[2025-10-10T23:18:17.368711] [INFO ] [CONFIGURE ] CBZ: Testing with 29 available features
[2025-10-10T23:18:17.368766] [INFO ] [CONFIGURE ] CBZ: Establishing baseline with no features...
[2025-10-10T23:18:17.477051] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:17.582008] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:17.685304] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:17.788074] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:17.892347] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:18.000746] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:18.105975] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:18.212736] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:18.322219] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:18.434488] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:18.434685] [INFO ] [CONFIGURE ] CBZ: Baseline score (no features): 40.00%
[2025-10-10T23:18:18.434748] [INFO ] [CONFIGURE ] CBZ: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:18:18.434786] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:18:18.553566] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:18.670947] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:18.790686] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:18.929663] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:19.084961] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:19.255883] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:19.429726] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:19.567442] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:19.714154] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:19.879375] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:19.879553] [INFO ] [CONFIGURE ] CBZ: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:18:19.879598] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5053 tests
[2025-10-10T23:18:19.879632] [INFO ] [CONFIGURE ] CBZ: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:18:19.879706] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:18:20.016515] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:20.152055] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:20.288057] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:20.424657] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:20.561316] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:20.701149] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:20.844421] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:20.983003] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:21.122395] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:21.262997] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:21.263168] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:18:21.263214] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5052 tests
[2025-10-10T23:18:21.263249] [INFO ] [CONFIGURE ] CBZ: Testing feature 3/29: add_daily_returns
[2025-10-10T23:18:21.263280] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:18:21.381100] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:21.500540] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:21.621957] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:21.742434] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:21.860784] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:21.983271] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:22.107635] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:22.233107] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:22.359416] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:22.491331] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:22.491513] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:18:22.491558] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5051 tests
[2025-10-10T23:18:22.491594] [INFO ] [CONFIGURE ] CBZ: Testing feature 4/29: add_ema
[2025-10-10T23:18:22.491624] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:18:22.625523] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:22.759157] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:22.893337] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:23.029238] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:23.166009] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:23.302888] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:23.439396] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:23.577127] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:23.717291] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:23.857101] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:23.857246] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:18:23.857290] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5050 tests
[2025-10-10T23:18:23.857326] [INFO ] [CONFIGURE ] CBZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:18:23.857357] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:18:23.998342] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:18:24.139541] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:24.281714] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:24.423458] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:24.567404] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:24.711621] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:24.855031] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:25.000391] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:25.145805] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:25.291713] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:25.291869] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:18:25.291912] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5049 tests
[2025-10-10T23:18:25.291948] [INFO ] [CONFIGURE ] CBZ: Testing feature 6/29: add_failed_moves
[2025-10-10T23:18:25.291979] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:18:25.418008] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:25.540678] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:25.663504] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:25.786718] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:25.912452] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:26.038396] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:26.166001] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:26.292035] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:26.418917] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:26.547407] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:26.547559] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:18:26.547603] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5048 tests
[2025-10-10T23:18:26.547637] [INFO ] [CONFIGURE ] CBZ: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:18:26.547720] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:18:26.666082] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:26.783114] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:26.901126] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:27.021912] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:27.142172] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:27.263591] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:27.386746] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:27.505098] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:27.627490] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:27.748046] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:27.748209] [INFO ] [CONFIGURE ] CBZ: KEPT add_lag_shelf (score: 60.00%)
[2025-10-10T23:18:27.748252] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5047 tests
[2025-10-10T23:18:27.748286] [INFO ] [CONFIGURE ] CBZ: Testing feature 8/29: add_macd
[2025-10-10T23:18:27.748318] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-10T23:18:27.964837] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:28.121427] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:28.275000] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:28.426730] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:28.580002] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:28.733635] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:28.889374] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:29.073672] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:29.229104] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:29.386200] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:29.386371] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:18:29.386414] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5046 tests
[2025-10-10T23:18:29.386449] [INFO ] [CONFIGURE ] CBZ: Testing feature 9/29: add_mfi
[2025-10-10T23:18:29.386479] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-10T23:18:29.518363] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:29.652859] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:29.795206] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:29.930422] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:30.067162] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:30.204831] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:30.342418] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:30.478716] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:30.627486] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:30.767143] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:30.767275] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:18:30.767319] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5045 tests
[2025-10-10T23:18:30.767354] [INFO ] [CONFIGURE ] CBZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:18:30.767385] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:18:30.913583] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:31.060625] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:31.205494] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:31.350314] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:31.496574] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:31.643940] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:31.792041] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:31.939999] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:32.098323] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:32.246750] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:32.246873] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:18:32.246916] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5044 tests
[2025-10-10T23:18:32.246987] [INFO ] [CONFIGURE ] CBZ: Testing feature 11/29: add_obv_daily
[2025-10-10T23:18:32.247029] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-10T23:18:32.369805] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:32.495634] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:32.620771] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:32.745861] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:32.872485] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:33.003092] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:33.129815] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:33.256575] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:33.384248] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:33.511799] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:33.511912] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:18:33.511954] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5043 tests
[2025-10-10T23:18:33.511988] [INFO ] [CONFIGURE ] CBZ: Testing feature 12/29: add_obv_interval
[2025-10-10T23:18:33.512060] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-10T23:18:33.632128] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:33.757747] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:33.890054] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:34.016779] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:34.144720] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:34.273013] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:34.405801] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:34.537461] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:34.666958] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:34.796756] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:34.796952] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:18:34.797013] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5042 tests
[2025-10-10T23:18:34.797053] [INFO ] [CONFIGURE ] CBZ: Testing feature 13/29: add_opening_strength
[2025-10-10T23:18:34.797085] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:18:34.940894] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:35.075173] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:35.211725] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:35.349050] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:35.487866] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:35.627480] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:35.768079] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:35.908832] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:36.050549] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:36.193557] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:36.193754] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:18:36.193806] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5041 tests
[2025-10-10T23:18:36.193842] [INFO ] [CONFIGURE ] CBZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:18:36.193872] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-10T23:18:36.335104] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:36.473981] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:36.625115] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:36.772761] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:36.918424] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:37.068200] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:37.223557] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:37.373699] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:37.515303] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:37.662767] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:37.662932] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:18:37.662975] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5040 tests
[2025-10-10T23:18:37.663008] [INFO ] [CONFIGURE ] CBZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:18:37.663093] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-10T23:18:37.787995] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:37.914056] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:38.041699] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:38.170319] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:38.326698] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:38.449584] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:38.573995] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:38.699225] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:38.823954] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:38.949290] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:38.949500] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:18:38.949548] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5039 tests
[2025-10-10T23:18:38.949583] [INFO ] [CONFIGURE ] CBZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:18:38.949614] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-10T23:18:39.072990] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:39.206395] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:39.341463] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:39.476576] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:39.612369] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:39.748398] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:39.884458] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:40.021617] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:40.158063] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:40.296361] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:40.296568] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:18:40.296619] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5038 tests
[2025-10-10T23:18:40.296689] [INFO ] [CONFIGURE ] CBZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:18:40.296737] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-10T23:18:40.436567] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:40.576438] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:40.717659] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:40.873906] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:41.023667] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:41.184328] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:41.365476] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:41.513791] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:41.666061] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:41.814486] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:41.814677] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:18:41.814739] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5037 tests
[2025-10-10T23:18:41.814778] [INFO ] [CONFIGURE ] CBZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:18:41.814810] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-10T23:18:41.943883] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:42.075924] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:42.207398] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:42.337253] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:42.470666] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:42.608099] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:42.744055] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:42.874059] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:43.005857] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:43.140756] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:43.140941] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:18:43.140991] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5036 tests
[2025-10-10T23:18:43.141026] [INFO ] [CONFIGURE ] CBZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:18:43.141056] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-10T23:18:43.264544] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:43.388602] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:43.514143] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:43.639892] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:43.766729] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:43.892227] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:44.018834] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:44.146051] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:44.281310] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:44.421121] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:44.421322] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:18:44.421369] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5035 tests
[2025-10-10T23:18:44.421425] [INFO ] [CONFIGURE ] CBZ: Testing feature 20/29: add_price_rejection
[2025-10-10T23:18:44.421482] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-10T23:18:44.557351] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:44.692512] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:44.827832] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:44.965426] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:45.103489] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:45.243009] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:45.382299] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:45.527415] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:45.671046] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:45.812835] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:45.813039] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:18:45.813101] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5034 tests
[2025-10-10T23:18:45.813138] [INFO ] [CONFIGURE ] CBZ: Testing feature 21/29: add_range_position
[2025-10-10T23:18:45.813169] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-10T23:18:45.955715] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:46.097699] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:46.241124] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:46.384631] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:46.528468] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:46.672961] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:46.821917] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:46.967851] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:47.118540] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:47.273464] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:47.273718] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:18:47.273786] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5033 tests
[2025-10-10T23:18:47.273831] [INFO ] [CONFIGURE ] CBZ: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:18:47.273870] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-10T23:18:47.467394] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:47.632868] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:47.799672] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:47.974031] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:48.135762] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:48.312050] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:48.476158] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:48.646150] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:48.812253] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:48.986377] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:48.986544] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:18:48.986587] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5032 tests
[2025-10-10T23:18:48.986622] [INFO ] [CONFIGURE ] CBZ: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:18:48.986693] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-10T23:18:49.123362] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:49.262026] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:49.398128] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:49.532672] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:49.668009] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:49.806282] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:49.950103] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:50.093311] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:50.238035] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:50.382287] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:50.382487] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:18:50.382551] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5031 tests
[2025-10-10T23:18:50.382612] [INFO ] [CONFIGURE ] CBZ: Testing feature 24/29: add_rsi
[2025-10-10T23:18:50.382696] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-10T23:18:50.538074] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:18:50.693764] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:50.852166] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:51.005885] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:51.157978] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:51.307997] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:51.459828] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:51.612439] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:51.764894] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:51.917216] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:51.917401] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_rsi (score: 20.00%)
[2025-10-10T23:18:51.917459] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5030 tests
[2025-10-10T23:18:51.917497] [INFO ] [CONFIGURE ] CBZ: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:18:51.917528] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-10T23:18:52.046094] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:52.181449] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:52.312765] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:52.444557] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:52.572896] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:52.701625] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:52.831287] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:52.962091] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:53.091472] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:53.221799] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:53.221933] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-10T23:18:53.221976] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5029 tests
[2025-10-10T23:18:53.222009] [INFO ] [CONFIGURE ] CBZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:18:53.222039] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-10T23:18:53.350473] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:53.507220] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:53.642812] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:53.773952] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:53.906009] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:54.035978] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:18:54.166780] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:54.299027] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:54.432552] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:54.567928] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:54.568075] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:18:54.568121] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5028 tests
[2025-10-10T23:18:54.568158] [INFO ] [CONFIGURE ] CBZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:18:54.568190] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-10T23:18:54.706754] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:54.845931] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:54.985277] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:55.125036] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:55.265907] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:18:55.407327] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:55.548875] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:55.693147] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:55.836820] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:55.981121] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:55.981294] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:18:55.981340] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5027 tests
[2025-10-10T23:18:55.981374] [INFO ] [CONFIGURE ] CBZ: Testing feature 28/29: add_volume_profile
[2025-10-10T23:18:55.981404] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-10T23:18:56.107975] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:56.236063] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:56.368028] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:56.527273] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:56.658104] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:56.788993] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:56.919936] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:57.053308] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:57.189542] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:18:57.328161] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:18:57.328333] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:18:57.328379] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5026 tests
[2025-10-10T23:18:57.328434] [INFO ] [CONFIGURE ] CBZ: Testing feature 29/29: add_vwap
[2025-10-10T23:18:57.328493] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-10T23:18:57.467989] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:18:57.606505] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:18:57.745914] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:18:57.881106] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:58.017138] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:58.156551] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:18:58.296218] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:18:58.439459] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:18:58.582583] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:18:58.723728] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:18:58.723892] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:18:58.723937] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5025 tests
[2025-10-10T23:18:58.724038] [INFO ] [CONFIGURE ] CBZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:18:58.724095] [INFO ] [CONFIGURE ] CBZ: Best accuracy: 60.00%
[2025-10-10T23:18:58.724131] [INFO ] [CONFIGURE ] CBZ: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:18:58.724163] [INFO ] [CONFIGURE ] CBZ: Improvement over baseline: 20.00%
[2025-10-10T23:18:58.724193] [INFO ] [CONFIGURE ] CBZ: Total time: 40.3 seconds
[2025-10-10T23:18:58.724222] [INFO ] [CONFIGURE ] CBZ: Average time per feature: 1.4 seconds
[2025-10-10T23:18:58.724250] [INFO ] [CONFIGURE ] CBZ: Average speed: 0.72 features/sec
[2025-10-10T23:18:58.724706] [INFO ] [LOCAL     ] Saved configuration for CBZ: 2 features, 60.00% accuracy -> ./output/feature-sets/CBZ.json
[2025-10-10T23:18:58.724764] [INFO ] [CONFIGURE ] CBZ: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T23:18:58.724805] [INFO ] [sig       ] [47/220] Successfully configured CBZ | 0.02 sym/s | Total: 33.3m | ETA: 2.0h
[2025-10-10T23:18:58.724839] [INFO ] [sig       ] [48/220] Configuring CHE...
[2025-10-10T23:18:58.724869] [INFO ] [CONFIGURE ] CHE: Configurate test run.
[2025-10-10T23:18:58.724911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-10-10T23:18:58.740773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHE'.
[2025-10-10T23:18:58.741376] [INFO ] [CONFIGURE ] CHE: Testing with 29 available features
[2025-10-10T23:18:58.741434] [INFO ] [CONFIGURE ] CHE: Establishing baseline with no features...
[2025-10-10T23:18:58.862805] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:18:58.999314] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:18:59.126692] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:18:59.259561] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:18:59.381690] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:18:59.547796] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:18:59.672801] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:18:59.793714] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:18:59.918707] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:00.045556] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:00.045814] [INFO ] [CONFIGURE ] CHE: Baseline score (no features): 30.00%
[2025-10-10T23:19:00.045872] [INFO ] [CONFIGURE ] CHE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:19:00.045909] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:19:00.176290] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:19:00.309504] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:00.439245] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:00.569168] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:00.707923] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:00.844815] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:00.979896] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:01.114888] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:01.255195] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:01.393426] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:01.393719] [INFO ] [CONFIGURE ] CHE: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-10T23:19:01.393780] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5024 tests
[2025-10-10T23:19:01.393819] [INFO ] [CONFIGURE ] CHE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:19:01.393851] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:19:01.528962] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:01.672093] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:01.829004] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:01.976465] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:02.121005] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:02.276233] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:02.416843] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:02.596393] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:02.726107] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:02.855295] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:02.855456] [INFO ] [CONFIGURE ] CHE: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-10T23:19:02.855499] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5023 tests
[2025-10-10T23:19:02.855532] [INFO ] [CONFIGURE ] CHE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:19:02.855564] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:19:03.002886] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:03.133740] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:03.264613] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:03.401743] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:03.535103] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:03.669421] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:03.806319] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:03.945052] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:04.076481] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:04.211634] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:04.211826] [INFO ] [CONFIGURE ] CHE: KEPT add_daily_returns (score: 50.00%)
[2025-10-10T23:19:04.211887] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5022 tests
[2025-10-10T23:19:04.211927] [INFO ] [CONFIGURE ] CHE: Testing feature 4/29: add_ema
[2025-10-10T23:19:04.211957] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-10T23:19:04.360840] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:04.511154] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:04.660065] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:04.809077] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:04.964801] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:05.126753] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:05.293812] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:05.454757] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:05.670996] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:05.845248] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:05.845432] [INFO ] [CONFIGURE ] CHE: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:19:05.845477] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5021 tests
[2025-10-10T23:19:05.845513] [INFO ] [CONFIGURE ] CHE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:19:05.845545] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:19:06.012409] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:06.184277] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:06.351457] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:06.518822] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:06.692383] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:06.861564] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:07.033414] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:07.205494] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:07.384753] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:07.566049] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:07.566188] [INFO ] [CONFIGURE ] CHE: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:19:07.566233] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5020 tests
[2025-10-10T23:19:07.566269] [INFO ] [CONFIGURE ] CHE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:19:07.566300] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T23:19:07.719497] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:07.856476] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:07.994119] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:08.133214] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:08.278617] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:08.427670] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:08.568982] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:08.715866] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:08.863019] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:09.012230] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:09.012400] [INFO ] [CONFIGURE ] CHE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:19:09.012493] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5019 tests
[2025-10-10T23:19:09.012549] [INFO ] [CONFIGURE ] CHE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:19:09.012593] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:19:09.150901] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:09.288326] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:09.431072] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:09.571010] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:09.716896] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:09.854168] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:10.011703] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:10.149855] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:10.287263] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:10.424663] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:10.424826] [INFO ] [CONFIGURE ] CHE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:19:10.424869] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5018 tests
[2025-10-10T23:19:10.424904] [INFO ] [CONFIGURE ] CHE: Testing feature 8/29: add_macd
[2025-10-10T23:19:10.424934] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:19:10.601321] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:10.774109] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:10.956543] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:11.129323] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:11.323343] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:11.557198] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:11.793329] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:11.995727] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:12.194578] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:12.362189] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:12.362378] [INFO ] [CONFIGURE ] CHE: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:19:12.362423] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5017 tests
[2025-10-10T23:19:12.362460] [INFO ] [CONFIGURE ] CHE: Testing feature 9/29: add_mfi
[2025-10-10T23:19:12.362493] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-10T23:19:12.509880] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:12.668397] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:12.823924] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:12.965988] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:13.108206] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:13.259055] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:13.408858] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:13.556231] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:13.708210] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:13.863083] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:13.863310] [INFO ] [CONFIGURE ] CHE: DISCARDED add_mfi (score: 30.00%)
[2025-10-10T23:19:13.863388] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5016 tests
[2025-10-10T23:19:13.863448] [INFO ] [CONFIGURE ] CHE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:19:13.863493] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:19:14.030770] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:14.193085] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:14.353155] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:14.510275] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:14.666488] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:14.824317] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:14.980219] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:15.138040] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:15.295970] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:15.460844] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:15.461026] [INFO ] [CONFIGURE ] CHE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:19:15.461090] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5015 tests
[2025-10-10T23:19:15.461129] [INFO ] [CONFIGURE ] CHE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:19:15.461161] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:19:15.596835] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:15.731870] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:15.868150] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:16.004003] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:16.140565] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:16.277950] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:19:16.417028] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:16.564405] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:16.708139] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:16.848018] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:16.848172] [INFO ] [CONFIGURE ] CHE: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T23:19:16.848215] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5014 tests
[2025-10-10T23:19:16.848249] [INFO ] [CONFIGURE ] CHE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:19:16.848341] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-10T23:19:16.981112] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:17.115637] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:17.254983] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:17.396133] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:17.556408] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:17.703111] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:17.850277] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:17.996297] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:18.150615] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:18.298922] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:18.299081] [INFO ] [CONFIGURE ] CHE: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-10T23:19:18.299125] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5013 tests
[2025-10-10T23:19:18.299214] [INFO ] [CONFIGURE ] CHE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:19:18.299254] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:19:18.441603] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:18.587829] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:18.736783] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:18.883446] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:19.029480] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:19.178487] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:19.325521] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:19.473450] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:19.623581] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:19.773137] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:19.773282] [INFO ] [CONFIGURE ] CHE: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-10T23:19:19.773338] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5012 tests
[2025-10-10T23:19:19.773375] [INFO ] [CONFIGURE ] CHE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:19:19.773406] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:19:19.924104] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:20.073230] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:20.223154] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:20.373520] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:20.524735] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:20.676786] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:20.845385] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:20.998614] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:21.155228] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:21.308871] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:21.309003] [INFO ] [CONFIGURE ] CHE: DISCARDED add_order_flow_imbalance (score: 10.00%)
[2025-10-10T23:19:21.309055] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5011 tests
[2025-10-10T23:19:21.309097] [INFO ] [CONFIGURE ] CHE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:19:21.309131] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:19:21.441456] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:21.574576] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:21.711271] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:21.852067] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:21.989960] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:22.127596] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:22.266884] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:22.405765] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:22.545063] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:22.682892] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:22.683036] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-10T23:19:22.683079] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5010 tests
[2025-10-10T23:19:22.683112] [INFO ] [CONFIGURE ] CHE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:19:22.683141] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-10T23:19:22.826978] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:22.968016] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:23.109442] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:23.249575] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:23.390305] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:23.529779] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:23.669146] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:23.842579] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:23.988848] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:24.133078] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:24.133211] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-10T23:19:24.133255] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5009 tests
[2025-10-10T23:19:24.133306] [INFO ] [CONFIGURE ] CHE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:19:24.133363] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:19:24.276523] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:24.418533] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:24.561459] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:24.704669] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:24.848110] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:24.998866] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:25.151963] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:25.303954] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:25.456417] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:25.613294] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:25.613451] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-10T23:19:25.613497] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5008 tests
[2025-10-10T23:19:25.613534] [INFO ] [CONFIGURE ] CHE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:19:25.613564] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-10T23:19:25.751261] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:25.900664] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:26.040060] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:26.182608] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:26.320048] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:26.456155] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:19:26.595013] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:26.734197] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:26.912761] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:27.052455] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:27.052679] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:19:27.052743] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5007 tests
[2025-10-10T23:19:27.052782] [INFO ] [CONFIGURE ] CHE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:19:27.052814] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-10T23:19:27.187861] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:27.323674] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:27.457596] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:27.600567] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:27.736477] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:27.873362] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:28.011002] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:28.150069] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:28.290117] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:28.431421] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:28.431617] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:19:28.431694] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5006 tests
[2025-10-10T23:19:28.431747] [INFO ] [CONFIGURE ] CHE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:19:28.431780] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-10T23:19:28.573065] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:28.712989] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:28.857248] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:29.005784] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:29.147554] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:29.291571] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:29.434187] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:29.578381] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:29.725770] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:29.864745] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:29.864868] [INFO ] [CONFIGURE ] CHE: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:19:29.864913] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5005 tests
[2025-10-10T23:19:29.864949] [INFO ] [CONFIGURE ] CHE: Testing feature 21/29: add_range_position
[2025-10-10T23:19:29.864980] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-10T23:19:30.006313] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:30.169483] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:30.324178] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:30.476095] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:30.622091] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:30.781069] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:30.948157] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:31.126192] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:31.296224] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:31.457303] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:31.457485] [INFO ] [CONFIGURE ] CHE: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T23:19:31.457532] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5004 tests
[2025-10-10T23:19:31.457567] [INFO ] [CONFIGURE ] CHE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:19:31.457599] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-10T23:19:31.634350] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:31.809371] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:31.983156] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:32.159594] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:32.332598] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:32.510965] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:32.688338] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:32.862889] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:33.040491] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:33.208772] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:33.209007] [INFO ] [CONFIGURE ] CHE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:19:33.209072] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5003 tests
[2025-10-10T23:19:33.209111] [INFO ] [CONFIGURE ] CHE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:19:33.209143] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-10T23:19:33.345898] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:33.483468] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:33.622694] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:33.765283] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:33.906669] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:34.047517] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:34.191552] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:34.334022] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:34.476503] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:34.624575] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:34.624808] [INFO ] [CONFIGURE ] CHE: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-10T23:19:34.624868] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5002 tests
[2025-10-10T23:19:34.624919] [INFO ] [CONFIGURE ] CHE: Testing feature 24/29: add_rsi
[2025-10-10T23:19:34.624976] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-10T23:19:34.779528] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:34.932912] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:35.087213] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:35.254520] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:35.415566] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:35.577011] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:19:35.735463] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:35.894565] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:36.053929] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:36.211261] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:36.211414] [INFO ] [CONFIGURE ] CHE: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:19:36.211467] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5001 tests
[2025-10-10T23:19:36.211507] [INFO ] [CONFIGURE ] CHE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:19:36.211538] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-10T23:19:36.340905] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:36.471720] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:36.603252] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:36.734084] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:36.865772] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:36.998990] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:19:37.130790] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:37.262948] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:37.401059] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:37.536730] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:37.536853] [INFO ] [CONFIGURE ] CHE: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-10T23:19:37.536897] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 5000 tests
[2025-10-10T23:19:37.536949] [INFO ] [CONFIGURE ] CHE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:19:37.537005] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-10T23:19:37.671638] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:37.809583] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:37.945488] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:38.085129] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:38.222077] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:38.361020] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:38.499251] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:38.642461] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:38.782545] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:38.924727] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:38.924862] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-10T23:19:38.924906] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4999 tests
[2025-10-10T23:19:38.924942] [INFO ] [CONFIGURE ] CHE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:19:38.924976] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-10T23:19:39.069485] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:39.213381] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:39.363905] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:39.509092] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:39.653860] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:39.798898] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:19:39.950791] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.096919] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.244240] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.394264] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.394449] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:19:40.394492] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4998 tests
[2025-10-10T23:19:40.394530] [INFO ] [CONFIGURE ] CHE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:19:40.394561] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-10T23:19:40.535954] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:40.671194] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.807599] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:40.944133] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:41.084721] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:41.221166] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:41.359375] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:41.500383] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:19:41.640481] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:19:41.779478] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:41.779676] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-10T23:19:41.779736] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4997 tests
[2025-10-10T23:19:41.779773] [INFO ] [CONFIGURE ] CHE: Testing feature 29/29: add_vwap
[2025-10-10T23:19:41.779804] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-10T23:19:41.916455] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:19:42.075578] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:19:42.213499] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:19:42.352688] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:42.494509] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:42.652251] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:19:42.800168] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:42.950518] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:19:43.101489] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:19:43.249948] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:43.250143] [INFO ] [CONFIGURE ] CHE: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T23:19:43.250201] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4996 tests
[2025-10-10T23:19:43.250252] [INFO ] [CONFIGURE ] CHE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:19:43.250309] [INFO ] [CONFIGURE ] CHE: Best accuracy: 50.00%
[2025-10-10T23:19:43.250344] [INFO ] [CONFIGURE ] CHE: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:19:43.250374] [INFO ] [CONFIGURE ] CHE: Improvement over baseline: 20.00%
[2025-10-10T23:19:43.250400] [INFO ] [CONFIGURE ] CHE: Total time: 43.2 seconds
[2025-10-10T23:19:43.250426] [INFO ] [CONFIGURE ] CHE: Average time per feature: 1.5 seconds
[2025-10-10T23:19:43.250457] [INFO ] [CONFIGURE ] CHE: Average speed: 0.67 features/sec
[2025-10-10T23:19:43.251169] [INFO ] [LOCAL     ] Saved configuration for CHE: 2 features, 50.00% accuracy -> ./output/feature-sets/CHE.json
[2025-10-10T23:19:43.251232] [INFO ] [CONFIGURE ] CHE: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-10T23:19:43.251292] [INFO ] [sig       ] [48/220] Successfully configured CHE | 0.02 sym/s | Total: 34.0m | ETA: 2.0h
[2025-10-10T23:19:43.251369] [INFO ] [sig       ] [49/220] Configuring CHMI...
[2025-10-10T23:19:43.251440] [INFO ] [CONFIGURE ] CHMI: Configurate test run.
[2025-10-10T23:19:43.251513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-10-10T23:19:43.266994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'.
[2025-10-10T23:19:43.267317] [INFO ] [CONFIGURE ] CHMI: Testing with 29 available features
[2025-10-10T23:19:43.267373] [INFO ] [CONFIGURE ] CHMI: Establishing baseline with no features...
[2025-10-10T23:19:43.376013] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:19:43.485036] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:19:43.595274] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:43.708156] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:43.820788] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:19:43.932911] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:44.043753] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:44.155835] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:19:44.265586] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:44.378833] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:44.378987] [INFO ] [CONFIGURE ] CHMI: Baseline score (no features): 30.00%
[2025-10-10T23:19:44.379030] [INFO ] [CONFIGURE ] CHMI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:19:44.379063] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:19:44.501351] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:44.631334] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:44.754989] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:44.879733] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:45.005049] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:45.129224] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:45.254068] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:45.379283] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:45.504362] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:45.630427] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:45.630596] [INFO ] [CONFIGURE ] CHMI: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-10T23:19:45.630639] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4995 tests
[2025-10-10T23:19:45.630719] [INFO ] [CONFIGURE ] CHMI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:19:45.630754] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:19:45.769321] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:19:45.909194] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:46.050459] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:46.194587] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:46.339196] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:46.486872] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:46.632040] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:46.773826] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:46.915413] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:19:47.066494] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:47.066702] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-10T23:19:47.066763] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4994 tests
[2025-10-10T23:19:47.066803] [INFO ] [CONFIGURE ] CHMI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:19:47.066836] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:19:47.194524] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:47.320491] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:19:47.447394] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:47.583929] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:47.723032] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:47.852232] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:47.980207] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:48.134480] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:48.261450] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:19:48.390108] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:48.390268] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T23:19:48.390311] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4993 tests
[2025-10-10T23:19:48.390346] [INFO ] [CONFIGURE ] CHMI: Testing feature 4/29: add_ema
[2025-10-10T23:19:48.390375] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:19:48.527824] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:48.665810] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:48.808679] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:48.953404] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:49.097025] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:49.244069] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:49.388168] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:49.530387] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:49.681846] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:49.826783] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:49.827000] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_ema (score: 80.00%)
[2025-10-10T23:19:49.827061] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4992 tests
[2025-10-10T23:19:49.827099] [INFO ] [CONFIGURE ] CHMI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:19:49.827131] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:19:49.971076] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:50.115734] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:50.260731] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:50.408577] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:50.559051] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:50.708471] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:19:50.862683] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:51.012680] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:51.193063] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:19:51.345579] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:51.345805] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:19:51.345855] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4991 tests
[2025-10-10T23:19:51.345892] [INFO ] [CONFIGURE ] CHMI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:19:51.345981] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:19:51.472451] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:51.600240] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:51.728084] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:51.869249] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:51.997382] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:52.124792] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:52.253198] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:52.384849] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:52.516299] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:52.653149] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:52.653358] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:19:52.653421] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4990 tests
[2025-10-10T23:19:52.653496] [INFO ] [CONFIGURE ] CHMI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:19:52.653539] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:19:52.777951] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:52.900239] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:19:53.015939] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:53.131660] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:53.249090] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:53.367074] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:53.485095] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:53.608302] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:53.729720] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:53.854103] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:53.854284] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:19:53.854328] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4989 tests
[2025-10-10T23:19:53.854389] [INFO ] [CONFIGURE ] CHMI: Testing feature 8/29: add_macd
[2025-10-10T23:19:53.854449] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:19:54.015185] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:54.195671] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:19:54.352152] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:54.506018] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:19:54.661684] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:54.821517] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:54.984281] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:55.148924] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:55.309851] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:19:55.470580] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:55.470825] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:19:55.470882] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4988 tests
[2025-10-10T23:19:55.470923] [INFO ] [CONFIGURE ] CHMI: Testing feature 9/29: add_mfi
[2025-10-10T23:19:55.470958] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:19:55.604703] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:55.737750] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:55.870601] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:56.007853] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:56.158408] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:56.290780] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:56.423970] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:56.561563] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:56.696484] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:56.829567] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:56.829752] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:19:56.829809] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4987 tests
[2025-10-10T23:19:56.829849] [INFO ] [CONFIGURE ] CHMI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:19:56.829881] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:19:56.974850] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:57.121344] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:57.272102] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:57.420482] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:57.568134] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:57.717783] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:57.870782] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:58.024607] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:58.181232] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:19:58.337947] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:19:58.338107] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T23:19:58.338201] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4986 tests
[2025-10-10T23:19:58.338243] [INFO ] [CONFIGURE ] CHMI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:19:58.338274] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:19:58.470340] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:58.600290] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:19:58.732081] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:19:58.861288] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:19:58.992040] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:19:59.122210] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:19:59.252939] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:19:59.384983] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:19:59.524420] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:19:59.658992] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:19:59.659305] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-10T23:19:59.659363] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4985 tests
[2025-10-10T23:19:59.659446] [INFO ] [CONFIGURE ] CHMI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:19:59.659498] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:19:59.778904] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:19:59.899270] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:20:00.020827] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:00.142066] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:00.263387] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:00.385800] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:00.508497] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:00.633498] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:00.756538] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:00.882369] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:00.882537] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:20:00.882581] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4984 tests
[2025-10-10T23:20:00.882616] [INFO ] [CONFIGURE ] CHMI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:20:00.882672] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:20:01.009299] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:01.136453] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:20:01.288843] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:01.429593] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:01.577734] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:01.726578] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:01.881501] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:02.030820] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:02.180055] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:20:02.341307] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:02.341512] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:20:02.341557] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4983 tests
[2025-10-10T23:20:02.341595] [INFO ] [CONFIGURE ] CHMI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:20:02.341627] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:20:02.487389] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:02.636499] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:02.779916] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:02.915951] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:03.062758] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:03.213975] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:03.363265] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:03.516599] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:03.694991] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:20:03.890430] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:03.890704] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:20:03.890778] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4982 tests
[2025-10-10T23:20:03.890827] [INFO ] [CONFIGURE ] CHMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:20:03.890864] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:20:04.045305] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:04.196328] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:20:04.344510] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:04.484904] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:04.608325] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:04.728169] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:04.851188] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:04.968260] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:05.080159] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:05.204567] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:05.204740] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:20:05.204793] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4981 tests
[2025-10-10T23:20:05.204830] [INFO ] [CONFIGURE ] CHMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:20:05.204861] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:20:05.333174] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:05.457153] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:20:05.589820] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:05.731807] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:05.857928] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:05.985248] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:06.112853] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:06.244850] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:06.372889] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:06.500462] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:06.500627] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:20:06.500710] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4980 tests
[2025-10-10T23:20:06.500754] [INFO ] [CONFIGURE ] CHMI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:20:06.500786] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:20:06.628132] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:06.755687] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:06.886162] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:07.020249] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:07.149793] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:07.280470] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:07.412555] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:07.544630] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:07.680796] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:07.816747] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:07.816925] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-10T23:20:07.817003] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4979 tests
[2025-10-10T23:20:07.817046] [INFO ] [CONFIGURE ] CHMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:20:07.817079] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:20:07.933498] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:08.050784] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:08.171033] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:08.289893] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:08.410776] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:08.527343] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:08.644598] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:08.772859] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:08.896455] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:20:09.016193] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:09.016327] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:20:09.016370] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4978 tests
[2025-10-10T23:20:09.016405] [INFO ] [CONFIGURE ] CHMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:20:09.016436] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:20:09.139289] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:09.258103] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:09.376067] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:09.493455] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:09.638470] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:09.754907] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:09.877278] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:09.993483] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:10.107140] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:10.221215] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:10.221349] [INFO ] [CONFIGURE ] CHMI: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T23:20:10.221409] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4977 tests
[2025-10-10T23:20:10.221468] [INFO ] [CONFIGURE ] CHMI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:20:10.221502] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T23:20:10.352628] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:10.486928] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:10.630067] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:10.761021] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:10.893145] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:11.027187] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:11.159573] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:11.294046] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:11.426614] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:11.558567] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:11.558750] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:20:11.558811] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4976 tests
[2025-10-10T23:20:11.558849] [INFO ] [CONFIGURE ] CHMI: Testing feature 21/29: add_range_position
[2025-10-10T23:20:11.558880] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T23:20:11.695042] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:11.831523] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:20:11.967571] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:12.111184] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:12.255715] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:12.401633] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:12.549157] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:12.694822] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:12.844701] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:12.991338] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:12.991461] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:20:12.991505] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4975 tests
[2025-10-10T23:20:12.991539] [INFO ] [CONFIGURE ] CHMI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:20:12.991570] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T23:20:13.150914] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:13.316960] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:13.484876] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:13.644430] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:13.808594] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:13.969344] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:14.126514] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:14.290752] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:14.452392] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:20:14.611712] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:14.611892] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:20:14.611938] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4974 tests
[2025-10-10T23:20:14.611972] [INFO ] [CONFIGURE ] CHMI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:20:14.612003] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-10T23:20:14.741169] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:14.875973] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:15.007968] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:15.141378] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:15.279066] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:15.417983] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:15.564898] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:15.720194] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:15.860808] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:16.002412] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:16.002581] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:20:16.002626] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4973 tests
[2025-10-10T23:20:16.002697] [INFO ] [CONFIGURE ] CHMI: Testing feature 24/29: add_rsi
[2025-10-10T23:20:16.002743] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-10T23:20:16.157122] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:16.333840] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:16.489906] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:16.652915] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:16.813242] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:16.972782] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:20:17.132679] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:17.287296] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:17.442416] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:17.598899] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:17.599058] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:20:17.599116] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4972 tests
[2025-10-10T23:20:17.599153] [INFO ] [CONFIGURE ] CHMI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:20:17.599184] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-10T23:20:17.729345] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:17.858493] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:17.982260] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:18.106048] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:18.230508] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:18.357389] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:18.487490] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:18.614773] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:18.741497] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:18.868610] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:18.868748] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-10T23:20:18.868798] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4971 tests
[2025-10-10T23:20:18.868833] [INFO ] [CONFIGURE ] CHMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:20:18.868864] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-10T23:20:18.997431] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:19.124328] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:19.256442] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:19.386054] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:19.515087] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:19.644476] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:19.778585] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:19.917226] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:20.050004] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:20:20.181478] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:20.181598] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:20:20.181662] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4970 tests
[2025-10-10T23:20:20.181721] [INFO ] [CONFIGURE ] CHMI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:20:20.181755] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-10T23:20:20.318532] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:20.456385] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:20.597658] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:20.741403] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:20.884801] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:21.027267] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:21.174229] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:21.316313] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:21.461359] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:21.605499] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:21.605685] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:20:21.605746] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4969 tests
[2025-10-10T23:20:21.605786] [INFO ] [CONFIGURE ] CHMI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:20:21.605818] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-10T23:20:21.768742] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:21.909273] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.043333] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:22.173085] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.309040] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.443715] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.573966] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:22.703568] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.834165] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:22.966259] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:22.966413] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-10T23:20:22.966455] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4968 tests
[2025-10-10T23:20:22.966488] [INFO ] [CONFIGURE ] CHMI: Testing feature 29/29: add_vwap
[2025-10-10T23:20:22.966519] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-10T23:20:23.096316] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:20:23.225840] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:20:23.358779] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:23.498106] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:23.634954] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:20:23.771668] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:20:23.957881] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:24.133328] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:24.267757] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:20:24.404971] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:24.405210] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_vwap (score: 90.00%)
[2025-10-10T23:20:24.405314] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4967 tests
[2025-10-10T23:20:24.405384] [INFO ] [CONFIGURE ] CHMI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:20:24.405487] [INFO ] [CONFIGURE ] CHMI: Best accuracy: 90.00%
[2025-10-10T23:20:24.405530] [INFO ] [CONFIGURE ] CHMI: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:20:24.405562] [INFO ] [CONFIGURE ] CHMI: Improvement over baseline: 60.00%
[2025-10-10T23:20:24.405591] [INFO ] [CONFIGURE ] CHMI: Total time: 40.0 seconds
[2025-10-10T23:20:24.405620] [INFO ] [CONFIGURE ] CHMI: Average time per feature: 1.4 seconds
[2025-10-10T23:20:24.405676] [INFO ] [CONFIGURE ] CHMI: Average speed: 0.72 features/sec
[2025-10-10T23:20:24.406297] [INFO ] [LOCAL     ] Saved configuration for CHMI: 2 features, 90.00% accuracy -> ./output/feature-sets/CHMI.json
[2025-10-10T23:20:24.406354] [INFO ] [CONFIGURE ] CHMI: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-10T23:20:24.406408] [INFO ] [sig       ] [49/220] Successfully configured CHMI | 0.02 sym/s | Total: 34.7m | ETA: 2.0h
[2025-10-10T23:20:24.406490] [INFO ] [sig       ] [50/220] Configuring CION...
[2025-10-10T23:20:24.406565] [INFO ] [CONFIGURE ] CION: Configurate test run.
[2025-10-10T23:20:24.406661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-10-10T23:20:24.422333] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CION'.
[2025-10-10T23:20:24.422723] [INFO ] [CONFIGURE ] CION: Testing with 29 available features
[2025-10-10T23:20:24.422780] [INFO ] [CONFIGURE ] CION: Establishing baseline with no features...
[2025-10-10T23:20:24.535967] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:24.647976] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:20:24.786399] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:24.892710] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:24.993251] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:25.095556] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:20:25.203089] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:25.309380] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:25.415542] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:25.523425] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:25.523601] [INFO ] [CONFIGURE ] CION: Baseline score (no features): 20.00%
[2025-10-10T23:20:25.523682] [INFO ] [CONFIGURE ] CION: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:20:25.523737] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:20:25.641258] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:25.764312] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:20:25.879997] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:25.996922] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:26.113566] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:26.235891] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:20:26.365617] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:26.489728] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:26.609828] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:20:26.733960] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:26.734121] [INFO ] [CONFIGURE ] CION: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-10T23:20:26.734163] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4966 tests
[2025-10-10T23:20:26.734197] [INFO ] [CONFIGURE ] CION: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:20:26.734227] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:20:26.871374] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:27.007939] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:27.143108] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:27.280148] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:27.415767] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:27.551872] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:27.689886] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:27.838961] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:27.975049] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:28.113014] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:28.113176] [INFO ] [CONFIGURE ] CION: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-10T23:20:28.113219] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4965 tests
[2025-10-10T23:20:28.113254] [INFO ] [CONFIGURE ] CION: Testing feature 3/29: add_daily_returns
[2025-10-10T23:20:28.113286] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:20:28.251468] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:28.392569] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:28.536099] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:28.681031] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:28.822348] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:28.970949] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:29.123675] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:29.276754] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:29.431859] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:29.588199] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:29.588413] [INFO ] [CONFIGURE ] CION: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:20:29.588478] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4964 tests
[2025-10-10T23:20:29.588568] [INFO ] [CONFIGURE ] CION: Testing feature 4/29: add_ema
[2025-10-10T23:20:29.588609] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T23:20:29.752299] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:29.925402] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:30.096981] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:30.271441] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:30.433139] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:30.603587] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:30.779024] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:30.946265] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:31.112988] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:31.280508] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:31.280732] [INFO ] [CONFIGURE ] CION: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:20:31.280788] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4963 tests
[2025-10-10T23:20:31.280849] [INFO ] [CONFIGURE ] CION: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:20:31.280906] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:20:31.447436] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:31.613160] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:31.784743] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:31.963874] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:32.129636] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:32.303340] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:32.472977] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:32.642102] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:32.817164] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:32.991537] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:32.991735] [INFO ] [CONFIGURE ] CION: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:20:32.991791] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4962 tests
[2025-10-10T23:20:32.991827] [INFO ] [CONFIGURE ] CION: Testing feature 6/29: add_failed_moves
[2025-10-10T23:20:32.991859] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:20:33.166000] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:33.339092] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:33.521246] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:33.698363] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:33.908510] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:34.082058] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:34.255470] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:34.431535] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:34.606500] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:34.781189] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:34.781389] [INFO ] [CONFIGURE ] CION: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:20:34.781434] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4961 tests
[2025-10-10T23:20:34.781470] [INFO ] [CONFIGURE ] CION: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:20:34.781500] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:20:34.943733] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:35.105088] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:35.267203] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:35.431952] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:35.595942] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:35.772833] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:35.936449] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:36.108760] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:36.273863] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:20:36.440166] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:36.440322] [INFO ] [CONFIGURE ] CION: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:20:36.440365] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4960 tests
[2025-10-10T23:20:36.440399] [INFO ] [CONFIGURE ] CION: Testing feature 8/29: add_macd
[2025-10-10T23:20:36.440430] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:20:36.618719] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:36.821155] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:37.031528] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:37.234606] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:37.415675] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:37.605446] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:37.796478] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:37.995606] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:38.189575] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:38.387871] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:38.388055] [INFO ] [CONFIGURE ] CION: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:20:38.388101] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4959 tests
[2025-10-10T23:20:38.388138] [INFO ] [CONFIGURE ] CION: Testing feature 9/29: add_mfi
[2025-10-10T23:20:38.388171] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:20:38.578801] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:38.768818] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:38.951595] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:39.134087] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:39.316296] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:39.503436] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:39.685855] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:39.869829] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:40.056751] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:40.244042] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:40.244292] [INFO ] [CONFIGURE ] CION: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:20:40.244350] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4958 tests
[2025-10-10T23:20:40.244388] [INFO ] [CONFIGURE ] CION: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:20:40.244421] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:20:40.434754] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:40.626895] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:40.820265] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:41.027968] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:41.221444] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:41.424217] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:41.619218] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:41.818542] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:42.021351] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:42.220723] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:42.220926] [INFO ] [CONFIGURE ] CION: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:20:42.220994] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4957 tests
[2025-10-10T23:20:42.221054] [INFO ] [CONFIGURE ] CION: Testing feature 11/29: add_obv_daily
[2025-10-10T23:20:42.221089] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:20:42.401824] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:42.584832] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:42.756835] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:42.928622] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:43.099363] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:43.272334] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:43.457028] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:43.632533] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:43.807635] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:43.983151] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:43.983345] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:20:43.983407] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4956 tests
[2025-10-10T23:20:43.983447] [INFO ] [CONFIGURE ] CION: Testing feature 12/29: add_obv_interval
[2025-10-10T23:20:43.983480] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:20:44.149617] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:44.315539] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:44.487913] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:44.655338] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:44.822117] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:44.992358] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:45.164442] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:20:45.334520] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:45.510330] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:45.686441] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:45.686634] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:20:45.686715] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4955 tests
[2025-10-10T23:20:45.686759] [INFO ] [CONFIGURE ] CION: Testing feature 13/29: add_opening_strength
[2025-10-10T23:20:45.686793] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:20:45.873119] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:46.059354] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:46.247599] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:46.439636] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:46.623345] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:46.805991] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:20:46.993180] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:47.179607] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:47.361509] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:20:47.546817] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:47.547007] [INFO ] [CONFIGURE ] CION: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:20:47.547063] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4954 tests
[2025-10-10T23:20:47.547100] [INFO ] [CONFIGURE ] CION: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:20:47.547132] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:20:47.725965] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:47.901935] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:48.081200] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:48.257504] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:48.437394] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:48.618329] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:48.809833] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:20:49.000065] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:20:49.194929] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:49.378078] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:49.378251] [INFO ] [CONFIGURE ] CION: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:20:49.378295] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4953 tests
[2025-10-10T23:20:49.378328] [INFO ] [CONFIGURE ] CION: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:20:49.378360] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T23:20:49.540369] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:49.702488] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:49.865903] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:50.033628] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:20:50.200265] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:50.368062] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:50.549436] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:50.727598] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:50.905734] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:51.099241] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:51.099423] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:20:51.099469] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4952 tests
[2025-10-10T23:20:51.099508] [INFO ] [CONFIGURE ] CION: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:20:51.099543] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T23:20:51.284869] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:51.465389] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:51.636607] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:20:51.809060] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:51.993294] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:52.172432] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:52.353914] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:20:52.543263] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:52.729215] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:52.913384] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:52.913609] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:20:52.913698] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4951 tests
[2025-10-10T23:20:52.913753] [INFO ] [CONFIGURE ] CION: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:20:52.913832] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:20:53.098500] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:53.279769] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:53.466721] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:53.667803] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:53.848214] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:54.029368] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:54.212360] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:20:54.386498] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:54.560639] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:54.735549] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:54.735730] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:20:54.735787] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4950 tests
[2025-10-10T23:20:54.735894] [INFO ] [CONFIGURE ] CION: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:20:54.735935] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T23:20:54.902935] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:55.094287] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:55.257083] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:55.422965] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:55.588281] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:55.754307] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:55.920299] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:56.086682] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:56.257963] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:56.426103] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:20:56.426290] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:20:56.426354] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4949 tests
[2025-10-10T23:20:56.426392] [INFO ] [CONFIGURE ] CION: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:20:56.426423] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T23:20:56.589766] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:56.752252] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:56.918719] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:57.098550] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:57.263075] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:57.428037] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:20:57.593380] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:20:57.765216] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:57.933143] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:58.133118] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:58.133278] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:20:58.133322] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4948 tests
[2025-10-10T23:20:58.133357] [INFO ] [CONFIGURE ] CION: Testing feature 20/29: add_price_rejection
[2025-10-10T23:20:58.133389] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T23:20:58.303886] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:20:58.484366] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:20:58.660166] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:20:58.841895] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:20:59.022500] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:20:59.205062] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:20:59.384461] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:20:59.564201] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:20:59.744312] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:20:59.929399] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:20:59.929557] [INFO ] [CONFIGURE ] CION: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:20:59.929599] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4947 tests
[2025-10-10T23:20:59.929634] [INFO ] [CONFIGURE ] CION: Testing feature 21/29: add_range_position
[2025-10-10T23:20:59.929704] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T23:21:00.112874] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:00.296702] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:00.480947] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:00.668844] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:00.865363] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:01.054954] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:01.245030] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:01.436247] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:01.634864] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:01.833913] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:01.834126] [INFO ] [CONFIGURE ] CION: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:21:01.834175] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4946 tests
[2025-10-10T23:21:01.834212] [INFO ] [CONFIGURE ] CION: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:21:01.834243] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T23:21:02.043221] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:02.248507] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:02.454424] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:02.657337] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:02.868495] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:03.074720] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:03.281109] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:03.496593] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:03.703837] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:03.911125] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:03.911318] [INFO ] [CONFIGURE ] CION: KEPT add_realized_volatility (score: 70.00%)
[2025-10-10T23:21:03.911365] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4945 tests
[2025-10-10T23:21:03.911400] [INFO ] [CONFIGURE ] CION: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:21:03.911431] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:21:04.126129] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:04.339193] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:04.573886] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:04.795812] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:05.012573] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:05.229283] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:05.447433] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:05.667958] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:05.895203] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:06.119001] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:06.119167] [INFO ] [CONFIGURE ] CION: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:21:06.119210] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4944 tests
[2025-10-10T23:21:06.119246] [INFO ] [CONFIGURE ] CION: Testing feature 24/29: add_rsi
[2025-10-10T23:21:06.119278] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:21:06.355421] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:06.589343] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:06.812783] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:07.035428] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:07.260339] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:07.485719] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:07.730793] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:07.964427] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:21:08.199287] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:08.431416] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:08.431587] [INFO ] [CONFIGURE ] CION: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:21:08.431676] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4943 tests
[2025-10-10T23:21:08.431737] [INFO ] [CONFIGURE ] CION: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:21:08.431771] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:21:08.638200] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:08.849631] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:09.066929] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:09.269738] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:09.470945] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:09.674143] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:09.876409] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:10.080934] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:10.284301] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:10.489344] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:10.489553] [INFO ] [CONFIGURE ] CION: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:21:10.489612] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4942 tests
[2025-10-10T23:21:10.489674] [INFO ] [CONFIGURE ] CION: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:21:10.489727] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:21:10.719747] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:10.927469] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:11.133727] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:11.340266] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:11.575049] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:11.852049] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:12.162353] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:12.462137] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:12.737914] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:12.970412] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:21:12.970599] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:21:12.970674] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4941 tests
[2025-10-10T23:21:12.970738] [INFO ] [CONFIGURE ] CION: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:21:12.970774] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:21:13.210359] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:13.442129] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:13.678167] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:13.904722] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:14.133673] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:14.364129] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:21:14.597297] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:14.827458] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:15.058890] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:15.288881] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:15.289102] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:21:15.289154] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4940 tests
[2025-10-10T23:21:15.289188] [INFO ] [CONFIGURE ] CION: Testing feature 28/29: add_volume_profile
[2025-10-10T23:21:15.289219] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:21:15.498826] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:15.711629] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:15.923321] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:21:16.137768] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:16.351367] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:21:16.564302] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:21:16.806684] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:17.019724] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:21:17.234148] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:17.449283] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:17.449502] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:21:17.449594] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4939 tests
[2025-10-10T23:21:17.449684] [INFO ] [CONFIGURE ] CION: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:21:17.449741] [INFO ] [CONFIGURE ] CION: Best accuracy: 70.00%
[2025-10-10T23:21:17.449776] [INFO ] [CONFIGURE ] CION: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T23:21:17.449805] [INFO ] [CONFIGURE ] CION: Improvement over baseline: 50.00%
[2025-10-10T23:21:17.449831] [INFO ] [CONFIGURE ] CION: Total time: 51.9 seconds
[2025-10-10T23:21:17.449856] [INFO ] [CONFIGURE ] CION: Average time per feature: 1.9 seconds
[2025-10-10T23:21:17.449882] [INFO ] [CONFIGURE ] CION: Average speed: 0.56 features/sec
[2025-10-10T23:21:17.450525] [INFO ] [LOCAL     ] Saved configuration for CION: 5 features, 70.00% accuracy -> ./output/feature-sets/CION.json
[2025-10-10T23:21:17.450579] [INFO ] [CONFIGURE ] CION: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-10-10T23:21:17.450637] [INFO ] [sig       ] [50/220] Successfully configured CION | 0.02 sym/s | Total: 35.6m | ETA: 2.0h
[2025-10-10T23:21:17.450733] [INFO ] [sig       ] [51/220] Configuring CMA...
[2025-10-10T23:21:17.450802] [INFO ] [CONFIGURE ] CMA: Configurate test run.
[2025-10-10T23:21:17.450875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-10-10T23:21:17.465327] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMA'.
[2025-10-10T23:21:17.465688] [INFO ] [CONFIGURE ] CMA: Testing with 29 available features
[2025-10-10T23:21:17.465745] [INFO ] [CONFIGURE ] CMA: Establishing baseline with no features...
[2025-10-10T23:21:17.579761] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:17.691265] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:17.801360] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:17.910404] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:18.020368] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:18.129846] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:18.241105] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:18.353714] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:18.468834] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:18.580404] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:18.580557] [INFO ] [CONFIGURE ] CMA: Baseline score (no features): 40.00%
[2025-10-10T23:21:18.580600] [INFO ] [CONFIGURE ] CMA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:21:18.580634] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:21:18.699066] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:18.819235] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:18.947161] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:19.066140] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:19.194015] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:19.312939] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:19.437857] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:19.558958] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:19.681753] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:19.805095] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:19.805254] [INFO ] [CONFIGURE ] CMA: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:21:19.805300] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4938 tests
[2025-10-10T23:21:19.805336] [INFO ] [CONFIGURE ] CMA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:21:19.805422] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:21:19.942283] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:20.078393] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:20.214605] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:20.353330] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:20.492016] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:20.631025] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:20.771190] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:20.912843] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:21.056016] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:21.199975] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:21:21.200136] [INFO ] [CONFIGURE ] CMA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:21:21.200178] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4937 tests
[2025-10-10T23:21:21.200212] [INFO ] [CONFIGURE ] CMA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:21:21.200243] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:21:21.324264] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:21.449540] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:21.581040] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:21.707459] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:21.836959] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:21.964186] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:22.088318] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:22.213359] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:22.341225] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:22.468143] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:22.468299] [INFO ] [CONFIGURE ] CMA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:21:22.468362] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4936 tests
[2025-10-10T23:21:22.468401] [INFO ] [CONFIGURE ] CMA: Testing feature 4/29: add_ema
[2025-10-10T23:21:22.468433] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:21:22.607169] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:22.742605] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:22.881249] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:23.020048] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:23.161019] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:23.299347] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:23.439959] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:23.581035] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:23.726873] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:23.873735] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:23.873928] [INFO ] [CONFIGURE ] CMA: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:21:23.873973] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4935 tests
[2025-10-10T23:21:23.874009] [INFO ] [CONFIGURE ] CMA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:21:23.874039] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:21:24.028064] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:24.183339] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:24.334137] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:24.480532] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:24.624958] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:24.775155] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:24.920151] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:25.068162] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:25.217320] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:25.367390] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:25.367564] [INFO ] [CONFIGURE ] CMA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:21:25.367609] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4934 tests
[2025-10-10T23:21:25.367666] [INFO ] [CONFIGURE ] CMA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:21:25.367723] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:21:25.491350] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:25.619130] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:25.745815] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:25.871564] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:25.996326] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:26.121973] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:26.252578] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:26.385381] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:26.518658] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:26.652874] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:26.653071] [INFO ] [CONFIGURE ] CMA: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:21:26.653168] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4933 tests
[2025-10-10T23:21:26.653212] [INFO ] [CONFIGURE ] CMA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:21:26.653245] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:21:26.773229] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:26.893177] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:27.013792] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:27.135793] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:27.257735] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:27.379936] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:27.501847] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:21:27.626158] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:27.751938] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:27.877843] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:27.877999] [INFO ] [CONFIGURE ] CMA: DISCARDED add_lag_shelf (score: 20.00%)
[2025-10-10T23:21:27.878043] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4932 tests
[2025-10-10T23:21:27.878078] [INFO ] [CONFIGURE ] CMA: Testing feature 8/29: add_macd
[2025-10-10T23:21:27.878111] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:21:28.036357] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:28.197702] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:28.359412] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:28.520317] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:28.682378] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:28.878865] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:29.036189] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:29.196592] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:29.356179] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:29.515918] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:29.516136] [INFO ] [CONFIGURE ] CMA: KEPT add_macd (score: 60.00%)
[2025-10-10T23:21:29.516182] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4931 tests
[2025-10-10T23:21:29.516219] [INFO ] [CONFIGURE ] CMA: Testing feature 9/29: add_mfi
[2025-10-10T23:21:29.516252] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:21:29.689263] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:29.862844] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:30.035880] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:30.211684] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:30.389006] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:30.567590] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:30.747154] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:30.926421] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:31.105251] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:31.285580] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:31.285796] [INFO ] [CONFIGURE ] CMA: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:21:31.285856] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4930 tests
[2025-10-10T23:21:31.285897] [INFO ] [CONFIGURE ] CMA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:21:31.285932] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:21:31.473097] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:31.663267] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:31.855015] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:32.038904] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:32.225622] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:32.417219] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:32.607049] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:32.791279] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:32.979065] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:33.181052] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:33.181909] [INFO ] [CONFIGURE ] CMA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:21:33.181974] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4929 tests
[2025-10-10T23:21:33.182013] [INFO ] [CONFIGURE ] CMA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:21:33.182045] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:21:33.345409] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:33.510557] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:33.675270] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:33.839399] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:34.005259] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:34.177587] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:34.342822] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:34.510082] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:34.679668] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:34.862011] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:34.862215] [INFO ] [CONFIGURE ] CMA: KEPT add_obv_daily (score: 80.00%)
[2025-10-10T23:21:34.862277] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4928 tests
[2025-10-10T23:21:34.862316] [INFO ] [CONFIGURE ] CMA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:21:34.862369] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:21:35.030276] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:35.201435] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:35.372042] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:35.545611] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:35.720693] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:35.897877] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:36.073562] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:36.250513] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:36.429423] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:36.614801] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:36.614990] [INFO ] [CONFIGURE ] CMA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:21:36.615038] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4927 tests
[2025-10-10T23:21:36.615078] [INFO ] [CONFIGURE ] CMA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:21:36.615113] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:21:36.801772] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:36.986850] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:37.174553] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:37.367668] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:37.557810] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:37.746892] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:37.965715] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:38.162761] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:38.348483] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:38.535727] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:38.535893] [INFO ] [CONFIGURE ] CMA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:21:38.535936] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4926 tests
[2025-10-10T23:21:38.535971] [INFO ] [CONFIGURE ] CMA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:21:38.536001] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:21:38.720990] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:38.909698] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:39.106963] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:39.298454] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:39.503832] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:39.712779] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:39.928913] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:40.136484] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:40.323508] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:40.511279] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:40.511472] [INFO ] [CONFIGURE ] CMA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:21:40.511518] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4925 tests
[2025-10-10T23:21:40.511553] [INFO ] [CONFIGURE ] CMA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:21:40.511584] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-10T23:21:40.679158] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:40.844816] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:41.019729] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:21:41.187110] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:41.355489] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:41.531632] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:41.698105] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:41.871428] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:21:42.040601] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:21:42.216472] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:42.216633] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:21:42.216749] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4924 tests
[2025-10-10T23:21:42.216808] [INFO ] [CONFIGURE ] CMA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:21:42.216844] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:21:42.394176] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:42.577275] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:42.757429] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:42.930817] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:43.105591] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:43.280423] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:43.456750] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:43.642039] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:43.832840] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:44.038466] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:44.038638] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:21:44.038721] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4923 tests
[2025-10-10T23:21:44.038760] [INFO ] [CONFIGURE ] CMA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:21:44.038792] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:21:44.216873] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:44.399016] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:44.576878] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:44.755442] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:44.935212] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:45.116465] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:45.297140] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:45.483232] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:45.666867] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:45.851538] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:45.851757] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:21:45.851811] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4922 tests
[2025-10-10T23:21:45.851848] [INFO ] [CONFIGURE ] CMA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:21:45.851878] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:21:46.018229] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:46.185839] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:46.356869] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:46.522115] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:46.690861] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:46.861314] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:47.057397] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:47.234324] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:47.407602] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:47.579169] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:47.579368] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:21:47.579413] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4921 tests
[2025-10-10T23:21:47.579450] [INFO ] [CONFIGURE ] CMA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:21:47.579481] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:21:47.744220] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:47.907460] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:48.071666] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:48.237496] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:48.404102] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:48.574319] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:48.744099] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:48.914385] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:49.087937] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:49.262509] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:49.262727] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:21:49.262785] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4920 tests
[2025-10-10T23:21:49.262823] [INFO ] [CONFIGURE ] CMA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:21:49.262855] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:21:49.441869] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:49.619391] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:49.797038] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:49.980540] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:50.158492] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:50.337031] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:50.516720] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:50.699795] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:50.884564] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:51.071766] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:51.071963] [INFO ] [CONFIGURE ] CMA: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:21:51.072025] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4919 tests
[2025-10-10T23:21:51.072064] [INFO ] [CONFIGURE ] CMA: Testing feature 21/29: add_range_position
[2025-10-10T23:21:51.072097] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:21:51.259070] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:51.444361] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:51.639287] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:51.831457] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:52.019455] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:52.205706] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:52.391072] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:52.585013] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:52.779097] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:52.975226] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:52.975407] [INFO ] [CONFIGURE ] CMA: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:21:52.975453] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4918 tests
[2025-10-10T23:21:52.975489] [INFO ] [CONFIGURE ] CMA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:21:52.975522] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:21:53.171888] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:53.368872] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:53.574801] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:53.777182] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:53.983894] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:54.187556] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:54.391746] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:54.594758] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:54.795932] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:54.998259] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:54.998417] [INFO ] [CONFIGURE ] CMA: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:21:54.998462] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4917 tests
[2025-10-10T23:21:54.998497] [INFO ] [CONFIGURE ] CMA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:21:54.998530] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-10T23:21:55.174233] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:55.360217] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:55.552752] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:55.732791] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:55.913341] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:56.135630] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:56.327804] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:56.516566] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:56.703967] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:56.894755] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:56.894921] [INFO ] [CONFIGURE ] CMA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:21:56.894964] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4916 tests
[2025-10-10T23:21:56.894999] [INFO ] [CONFIGURE ] CMA: Testing feature 24/29: add_rsi
[2025-10-10T23:21:56.895030] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-10T23:21:57.094099] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:21:57.294442] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:21:57.495058] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:57.705071] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:21:57.909281] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:58.113969] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:21:58.323116] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:21:58.528045] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:21:58.726286] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:21:58.926185] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:21:58.926346] [INFO ] [CONFIGURE ] CMA: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:21:58.926389] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4915 tests
[2025-10-10T23:21:58.926423] [INFO ] [CONFIGURE ] CMA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:21:58.926456] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-10T23:21:59.101152] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:21:59.273918] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:21:59.449998] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:21:59.628218] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:21:59.804849] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:21:59.989708] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:00.215274] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:00.407585] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:00.585828] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:22:00.769141] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:00.769291] [INFO ] [CONFIGURE ] CMA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:22:00.769386] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4914 tests
[2025-10-10T23:22:00.769430] [INFO ] [CONFIGURE ] CMA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:22:00.769462] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-10T23:22:00.944136] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:01.119813] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:01.300693] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:22:01.477017] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:22:01.657032] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:01.835516] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:02.014296] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:02.238699] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:02.454458] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:22:02.672493] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:02.672697] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:22:02.672759] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4913 tests
[2025-10-10T23:22:02.672798] [INFO ] [CONFIGURE ] CMA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:22:02.672830] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-10T23:22:02.862925] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:03.051742] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:03.243003] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:22:03.430512] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:22:03.619441] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:03.805460] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:03.992138] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:04.184517] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:04.372465] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:22:04.566014] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:04.566211] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:22:04.566255] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4912 tests
[2025-10-10T23:22:04.566294] [INFO ] [CONFIGURE ] CMA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:22:04.566328] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile']
[2025-10-10T23:22:04.794628] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:05.036911] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:05.271897] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:22:05.488111] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:22:05.688095] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:05.864990] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:06.042862] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:06.223962] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:06.419372] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:22:06.627246] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:06.627420] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:22:06.627464] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4911 tests
[2025-10-10T23:22:06.627523] [INFO ] [CONFIGURE ] CMA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:22:06.627579] [INFO ] [CONFIGURE ] CMA: Best accuracy: 80.00%
[2025-10-10T23:22:06.627614] [INFO ] [CONFIGURE ] CMA: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:22:06.627666] [INFO ] [CONFIGURE ] CMA: Improvement over baseline: 40.00%
[2025-10-10T23:22:06.627718] [INFO ] [CONFIGURE ] CMA: Total time: 48.0 seconds
[2025-10-10T23:22:06.627748] [INFO ] [CONFIGURE ] CMA: Average time per feature: 1.7 seconds
[2025-10-10T23:22:06.627776] [INFO ] [CONFIGURE ] CMA: Average speed: 0.60 features/sec
[2025-10-10T23:22:06.628431] [INFO ] [LOCAL     ] Saved configuration for CMA: 4 features, 80.00% accuracy -> ./output/feature-sets/CMA.json
[2025-10-10T23:22:06.628486] [INFO ] [CONFIGURE ] CMA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:22:06.628536] [INFO ] [sig       ] [51/220] Successfully configured CMA | 0.02 sym/s | Total: 36.4m | ETA: 2.0h
[2025-10-10T23:22:06.628611] [INFO ] [sig       ] [52/220] Configuring CMC...
[2025-10-10T23:22:06.628725] [INFO ] [CONFIGURE ] CMC: Configurate test run.
[2025-10-10T23:22:06.628798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-10-10T23:22:06.643343] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMC'.
[2025-10-10T23:22:06.643760] [INFO ] [CONFIGURE ] CMC: Testing with 29 available features
[2025-10-10T23:22:06.643815] [INFO ] [CONFIGURE ] CMC: Establishing baseline with no features...
[2025-10-10T23:22:06.747977] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:06.853332] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:06.962407] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:07.067063] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:07.171764] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:07.277373] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:22:07.381991] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:07.488326] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:07.595026] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:07.703086] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:07.703240] [INFO ] [CONFIGURE ] CMC: Baseline score (no features): 70.00%
[2025-10-10T23:22:07.703284] [INFO ] [CONFIGURE ] CMC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:22:07.703319] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:22:07.817701] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:07.934397] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:08.051058] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:08.167028] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:08.283560] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:08.399039] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:08.520970] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:08.640428] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:08.759277] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:22:08.881027] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:08.881186] [INFO ] [CONFIGURE ] CMC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:22:08.881228] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4910 tests
[2025-10-10T23:22:08.881263] [INFO ] [CONFIGURE ] CMC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:22:08.881293] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:22:09.007753] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:09.132634] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:09.258514] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:09.388809] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:09.511860] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:09.637227] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:09.776366] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:09.906503] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:10.038749] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:10.171046] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:10.171246] [INFO ] [CONFIGURE ] CMC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:22:10.171293] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4909 tests
[2025-10-10T23:22:10.171331] [INFO ] [CONFIGURE ] CMC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:22:10.171364] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_daily_returns']
[2025-10-10T23:22:10.307225] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:10.418921] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:10.530980] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:10.641062] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:10.749463] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:10.860911] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:10.972737] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:11.083007] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:11.194722] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:11.310738] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:11.310917] [INFO ] [CONFIGURE ] CMC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:22:11.310962] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4908 tests
[2025-10-10T23:22:11.310998] [INFO ] [CONFIGURE ] CMC: Testing feature 4/29: add_ema
[2025-10-10T23:22:11.311032] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_ema']
[2025-10-10T23:22:11.432848] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:11.554484] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:11.673781] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:11.795295] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:11.916672] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:12.033999] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:12.152578] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:12.272705] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:12.392024] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:12.516390] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:12.516607] [INFO ] [CONFIGURE ] CMC: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:22:12.516691] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4907 tests
[2025-10-10T23:22:12.516741] [INFO ] [CONFIGURE ] CMC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:22:12.516775] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:22:12.641014] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:12.778118] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:12.928052] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:13.076186] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:13.211061] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:13.340690] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:13.470882] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:13.604031] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:13.739046] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:13.870780] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:13.870952] [INFO ] [CONFIGURE ] CMC: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-10T23:22:13.870995] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4906 tests
[2025-10-10T23:22:13.871030] [INFO ] [CONFIGURE ] CMC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:22:13.871064] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:22:14.008263] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:14.144544] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:14.281273] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:14.420725] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:14.566156] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:14.709938] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:14.855118] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:15.003543] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:15.150668] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:15.297710] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:15.297874] [INFO ] [CONFIGURE ] CMC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:22:15.297916] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4905 tests
[2025-10-10T23:22:15.297951] [INFO ] [CONFIGURE ] CMC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:22:15.297981] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:22:15.431271] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:15.560462] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:15.690469] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:15.820750] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:15.952049] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:16.090152] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:16.228999] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:16.366173] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:16.496465] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:16.626701] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:16.626876] [INFO ] [CONFIGURE ] CMC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:22:16.626920] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4904 tests
[2025-10-10T23:22:16.626993] [INFO ] [CONFIGURE ] CMC: Testing feature 8/29: add_macd
[2025-10-10T23:22:16.627043] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:22:16.783241] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:16.934607] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:17.087923] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:22:17.243281] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:17.401298] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:17.591537] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:17.750501] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:22:17.908108] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:18.068474] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:18.236597] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:18.236813] [INFO ] [CONFIGURE ] CMC: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:22:18.236865] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4903 tests
[2025-10-10T23:22:18.236907] [INFO ] [CONFIGURE ] CMC: Testing feature 9/29: add_mfi
[2025-10-10T23:22:18.236965] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:22:18.385670] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:18.541376] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:18.698272] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:18.853218] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:19.007612] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:19.166228] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:19.317985] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:19.466458] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:19.615398] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:19.774953] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:19.775127] [INFO ] [CONFIGURE ] CMC: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:22:19.775171] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4902 tests
[2025-10-10T23:22:19.775207] [INFO ] [CONFIGURE ] CMC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:22:19.775238] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:22:19.932578] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:20.089871] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:20.248637] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:20.419973] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:20.618860] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:20.778858] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:20.941073] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:21.106581] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:21.270002] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:21.433071] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:21.433229] [INFO ] [CONFIGURE ] CMC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:22:21.433271] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4901 tests
[2025-10-10T23:22:21.433307] [INFO ] [CONFIGURE ] CMC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:22:21.433339] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:22:21.569159] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:21.705706] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:21.847616] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:21.981669] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:22.117557] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:22.250881] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:22.388948] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:22:22.525131] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:22.660381] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:22.805120] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:22.805298] [INFO ] [CONFIGURE ] CMC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:22:22.805343] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4900 tests
[2025-10-10T23:22:22.805378] [INFO ] [CONFIGURE ] CMC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:22:22.805409] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:22:22.948478] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:23.091108] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:23.232588] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:23.375042] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:23.524535] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:23.670595] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:22:23.817524] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:22:23.959115] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:24.103348] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:24.244217] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:24.244386] [INFO ] [CONFIGURE ] CMC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:22:24.244490] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4899 tests
[2025-10-10T23:22:24.244546] [INFO ] [CONFIGURE ] CMC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:22:24.244581] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:22:24.390766] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:24.540923] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:24.689217] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:24.833812] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:24.978948] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:25.130874] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:25.282884] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:22:25.431255] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:25.578539] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:25.725599] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:25.725784] [INFO ] [CONFIGURE ] CMC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:22:25.725833] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4898 tests
[2025-10-10T23:22:25.725869] [INFO ] [CONFIGURE ] CMC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:22:25.725899] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:22:25.873626] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:26.020506] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:26.170360] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:26.319556] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:26.468806] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:26.621053] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:26.771100] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:26.921773] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:27.074903] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:27.226766] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:27.226964] [INFO ] [CONFIGURE ] CMC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:22:27.227026] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4897 tests
[2025-10-10T23:22:27.227066] [INFO ] [CONFIGURE ] CMC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:22:27.227098] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T23:22:27.359633] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:27.493424] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:27.631070] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:27.767950] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:27.897673] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:28.026423] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:28.155614] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:28.288481] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:28.419795] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:28.552115] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:28.552260] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:22:28.552304] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4896 tests
[2025-10-10T23:22:28.552338] [INFO ] [CONFIGURE ] CMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:22:28.552368] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T23:22:28.691545] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:28.837615] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:28.979455] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:29.121830] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:29.265777] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:29.409160] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:29.552765] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:29.722388] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:29.868014] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:30.018950] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:30.019169] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:22:30.019220] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4895 tests
[2025-10-10T23:22:30.019257] [INFO ] [CONFIGURE ] CMC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:22:30.019289] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:22:30.164896] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:30.310248] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:30.457961] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:30.608096] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:30.758272] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:30.908663] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:31.059820] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:31.217128] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:31.369121] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:31.517758] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:31.517883] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:22:31.517928] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4894 tests
[2025-10-10T23:22:31.517963] [INFO ] [CONFIGURE ] CMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:22:31.518017] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T23:22:31.652177] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:31.786355] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:31.922319] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:32.058340] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:32.193403] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:32.329108] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:32.465579] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:32.606842] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:32.757809] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:32.891956] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:32.892121] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:22:32.892164] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4893 tests
[2025-10-10T23:22:32.892199] [INFO ] [CONFIGURE ] CMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:22:32.892229] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T23:22:33.023855] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:33.158780] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:33.292488] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:33.429236] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:33.566412] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:33.702019] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:33.841511] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:33.977026] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:34.112772] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:34.248165] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:34.248349] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:22:34.248412] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4892 tests
[2025-10-10T23:22:34.248450] [INFO ] [CONFIGURE ] CMC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:22:34.248482] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T23:22:34.388360] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:34.531910] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:34.680685] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:34.826184] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:34.974902] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:35.125474] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:35.272666] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:35.415923] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:35.560439] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:35.706467] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:35.706629] [INFO ] [CONFIGURE ] CMC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:22:35.706710] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4891 tests
[2025-10-10T23:22:35.706756] [INFO ] [CONFIGURE ] CMC: Testing feature 21/29: add_range_position
[2025-10-10T23:22:35.706788] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T23:22:35.857185] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:36.008737] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:36.161610] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:36.318968] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:36.469735] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:36.620442] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:36.771045] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:36.922167] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:37.074415] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:37.229774] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:22:37.229981] [INFO ] [CONFIGURE ] CMC: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:22:37.230027] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4890 tests
[2025-10-10T23:22:37.230066] [INFO ] [CONFIGURE ] CMC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:22:37.230098] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T23:22:37.398036] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:37.564262] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:22:37.736997] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:37.917210] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:38.093252] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:38.265297] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:38.437368] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:38.609940] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:38.804768] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:38.980567] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:38.980738] [INFO ] [CONFIGURE ] CMC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:22:38.980791] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4889 tests
[2025-10-10T23:22:38.980827] [INFO ] [CONFIGURE ] CMC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:22:38.980857] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-10T23:22:39.118437] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:39.255007] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:39.391821] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:39.529903] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:39.676113] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:39.821668] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:39.968848] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:40.115900] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:40.267332] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:40.449577] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:40.449830] [INFO ] [CONFIGURE ] CMC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:22:40.449884] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4888 tests
[2025-10-10T23:22:40.449948] [INFO ] [CONFIGURE ] CMC: Testing feature 24/29: add_rsi
[2025-10-10T23:22:40.450007] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-10T23:22:40.607547] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:40.765291] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:40.923895] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:41.083503] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:41.241944] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:41.404906] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:41.568199] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:41.728266] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:41.888843] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:42.048962] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:42.049111] [INFO ] [CONFIGURE ] CMC: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:22:42.049206] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4887 tests
[2025-10-10T23:22:42.049248] [INFO ] [CONFIGURE ] CMC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:22:42.049279] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T23:22:42.182443] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:42.315906] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:42.452689] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:42.590020] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:42.728116] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:42.865388] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:43.002152] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:43.139880] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:43.277033] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:43.415503] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:43.415632] [INFO ] [CONFIGURE ] CMC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:22:43.415711] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4886 tests
[2025-10-10T23:22:43.415754] [INFO ] [CONFIGURE ] CMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:22:43.415786] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-10T23:22:43.552393] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:43.689566] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:43.834126] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:43.972622] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:44.132786] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:44.295767] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:44.444149] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:44.625119] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:44.768385] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:44.923382] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:44.923738] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:22:44.923798] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4885 tests
[2025-10-10T23:22:44.923835] [INFO ] [CONFIGURE ] CMC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:22:44.923866] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-10T23:22:45.069313] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:22:45.217004] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:45.363100] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:45.509028] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:45.654977] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:45.804520] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:45.953454] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:46.103236] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:22:46.254836] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:46.405914] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:46.406086] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:22:46.406131] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4884 tests
[2025-10-10T23:22:46.406166] [INFO ] [CONFIGURE ] CMC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:22:46.406196] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-10T23:22:46.548358] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:22:46.688128] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:22:46.832625] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:46.977574] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:47.124388] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:47.273006] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:47.416818] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:22:47.565027] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:22:47.709709] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:47.888148] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:22:47.888318] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:22:47.888363] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4883 tests
[2025-10-10T23:22:47.888400] [INFO ] [CONFIGURE ] CMC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:22:47.888431] [INFO ] [CONFIGURE ] CMC: Best accuracy: 80.00%
[2025-10-10T23:22:47.888462] [INFO ] [CONFIGURE ] CMC: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:22:47.888493] [INFO ] [CONFIGURE ] CMC: Improvement over baseline: 10.00%
[2025-10-10T23:22:47.888522] [INFO ] [CONFIGURE ] CMC: Total time: 40.2 seconds
[2025-10-10T23:22:47.888550] [INFO ] [CONFIGURE ] CMC: Average time per feature: 1.4 seconds
[2025-10-10T23:22:47.888580] [INFO ] [CONFIGURE ] CMC: Average speed: 0.72 features/sec
[2025-10-10T23:22:47.889020] [INFO ] [LOCAL     ] Saved configuration for CMC: 2 features, 80.00% accuracy -> ./output/feature-sets/CMC.json
[2025-10-10T23:22:47.889075] [INFO ] [CONFIGURE ] CMC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:22:47.889116] [INFO ] [sig       ] [52/220] Successfully configured CMC | 0.02 sym/s | Total: 37.1m | ETA: 2.0h
[2025-10-10T23:22:47.889155] [INFO ] [sig       ] [53/220] Configuring CMS...
[2025-10-10T23:22:47.889277] [INFO ] [CONFIGURE ] CMS: Configurate test run.
[2025-10-10T23:22:47.889328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-10-10T23:22:47.903934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMS'.
[2025-10-10T23:22:47.904355] [INFO ] [CONFIGURE ] CMS: Testing with 29 available features
[2025-10-10T23:22:47.904411] [INFO ] [CONFIGURE ] CMS: Establishing baseline with no features...
[2025-10-10T23:22:48.012557] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:48.121047] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:48.229795] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:48.335420] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:48.455976] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:48.582662] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:48.690580] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:48.799938] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:22:48.909355] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:22:49.017356] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:49.017491] [INFO ] [CONFIGURE ] CMS: Baseline score (no features): 50.00%
[2025-10-10T23:22:49.017536] [INFO ] [CONFIGURE ] CMS: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:22:49.017591] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:22:49.138822] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:49.258841] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:49.376058] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:49.494334] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:49.613346] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:22:49.749603] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:49.892622] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:50.027342] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:22:50.165930] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:50.299455] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:50.299672] [INFO ] [CONFIGURE ] CMS: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:22:50.299737] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4882 tests
[2025-10-10T23:22:50.299776] [INFO ] [CONFIGURE ] CMS: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:22:50.299808] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:22:50.443455] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:50.583122] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:50.723327] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:50.863439] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:51.010993] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:51.171261] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:51.311960] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:51.457267] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:22:51.605044] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:22:51.754571] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:51.754801] [INFO ] [CONFIGURE ] CMS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:22:51.754880] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4881 tests
[2025-10-10T23:22:51.754940] [INFO ] [CONFIGURE ] CMS: Testing feature 3/29: add_daily_returns
[2025-10-10T23:22:51.754976] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:22:51.891566] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.010313] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.129940] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:52.250744] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:52.371948] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.493110] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.615247] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:52.738613] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:22:52.862196] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.987625] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:52.987814] [INFO ] [CONFIGURE ] CMS: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:22:52.987861] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4880 tests
[2025-10-10T23:22:52.987895] [INFO ] [CONFIGURE ] CMS: Testing feature 4/29: add_ema
[2025-10-10T23:22:52.987926] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:22:53.125497] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:53.259906] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:53.393998] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:53.528816] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:53.663898] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:53.806482] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:53.971715] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:54.109158] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:22:54.249772] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:22:54.388246] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:54.388430] [INFO ] [CONFIGURE ] CMS: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:22:54.388474] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4879 tests
[2025-10-10T23:22:54.388509] [INFO ] [CONFIGURE ] CMS: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:22:54.388540] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:22:54.530500] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:54.672944] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:22:54.815041] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:54.957862] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:55.103115] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:55.253355] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:55.407238] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:55.556515] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:55.707174] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:55.855132] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:55.855303] [INFO ] [CONFIGURE ] CMS: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:22:55.855348] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4878 tests
[2025-10-10T23:22:55.855382] [INFO ] [CONFIGURE ] CMS: Testing feature 6/29: add_failed_moves
[2025-10-10T23:22:55.855412] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:22:56.005135] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:56.154553] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:22:56.305223] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:56.456768] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:56.607804] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:56.759801] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:56.917352] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:57.118678] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:57.355135] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:57.576792] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:57.577088] [INFO ] [CONFIGURE ] CMS: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:22:57.577159] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4877 tests
[2025-10-10T23:22:57.577212] [INFO ] [CONFIGURE ] CMS: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:22:57.577256] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:22:57.751588] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:22:57.912830] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:22:58.062767] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:22:58.207910] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:58.354029] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:22:58.500339] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:22:58.647615] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:22:58.793831] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:22:58.944000] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:22:59.090418] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:22:59.090598] [INFO ] [CONFIGURE ] CMS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:22:59.090660] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4876 tests
[2025-10-10T23:22:59.090721] [INFO ] [CONFIGURE ] CMS: Testing feature 8/29: add_macd
[2025-10-10T23:22:59.090755] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:22:59.255824] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:22:59.422146] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:22:59.594215] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:22:59.793327] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:22:59.981314] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:00.172814] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:00.367415] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:00.551796] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:00.754288] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:00.949758] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:00.950031] [INFO ] [CONFIGURE ] CMS: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:23:00.950093] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4875 tests
[2025-10-10T23:23:00.950132] [INFO ] [CONFIGURE ] CMS: Testing feature 9/29: add_mfi
[2025-10-10T23:23:00.950164] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:23:01.131682] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:01.309606] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:01.494722] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:01.670502] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:01.834442] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:01.996286] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:02.160451] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:02.323531] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:02.483059] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:02.645848] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:02.646023] [INFO ] [CONFIGURE ] CMS: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:23:02.646068] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4874 tests
[2025-10-10T23:23:02.646104] [INFO ] [CONFIGURE ] CMS: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:23:02.646137] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:23:02.829631] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:03.013085] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:03.200477] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:23:03.384963] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:03.571045] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:03.758864] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:03.951590] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:04.144921] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:04.323922] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:04.502672] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:04.502831] [INFO ] [CONFIGURE ] CMS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:23:04.502875] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4873 tests
[2025-10-10T23:23:04.502909] [INFO ] [CONFIGURE ] CMS: Testing feature 11/29: add_obv_daily
[2025-10-10T23:23:04.502939] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:23:04.650716] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:04.806965] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:04.978466] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:05.154568] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:05.310894] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:05.465496] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:05.621688] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:05.783296] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:05.943158] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:06.100617] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:06.100800] [INFO ] [CONFIGURE ] CMS: KEPT add_obv_daily (score: 80.00%)
[2025-10-10T23:23:06.100848] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4872 tests
[2025-10-10T23:23:06.100884] [INFO ] [CONFIGURE ] CMS: Testing feature 12/29: add_obv_interval
[2025-10-10T23:23:06.100915] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:23:06.269935] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:06.438085] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:06.605630] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:06.769253] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:06.927325] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:07.092350] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:07.258398] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:07.425004] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:07.593305] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:07.764878] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:07.765077] [INFO ] [CONFIGURE ] CMS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:23:07.765139] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4871 tests
[2025-10-10T23:23:07.765178] [INFO ] [CONFIGURE ] CMS: Testing feature 13/29: add_opening_strength
[2025-10-10T23:23:07.765209] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:23:07.942594] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:23:08.120802] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:08.295259] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:08.469560] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:08.645794] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:08.819637] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:09.000869] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:09.183382] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:09.383351] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:09.558598] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:09.558787] [INFO ] [CONFIGURE ] CMS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:23:09.558893] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4870 tests
[2025-10-10T23:23:09.558948] [INFO ] [CONFIGURE ] CMS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:23:09.558984] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:23:09.731275] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:09.904810] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:10.084949] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:10.268107] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:10.447907] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:10.625303] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:10.806301] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:10.995558] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:11.203323] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:11.401612] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:11.401808] [INFO ] [CONFIGURE ] CMS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:23:11.401858] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4869 tests
[2025-10-10T23:23:11.401894] [INFO ] [CONFIGURE ] CMS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:23:11.401925] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-10T23:23:11.559970] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:11.718887] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:11.879826] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:12.039814] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:12.207253] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:12.408107] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:12.568943] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:12.726626] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:12.885311] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:13.046812] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:13.047004] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:23:13.047067] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4868 tests
[2025-10-10T23:23:13.047103] [INFO ] [CONFIGURE ] CMS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:23:13.047135] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:23:13.211886] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:13.377723] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:13.544873] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:13.719584] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:13.892879] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:14.074208] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:14.253106] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:14.443388] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:14.625338] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:14.802385] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:14.802567] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:23:14.802611] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4867 tests
[2025-10-10T23:23:14.802672] [INFO ] [CONFIGURE ] CMS: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:23:14.802729] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:23:14.977454] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:15.169291] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:15.353143] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:15.524695] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:15.696029] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:15.874232] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:16.051250] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:16.229193] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:16.406605] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:16.586415] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:16.586590] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:23:16.586637] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4866 tests
[2025-10-10T23:23:16.586720] [INFO ] [CONFIGURE ] CMS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:23:16.586794] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:23:16.750564] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:23:16.914566] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:17.079101] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:17.246728] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:17.411113] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:17.580410] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:17.747515] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:17.918674] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:18.083378] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:18.251436] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:18.251609] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:23:18.251789] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4865 tests
[2025-10-10T23:23:18.251845] [INFO ] [CONFIGURE ] CMS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:23:18.251882] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:23:18.447625] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:18.612875] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:18.774970] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:18.936715] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:19.099307] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:19.269725] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:19.438494] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:19.612790] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:19.786327] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:19.957662] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:19.957847] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:23:19.957894] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4864 tests
[2025-10-10T23:23:19.957932] [INFO ] [CONFIGURE ] CMS: Testing feature 20/29: add_price_rejection
[2025-10-10T23:23:19.957965] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:23:20.144921] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:20.338988] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:20.516939] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:20.682371] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:20.848451] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:21.020195] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:21.193510] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:21.368848] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:21.537319] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:21.705742] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:21.705904] [INFO ] [CONFIGURE ] CMS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:23:21.705947] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4863 tests
[2025-10-10T23:23:21.705981] [INFO ] [CONFIGURE ] CMS: Testing feature 21/29: add_range_position
[2025-10-10T23:23:21.706011] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:23:21.880262] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:22.054289] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:23:22.228344] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:22.401440] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:22.576723] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:22.753497] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:22.929345] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:23.104922] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:23.279112] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:23.455854] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:23.456021] [INFO ] [CONFIGURE ] CMS: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:23:23.456064] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4862 tests
[2025-10-10T23:23:23.456100] [INFO ] [CONFIGURE ] CMS: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:23:23.456132] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:23:23.647934] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:23.836728] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:24.025951] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:24.227074] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:24.421684] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:24.611243] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:24.806259] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:25.012803] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:25.211243] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:25.406916] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:25.407112] [INFO ] [CONFIGURE ] CMS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:23:25.407161] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4861 tests
[2025-10-10T23:23:25.407196] [INFO ] [CONFIGURE ] CMS: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:23:25.407227] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_recent_range_context']
[2025-10-10T23:23:25.569807] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:25.740131] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:25.915689] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:26.102563] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:26.284767] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:26.451183] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:26.617475] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:26.787891] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:26.959814] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:27.137911] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:27.138083] [INFO ] [CONFIGURE ] CMS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:23:27.138150] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4860 tests
[2025-10-10T23:23:27.138189] [INFO ] [CONFIGURE ] CMS: Testing feature 24/29: add_rsi
[2025-10-10T23:23:27.138223] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-10T23:23:27.329327] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:27.549920] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:27.744001] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:27.932972] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:28.124916] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:28.320991] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:28.512755] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:28.704830] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:28.898587] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:29.092432] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:29.092665] [INFO ] [CONFIGURE ] CMS: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:23:29.092730] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4859 tests
[2025-10-10T23:23:29.092773] [INFO ] [CONFIGURE ] CMS: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:23:29.092811] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_tick_distribution']
[2025-10-10T23:23:29.273344] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:29.452972] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:29.615163] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:29.775070] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:29.939061] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:30.105525] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:30.270869] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:30.436754] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:30.604397] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:30.771713] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:30.771903] [INFO ] [CONFIGURE ] CMS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:23:30.771951] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4858 tests
[2025-10-10T23:23:30.771989] [INFO ] [CONFIGURE ] CMS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:23:30.772024] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-10T23:23:30.931295] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:31.095586] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:31.256016] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:31.422126] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:31.594353] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:31.756559] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:31.922906] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:32.091266] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:32.263720] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:32.439217] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:32.439420] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:23:32.439465] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4857 tests
[2025-10-10T23:23:32.439503] [INFO ] [CONFIGURE ] CMS: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:23:32.439535] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-10T23:23:32.617379] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:32.792237] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:32.962877] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:33.137590] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:33.311608] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:33.487212] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:33.665194] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:33.842769] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:34.021085] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:34.208175] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:34.208349] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:23:34.208394] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4856 tests
[2025-10-10T23:23:34.208429] [INFO ] [CONFIGURE ] CMS: Testing feature 28/29: add_volume_profile
[2025-10-10T23:23:34.208459] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_profile']
[2025-10-10T23:23:34.379308] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:34.548015] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:34.713932] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:23:34.884671] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:35.056109] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:23:35.240038] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:23:35.415724] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:35.590351] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:35.766797] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:35.932485] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:35.932667] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:23:35.932751] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4855 tests
[2025-10-10T23:23:35.932813] [INFO ] [CONFIGURE ] CMS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:23:35.932869] [INFO ] [CONFIGURE ] CMS: Best accuracy: 80.00%
[2025-10-10T23:23:35.932906] [INFO ] [CONFIGURE ] CMS: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:23:35.932941] [INFO ] [CONFIGURE ] CMS: Improvement over baseline: 30.00%
[2025-10-10T23:23:35.932975] [INFO ] [CONFIGURE ] CMS: Total time: 46.9 seconds
[2025-10-10T23:23:35.933007] [INFO ] [CONFIGURE ] CMS: Average time per feature: 1.7 seconds
[2025-10-10T23:23:35.933040] [INFO ] [CONFIGURE ] CMS: Average speed: 0.62 features/sec
[2025-10-10T23:23:35.933624] [INFO ] [LOCAL     ] Saved configuration for CMS: 4 features, 80.00% accuracy -> ./output/feature-sets/CMS.json
[2025-10-10T23:23:35.933715] [INFO ] [CONFIGURE ] CMS: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:23:35.933802] [INFO ] [sig       ] [53/220] Successfully configured CMS | 0.02 sym/s | Total: 37.9m | ETA: 2.0h
[2025-10-10T23:23:35.933880] [INFO ] [sig       ] [54/220] Configuring CMSA...
[2025-10-10T23:23:35.933950] [INFO ] [CONFIGURE ] CMSA: Configurate test run.
[2025-10-10T23:23:35.934022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-10-10T23:23:35.948320] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CMSA'.
[2025-10-10T23:23:35.948685] [INFO ] [CONFIGURE ] CMSA: Testing with 29 available features
[2025-10-10T23:23:35.948743] [INFO ] [CONFIGURE ] CMSA: Establishing baseline with no features...
[2025-10-10T23:23:36.056723] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:23:36.166662] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:23:36.276094] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:36.384723] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:36.497298] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:36.605188] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:36.712548] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:36.822117] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:36.933145] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:37.045079] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:23:37.045228] [INFO ] [CONFIGURE ] CMSA: Baseline score (no features): 30.00%
[2025-10-10T23:23:37.045272] [INFO ] [CONFIGURE ] CMSA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:23:37.045304] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:23:37.164592] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:37.284717] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:37.405476] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:37.525750] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:37.647254] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:37.768695] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:37.890860] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:23:38.014459] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:38.139806] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:38.265600] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:38.265794] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:23:38.265844] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4854 tests
[2025-10-10T23:23:38.265879] [INFO ] [CONFIGURE ] CMSA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:23:38.265910] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:23:38.391835] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:23:38.513364] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:38.635338] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:38.756638] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:38.877520] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:39.001433] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:39.124814] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:39.254013] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:39.384859] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:39.519009] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:39.519178] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:23:39.519221] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4853 tests
[2025-10-10T23:23:39.519257] [INFO ] [CONFIGURE ] CMSA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:23:39.519287] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns']
[2025-10-10T23:23:39.632508] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:39.741815] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:39.854602] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:39.967795] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:40.091884] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:40.204681] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:40.316561] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:40.433621] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:40.548345] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:40.663602] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:40.663781] [INFO ] [CONFIGURE ] CMSA: KEPT add_daily_returns (score: 50.00%)
[2025-10-10T23:23:40.663830] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4852 tests
[2025-10-10T23:23:40.663864] [INFO ] [CONFIGURE ] CMSA: Testing feature 4/29: add_ema
[2025-10-10T23:23:40.663895] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T23:23:40.790404] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:40.918731] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:41.054086] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:41.184707] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:41.315417] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:41.445736] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:41.580484] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:41.714780] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:41.848948] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:41.989891] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:41.990090] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:23:41.990134] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4851 tests
[2025-10-10T23:23:41.990169] [INFO ] [CONFIGURE ] CMSA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:23:41.990201] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:23:42.126402] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:42.269260] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:42.404619] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:42.538340] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:42.673572] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:42.813890] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:42.952548] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:43.092495] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:43.231761] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:43.371830] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:43.371994] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:23:43.372040] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4850 tests
[2025-10-10T23:23:43.372074] [INFO ] [CONFIGURE ] CMSA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:23:43.372104] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-10T23:23:43.486485] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:43.600374] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:43.714974] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:43.831489] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:43.948521] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:44.068862] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:44.188149] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:44.305784] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:44.425321] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:44.545761] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:44.545935] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:23:44.545977] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4849 tests
[2025-10-10T23:23:44.546012] [INFO ] [CONFIGURE ] CMSA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:23:44.546043] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:23:44.652824] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:44.760162] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:44.867602] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:44.976396] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:45.085473] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:45.195376] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:45.303804] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:45.412278] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:45.521604] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:45.663723] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:45.663898] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:23:45.663942] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4848 tests
[2025-10-10T23:23:45.663977] [INFO ] [CONFIGURE ] CMSA: Testing feature 8/29: add_macd
[2025-10-10T23:23:45.664072] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:23:45.815919] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:45.964876] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:46.115843] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:23:46.263816] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:46.412948] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:46.562442] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:46.712748] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:46.877423] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:47.030450] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:47.186719] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:47.186979] [INFO ] [CONFIGURE ] CMSA: KEPT add_macd (score: 70.00%)
[2025-10-10T23:23:47.187043] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4847 tests
[2025-10-10T23:23:47.187084] [INFO ] [CONFIGURE ] CMSA: Testing feature 9/29: add_mfi
[2025-10-10T23:23:47.187117] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:23:47.348978] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:47.514309] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:47.702168] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:23:47.866048] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:48.028477] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:48.193241] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:48.365081] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:48.536268] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:48.734599] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:48.909030] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:48.909232] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:23:48.909283] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4846 tests
[2025-10-10T23:23:48.909323] [INFO ] [CONFIGURE ] CMSA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:23:48.909358] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:23:49.089418] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:49.274354] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:49.485991] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:49.748560] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:49.980302] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:50.195845] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:50.386260] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:50.567090] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:50.745150] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:50.929611] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:23:50.929842] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:23:50.929904] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4845 tests
[2025-10-10T23:23:50.929942] [INFO ] [CONFIGURE ] CMSA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:23:50.929976] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:23:51.082031] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:51.232363] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:51.381559] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:23:51.530055] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:51.688062] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:51.845502] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:51.996849] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:52.152919] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:52.307833] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:52.460785] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:23:52.460933] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:23:52.460978] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4844 tests
[2025-10-10T23:23:52.461034] [INFO ] [CONFIGURE ] CMSA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:23:52.461066] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:23:52.612103] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:52.762367] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:52.919112] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:23:53.076202] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:53.232794] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:53.390471] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:53.548617] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:53.710288] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:53.870934] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:54.035512] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:23:54.035748] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:23:54.035805] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.4s/test | Remaining: 4843 tests
[2025-10-10T23:23:54.035843] [INFO ] [CONFIGURE ] CMSA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:23:54.035875] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-10-10T23:23:54.201296] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:54.385919] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:54.567182] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:54.758116] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:54.935380] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:55.101823] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:55.260905] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:55.420207] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:23:55.582605] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:55.752805] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:55.752978] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:23:55.753023] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4842 tests
[2025-10-10T23:23:55.753058] [INFO ] [CONFIGURE ] CMSA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:23:55.753089] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:23:55.921827] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:56.091113] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:56.273387] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:56.457181] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:56.626451] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:56.796426] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:56.967512] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:57.135265] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:57.308258] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:23:57.479170] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:23:57.479347] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:23:57.479390] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4841 tests
[2025-10-10T23:23:57.479426] [INFO ] [CONFIGURE ] CMSA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:23:57.479458] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:23:57.624950] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:57.796871] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:57.942867] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:23:58.100015] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:23:58.246110] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:58.398557] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:23:58.556442] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:23:58.708042] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:23:58.859868] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:23:59.012261] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:23:59.012422] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:23:59.012465] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4840 tests
[2025-10-10T23:23:59.012500] [INFO ] [CONFIGURE ] CMSA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:23:59.012531] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:23:59.163425] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:23:59.316446] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:23:59.476508] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:23:59.638345] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:23:59.794092] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:23:59.951266] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:00.106864] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:00.261825] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:00.417922] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:00.575976] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:00.576151] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:24:00.576196] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4839 tests
[2025-10-10T23:24:00.576231] [INFO ] [CONFIGURE ] CMSA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:24:00.576285] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:24:00.737162] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:00.898822] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:01.063460] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:01.224371] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:01.387164] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:01.575954] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:01.740469] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:01.924828] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:02.100764] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:02.270261] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:02.270422] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:24:02.270467] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4838 tests
[2025-10-10T23:24:02.270504] [INFO ] [CONFIGURE ] CMSA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:24:02.270537] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:24:02.416260] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:02.580755] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:02.733490] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:02.887574] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:03.044177] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:03.197593] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:03.349512] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:03.516935] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:03.676585] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:24:03.864612] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:03.864801] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:24:03.864851] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4837 tests
[2025-10-10T23:24:03.864887] [INFO ] [CONFIGURE ] CMSA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:24:03.864919] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:24:04.013804] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:04.164811] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:04.319205] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:04.475051] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:24:04.629706] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:04.785929] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:04.942371] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:05.098303] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:05.256911] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:24:05.418243] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:05.418437] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:24:05.418481] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4836 tests
[2025-10-10T23:24:05.418515] [INFO ] [CONFIGURE ] CMSA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:24:05.418546] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:24:05.575710] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:05.732801] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:05.890958] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:06.048969] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:06.209674] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:06.370340] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:06.534221] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:06.697897] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:06.902865] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:24:07.067631] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:07.067840] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:24:07.067886] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4835 tests
[2025-10-10T23:24:07.067921] [INFO ] [CONFIGURE ] CMSA: Testing feature 21/29: add_range_position
[2025-10-10T23:24:07.067952] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-10T23:24:07.236559] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:07.406891] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:07.579935] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:24:07.751416] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:07.924493] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:08.097296] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:08.270613] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:08.446745] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:08.635428] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:08.827251] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:08.827462] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:24:08.827510] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4834 tests
[2025-10-10T23:24:08.827545] [INFO ] [CONFIGURE ] CMSA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:24:08.827576] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-10T23:24:09.004629] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:09.190873] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:09.382636] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:24:09.572232] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:09.761143] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:09.970803] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:10.162703] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:10.359447] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:10.546401] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:10.737434] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:10.737624] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:24:10.737705] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4833 tests
[2025-10-10T23:24:10.737756] [INFO ] [CONFIGURE ] CMSA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:24:10.737796] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:24:10.897471] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:11.054328] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:11.219251] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:11.375332] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:24:11.538534] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:11.701525] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:11.859676] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:12.020091] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:12.176141] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:24:12.332331] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:12.332500] [INFO ] [CONFIGURE ] CMSA: KEPT add_recent_range_context (score: 80.00%)
[2025-10-10T23:24:12.332543] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4832 tests
[2025-10-10T23:24:12.332578] [INFO ] [CONFIGURE ] CMSA: Testing feature 24/29: add_rsi
[2025-10-10T23:24:12.332611] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-10T23:24:12.515931] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:12.700539] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:12.884732] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:24:13.069466] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:13.255087] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:13.445804] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:13.636626] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:13.830979] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:14.023795] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:14.225993] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:14.226253] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:24:14.226314] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4831 tests
[2025-10-10T23:24:14.226355] [INFO ] [CONFIGURE ] CMSA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:24:14.226389] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-10T23:24:14.392863] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:14.559090] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:14.725517] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:14.892061] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:24:15.060631] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:15.230245] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:15.399154] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:15.569614] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:15.739664] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:24:15.909468] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:15.909667] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:24:15.909728] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4830 tests
[2025-10-10T23:24:15.909767] [INFO ] [CONFIGURE ] CMSA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:24:15.909800] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-10T23:24:16.073678] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:16.238011] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:16.402952] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:24:16.568329] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:24:16.733959] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:16.900337] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:17.066636] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:17.235960] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:17.402716] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:17.572373] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:24:17.572537] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:24:17.572579] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4829 tests
[2025-10-10T23:24:17.572692] [INFO ] [CONFIGURE ] CMSA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:24:17.572740] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-10T23:24:17.651421] [FATAL] [FORECASTER] Failed to test lookback=11: [23:24:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:17.730041] [FATAL] [FORECASTER] Failed to test lookback=10: [23:24:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:17.807378] [FATAL] [FORECASTER] Failed to test lookback=9: [23:24:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:17.885245] [FATAL] [FORECASTER] Failed to test lookback=8: [23:24:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:17.965970] [FATAL] [FORECASTER] Failed to test lookback=7: [23:24:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.045451] [FATAL] [FORECASTER] Failed to test lookback=6: [23:24:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.125754] [FATAL] [FORECASTER] Failed to test lookback=5: [23:24:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.206520] [FATAL] [FORECASTER] Failed to test lookback=4: [23:24:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.287774] [FATAL] [FORECASTER] Failed to test lookback=3: [23:24:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.368072] [FATAL] [FORECASTER] Failed to test lookback=2: [23:24:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-10T23:24:18.368413] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-10T23:24:18.368461] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4828 tests
[2025-10-10T23:24:18.368499] [INFO ] [CONFIGURE ] CMSA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:24:18.368529] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_profile']
[2025-10-10T23:24:18.533426] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:18.700813] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:24:18.867496] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:24:19.042907] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:24:19.216434] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:19.389623] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:24:19.567742] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:24:19.742716] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:24:19.927352] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:24:20.098014] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:24:20.098168] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:24:20.098213] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4827 tests
[2025-10-10T23:24:20.098249] [INFO ] [CONFIGURE ] CMSA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:24:20.098279] [INFO ] [CONFIGURE ] CMSA: Best accuracy: 80.00%
[2025-10-10T23:24:20.098310] [INFO ] [CONFIGURE ] CMSA: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:24:20.098338] [INFO ] [CONFIGURE ] CMSA: Improvement over baseline: 50.00%
[2025-10-10T23:24:20.098364] [INFO ] [CONFIGURE ] CMSA: Total time: 43.1 seconds
[2025-10-10T23:24:20.098390] [INFO ] [CONFIGURE ] CMSA: Average time per feature: 1.5 seconds
[2025-10-10T23:24:20.098417] [INFO ] [CONFIGURE ] CMSA: Average speed: 0.67 features/sec
[2025-10-10T23:24:20.098818] [INFO ] [LOCAL     ] Saved configuration for CMSA: 4 features, 80.00% accuracy -> ./output/feature-sets/CMSA.json
[2025-10-10T23:24:20.098873] [INFO ] [CONFIGURE ] CMSA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:24:20.098911] [INFO ] [sig       ] [54/220] Successfully configured CMSA | 0.02 sym/s | Total: 38.6m | ETA: 2.0h
[2025-10-10T23:24:20.098944] [INFO ] [sig       ] [55/220] Configuring CPRI...
[2025-10-10T23:24:20.098973] [INFO ] [CONFIGURE ] CPRI: Configurate test run.
[2025-10-10T23:24:20.099003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-10-10T23:24:20.112735] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPRI'.
[2025-10-10T23:24:20.113309] [INFO ] [CONFIGURE ] CPRI: Testing with 29 available features
[2025-10-10T23:24:20.113365] [INFO ] [CONFIGURE ] CPRI: Establishing baseline with no features...
[2025-10-10T23:24:20.225608] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:20.338396] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:20.453422] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:20.568434] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:20.681497] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:20.800517] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:20.917787] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:21.036375] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:21.151892] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:21.268402] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:21.268603] [INFO ] [CONFIGURE ] CPRI: Baseline score (no features): 60.00%
[2025-10-10T23:24:21.268668] [INFO ] [CONFIGURE ] CPRI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:24:21.268727] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:24:21.395331] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:21.524000] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:21.655584] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:21.787048] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:21.923442] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:22.058235] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:22.188563] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:22.320518] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:22.455887] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:22.600727] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:22.600901] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:24:22.600945] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4826 tests
[2025-10-10T23:24:22.600980] [INFO ] [CONFIGURE ] CPRI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:24:22.601010] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:24:22.721638] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:22.841744] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:22.965398] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:23.088283] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:23.211590] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:23.336632] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:23.461935] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:23.613192] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:23.740125] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:23.869092] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:24:23.869291] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:24:23.869342] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4825 tests
[2025-10-10T23:24:23.869377] [INFO ] [CONFIGURE ] CPRI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:24:23.869407] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_daily_returns']
[2025-10-10T23:24:23.978094] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:24.086753] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:24.197418] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:24.309204] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:24.417839] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:24.526402] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:24.638391] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:24.747793] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:24.859466] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:24.969540] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:24.969742] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:24:24.969796] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4824 tests
[2025-10-10T23:24:24.969833] [INFO ] [CONFIGURE ] CPRI: Testing feature 4/29: add_ema
[2025-10-10T23:24:24.969887] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_ema']
[2025-10-10T23:24:25.092182] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:25.217774] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:25.343521] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:25.471185] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:25.600432] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:25.728865] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:25.856660] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:25.987911] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:26.113664] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:26.239541] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:26.239757] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:24:26.239820] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4823 tests
[2025-10-10T23:24:26.239867] [INFO ] [CONFIGURE ] CPRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:24:26.239922] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:24:26.373894] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:26.516086] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:26.674493] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:26.822902] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:26.958239] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:27.102092] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:27.236397] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:27.372768] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:27.508106] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:27.648466] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:27.648681] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:24:27.648748] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4822 tests
[2025-10-10T23:24:27.648786] [INFO ] [CONFIGURE ] CPRI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:24:27.648817] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_failed_moves']
[2025-10-10T23:24:27.763137] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:27.878604] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:27.992415] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:28.105837] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:28.223616] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:28.339249] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:28.455037] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:28.571229] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:28.692458] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:28.807995] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:28.808148] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:24:28.808191] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4821 tests
[2025-10-10T23:24:28.808225] [INFO ] [CONFIGURE ] CPRI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:24:28.808255] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_lag_shelf']
[2025-10-10T23:24:28.913076] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:29.016928] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:29.121373] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:29.225710] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:29.328596] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:29.433343] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:29.541172] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:29.647754] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:29.753977] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:29.862087] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:29.862243] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:24:29.862285] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4820 tests
[2025-10-10T23:24:29.862318] [INFO ] [CONFIGURE ] CPRI: Testing feature 8/29: add_macd
[2025-10-10T23:24:29.862348] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:24:30.007850] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:24:30.152292] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:30.296252] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:30.443517] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:30.589738] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:30.736710] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:30.887600] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:31.034516] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:24:31.184798] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:31.338810] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:31.339004] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:24:31.339061] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4819 tests
[2025-10-10T23:24:31.339098] [INFO ] [CONFIGURE ] CPRI: Testing feature 9/29: add_mfi
[2025-10-10T23:24:31.339130] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_mfi']
[2025-10-10T23:24:31.460600] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:31.584165] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:31.706241] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:31.827788] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:31.959779] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:32.086348] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:32.211138] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:32.335052] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:32.462344] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:32.584603] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:32.584831] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:24:32.584895] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4818 tests
[2025-10-10T23:24:32.584935] [INFO ] [CONFIGURE ] CPRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:24:32.584967] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:24:32.718176] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:32.855173] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:32.996367] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:33.135316] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:33.273920] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:33.416389] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:33.562727] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:33.704458] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:33.846595] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:33.988181] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:33.988377] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:24:33.988422] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4817 tests
[2025-10-10T23:24:33.988456] [INFO ] [CONFIGURE ] CPRI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:24:33.988486] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_obv_daily']
[2025-10-10T23:24:34.143053] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:34.258966] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:34.373765] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:34.495334] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:24:34.619571] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:34.741361] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:34.861490] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:34.990099] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:24:35.121996] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:35.241316] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:35.241480] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:24:35.241560] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4816 tests
[2025-10-10T23:24:35.241621] [INFO ] [CONFIGURE ] CPRI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:24:35.241687] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_obv_interval']
[2025-10-10T23:24:35.354951] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:35.468447] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:35.582130] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:35.702671] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:35.819396] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:35.936428] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:36.054113] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:36.177814] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:36.305001] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:36.426885] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:36.427114] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:24:36.427177] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4815 tests
[2025-10-10T23:24:36.427216] [INFO ] [CONFIGURE ] CPRI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:24:36.427251] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:24:36.554158] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:36.683199] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:36.811049] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:36.935302] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:37.062143] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:37.191507] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:37.333965] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:37.466982] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:37.598820] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:37.734219] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:37.734441] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:24:37.734533] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4814 tests
[2025-10-10T23:24:37.734606] [INFO ] [CONFIGURE ] CPRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:24:37.734677] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:24:37.870160] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:37.999868] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:38.130910] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:38.268711] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:38.405776] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:38.536626] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:38.665877] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:38.794750] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:38.926498] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:39.056361] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:39.056530] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:24:39.056574] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4813 tests
[2025-10-10T23:24:39.056608] [INFO ] [CONFIGURE ] CPRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:24:39.056639] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:24:39.169343] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:39.293048] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:39.406425] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:39.524506] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:39.634806] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:39.745803] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:39.854485] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:39.964509] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:40.079663] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:40.191437] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:40.191582] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:24:40.191625] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4812 tests
[2025-10-10T23:24:40.191693] [INFO ] [CONFIGURE ] CPRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:24:40.191737] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:24:40.307330] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:24:40.428942] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:40.547397] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:40.664489] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:40.780872] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:40.897725] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:41.016230] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:41.145863] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:41.268609] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:41.387494] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:41.387680] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:24:41.387742] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4811 tests
[2025-10-10T23:24:41.387781] [INFO ] [CONFIGURE ] CPRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:24:41.387812] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:24:41.507727] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:41.630051] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:41.752221] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:41.871268] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:41.991888] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:42.114232] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:42.242551] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:42.366163] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:42.497016] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:42.620256] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:42.620420] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:24:42.620465] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4810 tests
[2025-10-10T23:24:42.620499] [INFO ] [CONFIGURE ] CPRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:24:42.620529] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:24:42.771551] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:42.882035] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:42.988346] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:43.093426] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:43.199295] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:43.307283] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:43.452627] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:43.563193] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:43.672435] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:43.781573] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:43.781763] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:24:43.781816] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4809 tests
[2025-10-10T23:24:43.781852] [INFO ] [CONFIGURE ] CPRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:24:43.781884] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:24:43.890939] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:43.999910] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:44.111324] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:44.225486] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:44.338668] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:44.461117] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:44.584933] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:44.712053] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:44.835311] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:44.961143] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:44.961333] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:24:44.961390] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4808 tests
[2025-10-10T23:24:44.961427] [INFO ] [CONFIGURE ] CPRI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:24:44.961460] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_price_rejection']
[2025-10-10T23:24:45.083026] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:45.201260] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:45.320166] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:45.439592] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:45.557017] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:45.676307] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:45.794335] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:45.910753] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:46.027628] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:46.159485] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:46.159777] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:24:46.159863] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4807 tests
[2025-10-10T23:24:46.159934] [INFO ] [CONFIGURE ] CPRI: Testing feature 21/29: add_range_position
[2025-10-10T23:24:46.159976] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position']
[2025-10-10T23:24:46.305409] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:46.481279] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:46.627817] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:46.776165] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:46.925752] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:47.071674] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:47.224042] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:47.372775] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:47.528389] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:24:47.683829] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:47.684001] [INFO ] [CONFIGURE ] CPRI: KEPT add_range_position (score: 70.00%)
[2025-10-10T23:24:47.684059] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4806 tests
[2025-10-10T23:24:47.684114] [INFO ] [CONFIGURE ] CPRI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:24:47.684149] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_realized_volatility']
[2025-10-10T23:24:47.874663] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:48.054726] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:48.220267] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:48.388584] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:48.551474] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:48.713845] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:48.875883] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:49.036458] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:49.198268] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:49.363327] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:49.363513] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:24:49.363574] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4805 tests
[2025-10-10T23:24:49.363613] [INFO ] [CONFIGURE ] CPRI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:24:49.363671] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_recent_range_context']
[2025-10-10T23:24:49.525325] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:49.659600] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:49.794401] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:49.928264] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:50.071162] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:50.215553] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:50.357761] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:50.495031] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:24:50.637918] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:50.780276] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:50.780443] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-10T23:24:50.780487] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4804 tests
[2025-10-10T23:24:50.780543] [INFO ] [CONFIGURE ] CPRI: Testing feature 24/29: add_rsi
[2025-10-10T23:24:50.780600] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_ema', 'add_rsi']
[2025-10-10T23:24:50.933059] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:51.086893] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:51.242147] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:51.395808] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:51.552973] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:24:51.713115] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:51.875008] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:52.038137] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:24:52.195998] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:52.353541] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:52.353728] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:24:52.353838] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4803 tests
[2025-10-10T23:24:52.353892] [INFO ] [CONFIGURE ] CPRI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:24:52.353927] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_tick_distribution']
[2025-10-10T23:24:52.484931] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:52.616631] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:52.752930] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:52.890520] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:53.025946] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:53.159035] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:53.292838] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:53.426829] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:53.562251] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:53.699170] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:53.699349] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:24:53.699393] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4802 tests
[2025-10-10T23:24:53.699428] [INFO ] [CONFIGURE ] CPRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:24:53.699460] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_volume_momentum_confirmation']
[2025-10-10T23:24:53.835875] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:53.974964] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:54.120500] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:54.264060] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:54.398821] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:54.538020] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:54.678944] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:54.818483] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:54.967044] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:55.111521] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:55.111730] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:24:55.111786] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4801 tests
[2025-10-10T23:24:55.111878] [INFO ] [CONFIGURE ] CPRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:24:55.111919] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_volume_price_divergence']
[2025-10-10T23:24:55.260879] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:55.408102] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:55.592085] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:55.742239] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:55.895215] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:56.046547] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:56.199316] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:56.353284] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:56.504944] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:56.671694] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:56.671885] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:24:56.671930] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4800 tests
[2025-10-10T23:24:56.671965] [INFO ] [CONFIGURE ] CPRI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:24:56.671995] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_volume_profile']
[2025-10-10T23:24:56.819125] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:56.963528] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:57.109112] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:24:57.284479] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:57.482932] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:57.680156] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:57.886688] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:58.065818] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:24:58.226230] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:58.384283] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:58.384451] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:24:58.384496] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4799 tests
[2025-10-10T23:24:58.384553] [INFO ] [CONFIGURE ] CPRI: Testing feature 29/29: add_vwap
[2025-10-10T23:24:58.384609] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_range_position', 'add_vwap']
[2025-10-10T23:24:58.531048] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:24:58.675186] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:24:58.819231] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:24:58.966408] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:24:59.114612] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:24:59.263482] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:24:59.411019] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:24:59.557993] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:24:59.708208] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:24:59.855293] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:24:59.855428] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:24:59.855471] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4798 tests
[2025-10-10T23:24:59.855518] [INFO ] [CONFIGURE ] CPRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:24:59.855610] [INFO ] [CONFIGURE ] CPRI: Best accuracy: 70.00%
[2025-10-10T23:24:59.855688] [INFO ] [CONFIGURE ] CPRI: Best feature set (1 features): ['add_range_position']
[2025-10-10T23:24:59.855733] [INFO ] [CONFIGURE ] CPRI: Improvement over baseline: 10.00%
[2025-10-10T23:24:59.855763] [INFO ] [CONFIGURE ] CPRI: Total time: 38.6 seconds
[2025-10-10T23:24:59.855789] [INFO ] [CONFIGURE ] CPRI: Average time per feature: 1.3 seconds
[2025-10-10T23:24:59.855816] [INFO ] [CONFIGURE ] CPRI: Average speed: 0.75 features/sec
[2025-10-10T23:24:59.856374] [INFO ] [LOCAL     ] Saved configuration for CPRI: 1 features, 70.00% accuracy -> ./output/feature-sets/CPRI.json
[2025-10-10T23:24:59.856429] [INFO ] [CONFIGURE ] CPRI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:24:59.856481] [INFO ] [sig       ] [55/220] Successfully configured CPRI | 0.02 sym/s | Total: 39.3m | ETA: 2.0h
[2025-10-10T23:24:59.856557] [INFO ] [sig       ] [56/220] Configuring CTRE...
[2025-10-10T23:24:59.856627] [INFO ] [CONFIGURE ] CTRE: Configurate test run.
[2025-10-10T23:24:59.856722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-10-10T23:24:59.871313] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRE'.
[2025-10-10T23:24:59.871625] [INFO ] [CONFIGURE ] CTRE: Testing with 29 available features
[2025-10-10T23:24:59.871703] [INFO ] [CONFIGURE ] CTRE: Establishing baseline with no features...
[2025-10-10T23:24:59.978672] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:00.088592] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:00.192721] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:00.297558] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:25:00.403406] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:00.509089] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:00.620313] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:00.724384] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:00.833363] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:00.938264] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:00.938384] [INFO ] [CONFIGURE ] CTRE: Baseline score (no features): 40.00%
[2025-10-10T23:25:00.938501] [INFO ] [CONFIGURE ] CTRE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:25:00.938542] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:25:01.048956] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:01.159846] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:01.284819] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:01.405610] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:01.537937] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:01.692515] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:01.817591] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:01.955731] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:02.081565] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:02.209915] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:02.210088] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:25:02.210132] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4797 tests
[2025-10-10T23:25:02.210166] [INFO ] [CONFIGURE ] CTRE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:25:02.210197] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:25:02.341534] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:02.478847] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:02.613825] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:02.750181] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:02.897475] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:03.032104] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:03.165040] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:03.301167] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:03.442123] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:03.578126] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:03.578314] [INFO ] [CONFIGURE ] CTRE: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-10T23:25:03.578379] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4796 tests
[2025-10-10T23:25:03.578418] [INFO ] [CONFIGURE ] CTRE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:25:03.578451] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:25:03.712084] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:03.851763] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:03.990391] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:04.129047] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:04.269410] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:04.418240] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:04.561287] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:04.697968] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:04.831300] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:04.964161] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:04.964316] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:25:04.964360] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4795 tests
[2025-10-10T23:25:04.964395] [INFO ] [CONFIGURE ] CTRE: Testing feature 4/29: add_ema
[2025-10-10T23:25:04.964427] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:25:05.105567] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:05.246276] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:05.388814] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:05.535947] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:05.680440] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:05.824438] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:05.969355] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:06.112321] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:06.257288] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:06.404208] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:06.404390] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:25:06.404437] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4794 tests
[2025-10-10T23:25:06.404473] [INFO ] [CONFIGURE ] CTRE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:25:06.404507] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:25:06.559029] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:06.708303] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:06.862430] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:07.019553] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:07.168245] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:07.322009] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:07.492401] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:07.666082] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:07.843060] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:08.016252] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:08.016499] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:25:08.016550] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4793 tests
[2025-10-10T23:25:08.016587] [INFO ] [CONFIGURE ] CTRE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:25:08.016622] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:25:08.161328] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:08.298660] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:08.429592] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:08.579420] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:08.734527] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:08.876854] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:09.007834] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:09.146579] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:09.282120] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:09.418552] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:09.418735] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:25:09.418789] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4792 tests
[2025-10-10T23:25:09.418847] [INFO ] [CONFIGURE ] CTRE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:25:09.418880] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:25:09.544094] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:09.669719] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:09.794673] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:09.916138] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:10.040881] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:10.172500] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:10.303636] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:10.432875] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:10.563428] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:10.696295] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:10.696483] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:25:10.696545] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4791 tests
[2025-10-10T23:25:10.696582] [INFO ] [CONFIGURE ] CTRE: Testing feature 8/29: add_macd
[2025-10-10T23:25:10.696613] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:25:10.871032] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:11.042033] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:11.211672] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:11.384802] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:11.565230] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:11.730639] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:11.899613] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:12.068455] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:12.233467] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:12.397895] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:12.398049] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_macd (score: 20.00%)
[2025-10-10T23:25:12.398094] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4790 tests
[2025-10-10T23:25:12.398128] [INFO ] [CONFIGURE ] CTRE: Testing feature 9/29: add_mfi
[2025-10-10T23:25:12.398158] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:25:12.541004] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:12.686067] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:12.825865] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:12.972535] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:13.111572] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:13.251569] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:13.391555] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:13.532631] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:13.674547] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:13.817893] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:13.818048] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:25:13.818094] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4789 tests
[2025-10-10T23:25:13.818129] [INFO ] [CONFIGURE ] CTRE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:25:13.818160] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:25:13.968863] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:14.138788] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:14.308276] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:14.473824] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:14.644160] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:14.805002] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:14.966006] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:15.131200] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:15.294947] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:15.454294] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:15.454463] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:25:15.454541] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4788 tests
[2025-10-10T23:25:15.454592] [INFO ] [CONFIGURE ] CTRE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:25:15.454626] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:25:15.589479] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:15.726340] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:15.861935] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:15.998551] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:16.138196] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:16.274943] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:16.410508] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:16.545561] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:16.682436] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:16.835270] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:16.835476] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:25:16.835521] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4787 tests
[2025-10-10T23:25:16.835556] [INFO ] [CONFIGURE ] CTRE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:25:16.835586] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:25:16.970536] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:17.105221] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:17.241811] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:17.373206] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:17.504978] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:17.645248] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:17.784469] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:17.919947] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:18.054571] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:18.190402] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:18.190578] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-10T23:25:18.190625] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4786 tests
[2025-10-10T23:25:18.190697] [INFO ] [CONFIGURE ] CTRE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:25:18.190743] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:25:18.334886] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:18.472470] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:18.609615] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:18.748481] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:18.887670] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:19.027908] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:19.167233] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:19.312375] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:19.453547] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:25:19.596319] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:19.596467] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:25:19.596510] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4785 tests
[2025-10-10T23:25:19.596544] [INFO ] [CONFIGURE ] CTRE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:25:19.596574] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:25:19.745672] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:19.888481] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:20.034001] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:20.178576] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:20.322916] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:20.469831] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:20.613191] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:20.757039] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:20.902021] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:21.045864] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:21.046060] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:25:21.046116] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4784 tests
[2025-10-10T23:25:21.046247] [INFO ] [CONFIGURE ] CTRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:25:21.046299] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:25:21.170556] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:21.295125] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:21.423838] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:21.549407] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:21.676009] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:21.804261] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:21.932270] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:22.061770] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:22.190393] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:22.320711] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:22.320869] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:25:22.320913] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4783 tests
[2025-10-10T23:25:22.320948] [INFO ] [CONFIGURE ] CTRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:25:22.320980] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:25:22.455886] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:22.593797] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:22.727857] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:22.883427] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:23.019731] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:23.156890] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:23.294428] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:23.431431] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:23.567724] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:23.704316] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:23.704540] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:25:23.704594] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4782 tests
[2025-10-10T23:25:23.704629] [INFO ] [CONFIGURE ] CTRE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:25:23.704700] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:25:23.838202] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:23.970859] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:24.106310] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:24.245610] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:24.383924] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:24.522864] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:24.668713] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:24.810381] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:24.945809] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:25.081599] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:25.081771] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:25:25.081822] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4781 tests
[2025-10-10T23:25:25.081857] [INFO ] [CONFIGURE ] CTRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:25:25.081886] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:25:25.204946] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:25.327120] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:25.450199] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:25.573128] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:25.701914] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:25.833258] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:25.964385] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:26.097923] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:26.231066] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:25:26.363334] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:26.363501] [INFO ] [CONFIGURE ] CTRE: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:25:26.363544] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4780 tests
[2025-10-10T23:25:26.363577] [INFO ] [CONFIGURE ] CTRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:25:26.363608] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-10T23:25:26.498925] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:26.648521] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:26.793944] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:26.928351] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:27.056197] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:27.181596] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:27.307160] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:27.434217] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:27.565884] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:25:27.695292] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:27.695464] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:25:27.695521] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4779 tests
[2025-10-10T23:25:27.695559] [INFO ] [CONFIGURE ] CTRE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:25:27.695591] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-10T23:25:27.836748] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:27.981614] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:28.127065] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:28.278156] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:28.420769] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:28.566905] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:28.709591] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:28.855367] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:29.007315] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:29.158831] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:29.158999] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:25:29.159046] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4778 tests
[2025-10-10T23:25:29.159082] [INFO ] [CONFIGURE ] CTRE: Testing feature 21/29: add_range_position
[2025-10-10T23:25:29.159115] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-10T23:25:29.308781] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:29.459561] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:29.610277] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:29.763440] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:29.918364] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:30.075178] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:30.232022] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:30.382092] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:30.536191] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:30.689838] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:30.690061] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:25:30.690112] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4777 tests
[2025-10-10T23:25:30.690147] [INFO ] [CONFIGURE ] CTRE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:25:30.690177] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-10T23:25:30.855027] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:31.021780] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:31.195719] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:31.365727] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:31.535505] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:31.708964] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:31.883583] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:32.059731] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:32.230852] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:32.402172] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:32.402340] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:25:32.402385] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4776 tests
[2025-10-10T23:25:32.402420] [INFO ] [CONFIGURE ] CTRE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:25:32.402452] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-10T23:25:32.541183] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:32.681565] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:32.825028] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:32.971396] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:33.117420] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:33.264984] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:33.411128] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:33.558659] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:33.707180] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:33.856609] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:33.856796] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:25:33.856847] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4775 tests
[2025-10-10T23:25:33.856884] [INFO ] [CONFIGURE ] CTRE: Testing feature 24/29: add_rsi
[2025-10-10T23:25:33.856918] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-10T23:25:34.020220] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:34.187360] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:34.352060] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:34.530509] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:34.717810] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:34.908089] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:35.100941] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:35.293077] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:35.477859] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:25:35.661054] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:35.661246] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:25:35.661313] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4774 tests
[2025-10-10T23:25:35.661400] [INFO ] [CONFIGURE ] CTRE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:25:35.661442] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-10T23:25:35.799957] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:35.940437] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:36.086322] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:36.231265] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:36.376335] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:36.522392] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:36.667205] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:36.811721] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:36.958406] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:37.107764] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:37.107961] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:25:37.108026] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4773 tests
[2025-10-10T23:25:37.108066] [INFO ] [CONFIGURE ] CTRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:25:37.108097] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-10T23:25:37.254592] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:37.400810] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:37.548672] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:37.692070] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:37.836890] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:38.018764] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:38.165400] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:38.314361] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:38.467183] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:38.618639] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:38.618822] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:25:38.618872] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4772 tests
[2025-10-10T23:25:38.618908] [INFO ] [CONFIGURE ] CTRE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:25:38.618939] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-10T23:25:38.776937] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:38.940418] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:39.098534] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:39.259799] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:39.412243] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:25:39.564800] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:39.718624] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:39.871487] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:40.026298] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:40.179625] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:40.179822] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:25:40.179870] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4771 tests
[2025-10-10T23:25:40.179906] [INFO ] [CONFIGURE ] CTRE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:25:40.179938] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-10T23:25:40.323146] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:25:40.470338] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:40.613704] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:40.758755] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:40.903309] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:41.082305] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:41.229036] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:41.376719] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:25:41.524421] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:41.672950] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:41.673125] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:25:41.673169] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4770 tests
[2025-10-10T23:25:41.673224] [INFO ] [CONFIGURE ] CTRE: Testing feature 29/29: add_vwap
[2025-10-10T23:25:41.673279] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-10T23:25:41.821718] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:41.972966] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:42.125962] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:25:42.276980] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:25:42.428253] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:42.585328] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:42.738412] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:25:42.889840] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:25:43.043386] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:43.196887] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:25:43.197074] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:25:43.197125] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4769 tests
[2025-10-10T23:25:43.197202] [INFO ] [CONFIGURE ] CTRE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:25:43.197257] [INFO ] [CONFIGURE ] CTRE: Best accuracy: 80.00%
[2025-10-10T23:25:43.197291] [INFO ] [CONFIGURE ] CTRE: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:25:43.197319] [INFO ] [CONFIGURE ] CTRE: Improvement over baseline: 40.00%
[2025-10-10T23:25:43.197345] [INFO ] [CONFIGURE ] CTRE: Total time: 42.3 seconds
[2025-10-10T23:25:43.197371] [INFO ] [CONFIGURE ] CTRE: Average time per feature: 1.5 seconds
[2025-10-10T23:25:43.197397] [INFO ] [CONFIGURE ] CTRE: Average speed: 0.69 features/sec
[2025-10-10T23:25:43.197991] [INFO ] [LOCAL     ] Saved configuration for CTRE: 2 features, 80.00% accuracy -> ./output/feature-sets/CTRE.json
[2025-10-10T23:25:43.198045] [INFO ] [CONFIGURE ] CTRE: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:25:43.198119] [INFO ] [sig       ] [56/220] Successfully configured CTRE | 0.02 sym/s | Total: 40.0m | ETA: 2.0h
[2025-10-10T23:25:43.198195] [INFO ] [sig       ] [57/220] Configuring CUK...
[2025-10-10T23:25:43.198264] [INFO ] [CONFIGURE ] CUK: Configurate test run.
[2025-10-10T23:25:43.198336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-10-10T23:25:43.214409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUK'.
[2025-10-10T23:25:43.214832] [INFO ] [CONFIGURE ] CUK: Testing with 29 available features
[2025-10-10T23:25:43.214887] [INFO ] [CONFIGURE ] CUK: Establishing baseline with no features...
[2025-10-10T23:25:43.323003] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:43.429992] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:43.537043] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:43.647574] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:25:43.756660] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:43.866754] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:43.988148] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:44.103900] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:25:44.217622] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:44.331730] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:44.331892] [INFO ] [CONFIGURE ] CUK: Baseline score (no features): 20.00%
[2025-10-10T23:25:44.331936] [INFO ] [CONFIGURE ] CUK: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:25:44.331969] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:25:44.452381] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:44.575373] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:44.699372] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:44.827617] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:44.954744] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:45.080426] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:45.205466] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:45.332327] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:45.464809] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:45.593819] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:45.593995] [INFO ] [CONFIGURE ] CUK: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-10T23:25:45.594038] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4768 tests
[2025-10-10T23:25:45.594072] [INFO ] [CONFIGURE ] CUK: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:25:45.594104] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:25:45.734771] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:45.874251] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:46.024100] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:46.179295] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:25:46.338688] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:46.496225] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:46.649171] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:46.790762] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:46.932093] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:47.087079] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:47.087265] [INFO ] [CONFIGURE ] CUK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:25:47.087314] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4767 tests
[2025-10-10T23:25:47.087350] [INFO ] [CONFIGURE ] CUK: Testing feature 3/29: add_daily_returns
[2025-10-10T23:25:47.087379] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:25:47.217224] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:47.344771] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:47.474014] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:47.610405] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:47.745466] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:47.876661] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:48.027344] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:48.170795] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:48.306063] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:48.445344] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:48.445577] [INFO ] [CONFIGURE ] CUK: KEPT add_daily_returns (score: 50.00%)
[2025-10-10T23:25:48.445664] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4766 tests
[2025-10-10T23:25:48.445730] [INFO ] [CONFIGURE ] CUK: Testing feature 4/29: add_ema
[2025-10-10T23:25:48.445771] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-10T23:25:48.592111] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:48.735805] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:48.880425] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:49.027798] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:49.175119] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:49.327720] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:49.474333] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:49.624408] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:49.779556] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:49.940301] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:49.940592] [INFO ] [CONFIGURE ] CUK: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:25:49.940705] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4765 tests
[2025-10-10T23:25:49.940761] [INFO ] [CONFIGURE ] CUK: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:25:49.940797] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:25:50.105367] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:50.261374] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:50.432265] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:50.588336] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:50.744854] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:50.907569] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:51.066066] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:51.222987] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:51.387407] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:51.540957] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:51.541144] [INFO ] [CONFIGURE ] CUK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:25:51.541188] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4764 tests
[2025-10-10T23:25:51.541226] [INFO ] [CONFIGURE ] CUK: Testing feature 6/29: add_failed_moves
[2025-10-10T23:25:51.541257] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T23:25:51.669267] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:51.797256] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:51.933043] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:52.060620] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:52.187466] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:52.315568] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:25:52.446497] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:52.585608] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:52.766903] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:52.945558] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:52.945835] [INFO ] [CONFIGURE ] CUK: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:25:52.945973] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4763 tests
[2025-10-10T23:25:52.946050] [INFO ] [CONFIGURE ] CUK: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:25:52.946107] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:25:53.133008] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:53.314876] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:53.507446] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:53.652087] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:53.789319] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:53.923961] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:54.065943] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:54.192628] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:54.316777] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:54.453261] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:54.453425] [INFO ] [CONFIGURE ] CUK: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:25:54.453469] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4762 tests
[2025-10-10T23:25:54.453505] [INFO ] [CONFIGURE ] CUK: Testing feature 8/29: add_macd
[2025-10-10T23:25:54.453538] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:25:54.610864] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:54.769917] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:54.930070] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:55.091674] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:55.252855] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:55.409850] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:55.566851] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:55.729809] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:55.892556] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:56.056925] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:56.057142] [INFO ] [CONFIGURE ] CUK: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:25:56.057194] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4761 tests
[2025-10-10T23:25:56.057234] [INFO ] [CONFIGURE ] CUK: Testing feature 9/29: add_mfi
[2025-10-10T23:25:56.057267] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-10T23:25:56.191983] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:56.334567] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:56.474002] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:56.613328] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:56.751448] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:56.894999] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:57.035937] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:57.177484] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:57.323588] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:57.468275] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:57.468453] [INFO ] [CONFIGURE ] CUK: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T23:25:57.468498] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4760 tests
[2025-10-10T23:25:57.468536] [INFO ] [CONFIGURE ] CUK: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:25:57.468567] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:25:57.625593] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:57.781267] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:25:57.940818] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:58.091800] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:25:58.243287] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:58.394869] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:58.553288] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:25:58.709453] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:25:58.869915] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:25:59.029108] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:25:59.029266] [INFO ] [CONFIGURE ] CUK: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T23:25:59.029317] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4759 tests
[2025-10-10T23:25:59.029359] [INFO ] [CONFIGURE ] CUK: Testing feature 11/29: add_obv_daily
[2025-10-10T23:25:59.029397] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:25:59.157165] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:25:59.289345] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:25:59.421594] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:25:59.561593] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:25:59.696490] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:25:59.828758] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:25:59.958110] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:00.094437] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:00.223320] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:00.363333] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:00.363495] [INFO ] [CONFIGURE ] CUK: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:26:00.363537] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4758 tests
[2025-10-10T23:26:00.363572] [INFO ] [CONFIGURE ] CUK: Testing feature 12/29: add_obv_interval
[2025-10-10T23:26:00.363677] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-10T23:26:00.485866] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:00.611435] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:00.735397] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:26:00.859435] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:00.984335] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:01.115348] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:01.246516] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:01.403897] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:01.541134] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:01.673942] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:01.674126] [INFO ] [CONFIGURE ] CUK: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-10T23:26:01.674176] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4757 tests
[2025-10-10T23:26:01.674212] [INFO ] [CONFIGURE ] CUK: Testing feature 13/29: add_opening_strength
[2025-10-10T23:26:01.674245] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:26:01.804258] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:01.934279] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:02.089610] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:26:02.221781] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:26:02.353427] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:02.493463] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:02.637347] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:02.775023] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:02.923965] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:03.063721] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:03.063894] [INFO ] [CONFIGURE ] CUK: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:26:03.063940] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4756 tests
[2025-10-10T23:26:03.063976] [INFO ] [CONFIGURE ] CUK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:26:03.064009] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:26:03.206624] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:03.348299] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:26:03.492257] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:03.635874] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:26:03.780214] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:03.925829] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:04.074767] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:04.220026] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:04.365973] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:04.514415] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:04.514578] [INFO ] [CONFIGURE ] CUK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:26:04.514624] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4755 tests
[2025-10-10T23:26:04.514699] [INFO ] [CONFIGURE ] CUK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:26:04.514747] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:26:04.639244] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:04.770583] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:04.901088] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:05.033096] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:26:05.167869] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:05.335267] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:05.459005] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:05.582976] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:05.713536] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:05.846408] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:05.846572] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T23:26:05.846616] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4754 tests
[2025-10-10T23:26:05.846681] [INFO ] [CONFIGURE ] CUK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:26:05.846733] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-10T23:26:05.982512] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:06.118561] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:06.254751] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:06.390506] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:26:06.522860] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:06.660727] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:06.795847] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:06.936031] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:07.074374] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:07.217727] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:07.217923] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:26:07.217986] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4753 tests
[2025-10-10T23:26:07.218026] [INFO ] [CONFIGURE ] CUK: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:26:07.218059] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:26:07.356821] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:07.498010] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:07.638914] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:07.783057] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:07.923940] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:08.068750] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:08.210795] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:08.381854] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:08.526916] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:08.673726] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:08.673890] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:26:08.673933] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4752 tests
[2025-10-10T23:26:08.673967] [INFO ] [CONFIGURE ] CUK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:26:08.674083] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-10T23:26:08.805583] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:08.937292] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:09.066568] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:09.196622] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:09.323809] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:09.451955] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:09.575917] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:09.705847] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:09.834142] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:09.964772] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:09.964942] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:26:09.964986] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4751 tests
[2025-10-10T23:26:09.965023] [INFO ] [CONFIGURE ] CUK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:26:09.965055] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-10T23:26:10.087540] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:10.209014] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:10.331674] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:10.455217] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:10.578140] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:10.703140] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:10.828906] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:10.954232] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:11.082314] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:11.211442] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:11.211608] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:26:11.211683] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4750 tests
[2025-10-10T23:26:11.211739] [INFO ] [CONFIGURE ] CUK: Testing feature 20/29: add_price_rejection
[2025-10-10T23:26:11.211773] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-10T23:26:11.342781] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:11.475357] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:11.608174] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:26:11.741144] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:11.875635] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:12.009295] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:12.148052] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:12.288637] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:12.423751] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:12.559393] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:12.559544] [INFO ] [CONFIGURE ] CUK: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:26:12.559589] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4749 tests
[2025-10-10T23:26:12.559625] [INFO ] [CONFIGURE ] CUK: Testing feature 21/29: add_range_position
[2025-10-10T23:26:12.559699] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-10T23:26:12.699518] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:12.840140] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:12.985918] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:13.131669] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:26:13.275995] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:13.425888] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:13.569297] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:13.716373] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:13.860868] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:14.005582] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:14.005779] [INFO ] [CONFIGURE ] CUK: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:26:14.005832] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4748 tests
[2025-10-10T23:26:14.005870] [INFO ] [CONFIGURE ] CUK: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:26:14.005902] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-10T23:26:14.159911] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:14.316978] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:14.476716] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:14.634431] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:14.796709] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:14.958078] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:15.120583] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:15.283784] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:15.448785] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:15.629299] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:15.629591] [INFO ] [CONFIGURE ] CUK: KEPT add_realized_volatility (score: 60.00%)
[2025-10-10T23:26:15.629679] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4747 tests
[2025-10-10T23:26:15.629741] [INFO ] [CONFIGURE ] CUK: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:26:15.629777] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:26:15.805273] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:15.985250] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:16.158737] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:16.336064] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:16.518101] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:16.695505] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:16.874143] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:17.053537] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:17.234168] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:17.416409] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:17.416583] [INFO ] [CONFIGURE ] CUK: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:26:17.416627] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4746 tests
[2025-10-10T23:26:17.416720] [INFO ] [CONFIGURE ] CUK: Testing feature 24/29: add_rsi
[2025-10-10T23:26:17.416779] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:26:17.616003] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:17.813382] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:18.009385] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:18.202215] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:18.401402] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:18.595457] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:18.792209] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:18.986666] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:19.203074] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:19.416733] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:19.416938] [INFO ] [CONFIGURE ] CUK: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:26:19.417027] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.4s/test | Remaining: 4745 tests
[2025-10-10T23:26:19.417073] [INFO ] [CONFIGURE ] CUK: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:26:19.417106] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:26:19.586344] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:19.765810] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:19.935279] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:20.102084] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:20.269820] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:20.436821] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:20.604092] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:20.777034] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:20.951879] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:21.125909] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:21.126176] [INFO ] [CONFIGURE ] CUK: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:26:21.127434] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4744 tests
[2025-10-10T23:26:21.127502] [INFO ] [CONFIGURE ] CUK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:26:21.127542] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:26:21.298451] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:21.468792] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:21.638505] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:21.809140] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:21.983043] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:22.155149] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:22.326363] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:22.495403] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:22.670868] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:22.847414] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:22.847613] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:26:22.847706] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4743 tests
[2025-10-10T23:26:22.847783] [INFO ] [CONFIGURE ] CUK: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:26:22.847842] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:26:23.033104] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:23.212264] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:23.389001] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:23.568359] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:23.749485] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:23.930690] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:24.118349] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:24.303494] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:24.486440] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:24.670392] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:24.670604] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:26:24.670679] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4742 tests
[2025-10-10T23:26:24.670738] [INFO ] [CONFIGURE ] CUK: Testing feature 28/29: add_volume_profile
[2025-10-10T23:26:24.670773] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:26:24.864344] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:25.039783] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:25.224040] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:25.397533] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:25.576795] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:26:25.766928] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:25.940664] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:26.117940] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:26.298436] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:26.480089] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:26.480231] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:26:26.480295] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4741 tests
[2025-10-10T23:26:26.480335] [INFO ] [CONFIGURE ] CUK: Testing feature 29/29: add_vwap
[2025-10-10T23:26:26.480368] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility', 'add_vwap']
[2025-10-10T23:26:26.654697] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:26.827134] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:26:27.004137] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:26:27.186183] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:26:27.369223] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:26:27.548215] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:27.733002] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:27.919387] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:26:28.105734] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:28.289265] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:28.289432] [INFO ] [CONFIGURE ] CUK: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:26:28.289496] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4740 tests
[2025-10-10T23:26:28.289577] [INFO ] [CONFIGURE ] CUK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:26:28.289634] [INFO ] [CONFIGURE ] CUK: Best accuracy: 60.00%
[2025-10-10T23:26:28.289710] [INFO ] [CONFIGURE ] CUK: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-10T23:26:28.289751] [INFO ] [CONFIGURE ] CUK: Improvement over baseline: 40.00%
[2025-10-10T23:26:28.289779] [INFO ] [CONFIGURE ] CUK: Total time: 44.0 seconds
[2025-10-10T23:26:28.289806] [INFO ] [CONFIGURE ] CUK: Average time per feature: 1.5 seconds
[2025-10-10T23:26:28.289840] [INFO ] [CONFIGURE ] CUK: Average speed: 0.66 features/sec
[2025-10-10T23:26:28.290528] [INFO ] [LOCAL     ] Saved configuration for CUK: 3 features, 60.00% accuracy -> ./output/feature-sets/CUK.json
[2025-10-10T23:26:28.290584] [INFO ] [CONFIGURE ] CUK: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-10T23:26:28.290634] [INFO ] [sig       ] [57/220] Successfully configured CUK | 0.02 sym/s | Total: 40.7m | ETA: 1.9h
[2025-10-10T23:26:28.290732] [INFO ] [sig       ] [58/220] Configuring CVEO...
[2025-10-10T23:26:28.290804] [INFO ] [CONFIGURE ] CVEO: Configurate test run.
[2025-10-10T23:26:28.290878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-10-10T23:26:28.308380] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVEO'.
[2025-10-10T23:26:28.309085] [INFO ] [CONFIGURE ] CVEO: Testing with 29 available features
[2025-10-10T23:26:28.309146] [INFO ] [CONFIGURE ] CVEO: Establishing baseline with no features...
[2025-10-10T23:26:28.430297] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:28.535345] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:28.635154] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:28.738847] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:28.839186] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:26:28.939818] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:29.041863] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:29.143747] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:29.244873] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:29.347267] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:29.347401] [INFO ] [CONFIGURE ] CVEO: Baseline score (no features): 40.00%
[2025-10-10T23:26:29.347447] [INFO ] [CONFIGURE ] CVEO: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:26:29.347478] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:26:29.460488] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:29.572583] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:29.690264] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:29.809368] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:29.952119] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:30.080446] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:30.197535] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:30.324860] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:30.447876] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:30.571378] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:30.571558] [INFO ] [CONFIGURE ] CVEO: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:26:30.571602] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4739 tests
[2025-10-10T23:26:30.571636] [INFO ] [CONFIGURE ] CVEO: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:26:30.571712] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:26:30.699629] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:26:30.828789] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:30.957421] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:31.085976] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:31.215155] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:26:31.347597] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:31.477471] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:31.607623] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:31.737732] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:31.871996] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:31.872174] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:26:31.872217] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4738 tests
[2025-10-10T23:26:31.872254] [INFO ] [CONFIGURE ] CVEO: Testing feature 3/29: add_daily_returns
[2025-10-10T23:26:31.872285] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:26:31.990428] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:32.105568] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:32.220069] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:32.335701] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:32.452619] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:32.602377] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:32.722245] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:32.839992] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:32.964583] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:33.098844] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:33.099009] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:26:33.099053] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4737 tests
[2025-10-10T23:26:33.099089] [INFO ] [CONFIGURE ] CVEO: Testing feature 4/29: add_ema
[2025-10-10T23:26:33.099122] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:26:33.230568] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:33.365859] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:33.498870] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:33.647266] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:33.781673] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:33.915285] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:34.053335] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:34.187024] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:34.318295] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:34.453110] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:34.453276] [INFO ] [CONFIGURE ] CVEO: KEPT add_ema (score: 80.00%)
[2025-10-10T23:26:34.453320] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4736 tests
[2025-10-10T23:26:34.453356] [INFO ] [CONFIGURE ] CVEO: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:26:34.453387] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:26:34.614423] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:34.779670] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:34.942270] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:35.098948] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:35.257291] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:35.420696] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:35.580441] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:35.742992] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:35.913472] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:36.083833] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:36.084106] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:26:36.084168] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4735 tests
[2025-10-10T23:26:36.084209] [INFO ] [CONFIGURE ] CVEO: Testing feature 6/29: add_failed_moves
[2025-10-10T23:26:36.084241] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-10T23:26:36.278414] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:36.446552] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:36.605746] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:36.758818] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:36.900762] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.042514] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.184777] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.326567] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.469096] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.613163] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:37.613337] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:26:37.613381] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4734 tests
[2025-10-10T23:26:37.613416] [INFO ] [CONFIGURE ] CVEO: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:26:37.613447] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-10T23:26:37.745071] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:37.877265] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:38.022511] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:38.163561] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:38.306174] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:38.444911] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:38.582454] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:38.730360] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:38.876386] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:39.018942] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:39.019192] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:26:39.019242] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4733 tests
[2025-10-10T23:26:39.019277] [INFO ] [CONFIGURE ] CVEO: Testing feature 8/29: add_macd
[2025-10-10T23:26:39.019310] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:26:39.193194] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:39.368989] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:39.546391] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:39.722175] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:26:39.900956] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:40.075534] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:40.247688] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:40.418604] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:40.596004] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:40.772250] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:40.772445] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:26:40.772492] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4732 tests
[2025-10-10T23:26:40.772529] [INFO ] [CONFIGURE ] CVEO: Testing feature 9/29: add_mfi
[2025-10-10T23:26:40.772561] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-10T23:26:40.924425] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:41.078592] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:41.235016] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:41.391909] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:41.545590] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:41.730995] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:41.884682] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:42.035841] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:42.189614] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:42.345719] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:42.345956] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:26:42.346010] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4731 tests
[2025-10-10T23:26:42.346049] [INFO ] [CONFIGURE ] CVEO: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:26:42.346083] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:26:42.510011] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:42.676386] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:42.840193] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:43.011930] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:43.180495] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:26:43.346929] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:43.508114] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:43.667785] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:43.827228] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:43.989127] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:43.989362] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:26:43.989412] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4730 tests
[2025-10-10T23:26:43.989526] [INFO ] [CONFIGURE ] CVEO: Testing feature 11/29: add_obv_daily
[2025-10-10T23:26:43.989566] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-10T23:26:44.126238] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:44.264385] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:44.414975] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:44.562074] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:44.735891] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:44.879266] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:45.023595] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:45.167315] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:45.313242] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:45.463625] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:45.463922] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:26:45.463989] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4729 tests
[2025-10-10T23:26:45.464030] [INFO ] [CONFIGURE ] CVEO: Testing feature 12/29: add_obv_interval
[2025-10-10T23:26:45.464062] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-10T23:26:45.618195] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:45.821615] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:46.025252] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:46.227450] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:46.428619] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:46.588357] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:46.761709] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:46.902088] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:47.041664] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:47.183449] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:47.183604] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:26:47.183676] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4728 tests
[2025-10-10T23:26:47.183732] [INFO ] [CONFIGURE ] CVEO: Testing feature 13/29: add_opening_strength
[2025-10-10T23:26:47.183769] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:26:47.329667] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:47.479926] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:47.627481] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:47.790361] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:47.942003] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:48.101128] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:48.257601] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:48.415790] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:48.572980] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:48.725637] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:48.725814] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:26:48.725859] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4727 tests
[2025-10-10T23:26:48.725895] [INFO ] [CONFIGURE ] CVEO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:26:48.725927] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-10T23:26:48.876129] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:49.035579] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:49.189047] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:49.342777] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:49.498469] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:49.655355] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:49.811055] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:49.974872] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:50.138942] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:50.304415] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:50.304561] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:26:50.304605] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4726 tests
[2025-10-10T23:26:50.304658] [INFO ] [CONFIGURE ] CVEO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:26:50.304717] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-10T23:26:50.446214] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:50.592186] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:50.735978] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:50.875536] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:51.016973] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:26:51.163343] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:51.306800] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:51.451237] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:51.596403] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:51.740904] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:51.741065] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:26:51.741109] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4725 tests
[2025-10-10T23:26:51.741142] [INFO ] [CONFIGURE ] CVEO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:26:51.741173] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-10T23:26:51.886895] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:52.031883] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:52.176950] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:52.326791] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:52.474169] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:26:52.620204] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:52.765853] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:52.911794] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:53.061093] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:53.208907] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:53.209046] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:26:53.209148] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4724 tests
[2025-10-10T23:26:53.209203] [INFO ] [CONFIGURE ] CVEO: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:26:53.209237] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-10T23:26:53.359301] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:26:53.508523] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:53.659266] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:53.842396] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:26:53.999293] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:54.155414] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:54.318501] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:54.477931] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:54.623905] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:54.782890] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:54.783090] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:26:54.783135] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4723 tests
[2025-10-10T23:26:54.783173] [INFO ] [CONFIGURE ] CVEO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:26:54.783206] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-10T23:26:54.934253] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:55.082385] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:55.225301] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:55.368612] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:55.508184] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:55.649444] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:26:55.803092] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:26:55.948632] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:56.094852] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:56.241468] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:26:56.241665] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:26:56.241729] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4722 tests
[2025-10-10T23:26:56.241773] [INFO ] [CONFIGURE ] CVEO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:26:56.241807] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T23:26:56.382441] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:56.525460] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:56.674173] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:56.848877] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:56.994065] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:57.153897] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:57.292591] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:57.431492] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:26:57.571619] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:26:57.712733] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:57.712916] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:26:57.712961] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4721 tests
[2025-10-10T23:26:57.712994] [INFO ] [CONFIGURE ] CVEO: Testing feature 20/29: add_price_rejection
[2025-10-10T23:26:57.713025] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-10T23:26:57.862534] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:58.011867] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:58.163807] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:58.314618] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:26:58.466192] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:26:58.619964] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:26:58.773397] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:26:58.931465] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:26:59.091121] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:26:59.248950] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:26:59.249118] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:26:59.249164] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4720 tests
[2025-10-10T23:26:59.249200] [INFO ] [CONFIGURE ] CVEO: Testing feature 21/29: add_range_position
[2025-10-10T23:26:59.249231] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-10T23:26:59.411530] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:26:59.570865] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:26:59.723589] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:26:59.909264] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.063944] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.218966] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.373331] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.524636] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.680516] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.840450] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:00.840593] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:27:00.840637] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4719 tests
[2025-10-10T23:27:00.840717] [INFO ] [CONFIGURE ] CVEO: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:27:00.840805] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-10T23:27:01.008583] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:27:01.183168] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:01.350216] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:01.518626] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:27:01.713732] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:27:01.893131] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:02.071531] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:02.265592] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:27:02.448133] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:02.621339] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:02.621526] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:27:02.621588] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4718 tests
[2025-10-10T23:27:02.621627] [INFO ] [CONFIGURE ] CVEO: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:27:02.621694] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-10T23:27:02.764850] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:02.942155] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:03.091717] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:03.250553] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:03.397124] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:03.548112] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:03.694511] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:03.842251] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:27:03.987724] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:04.140581] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:04.140778] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:27:04.140848] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4717 tests
[2025-10-10T23:27:04.140906] [INFO ] [CONFIGURE ] CVEO: Testing feature 24/29: add_rsi
[2025-10-10T23:27:04.140942] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:27:04.290631] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:04.434092] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:04.579599] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:04.725450] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:27:04.883123] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:05.043032] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:27:05.193799] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:05.347153] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:27:05.505595] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:05.661849] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:05.662034] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:27:05.662078] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4716 tests
[2025-10-10T23:27:05.662115] [INFO ] [CONFIGURE ] CVEO: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:27:05.662147] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-10T23:27:05.810883] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:05.987502] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:06.142873] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:06.286369] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:06.430212] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:06.575533] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:06.722789] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:06.872568] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:27:07.020283] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:07.170822] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:07.171017] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:27:07.171084] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4715 tests
[2025-10-10T23:27:07.171124] [INFO ] [CONFIGURE ] CVEO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:27:07.171160] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T23:27:07.317215] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:07.472466] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:07.625330] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:07.779394] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:07.931106] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:08.085285] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:08.243047] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:08.396156] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:27:08.552789] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:08.709373] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:08.709564] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:27:08.709610] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4714 tests
[2025-10-10T23:27:08.709679] [INFO ] [CONFIGURE ] CVEO: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:27:08.709736] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-10T23:27:08.875437] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:09.046857] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:09.208698] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:09.369892] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:09.532608] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:27:09.692119] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:27:09.856631] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:10.021577] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:27:10.193892] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:10.362923] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:10.363094] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:27:10.363137] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4713 tests
[2025-10-10T23:27:10.363173] [INFO ] [CONFIGURE ] CVEO: Testing feature 28/29: add_volume_profile
[2025-10-10T23:27:10.363204] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-10T23:27:10.524432] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:10.685271] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:10.847614] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:11.011736] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:11.172958] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:11.341750] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:27:11.512013] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:11.680692] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:27:11.842799] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:12.023581] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:12.023826] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:27:12.023877] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4712 tests
[2025-10-10T23:27:12.023941] [INFO ] [CONFIGURE ] CVEO: Testing feature 29/29: add_vwap
[2025-10-10T23:27:12.023998] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-10T23:27:12.180789] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:27:12.342932] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:12.503208] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:12.659911] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:12.812225] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:27:12.963794] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:27:13.119934] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:13.277540] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:27:13.447589] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:13.603353] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:13.603512] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:27:13.603555] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4711 tests
[2025-10-10T23:27:13.603613] [INFO ] [CONFIGURE ] CVEO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:27:13.603727] [INFO ] [CONFIGURE ] CVEO: Best accuracy: 80.00%
[2025-10-10T23:27:13.603768] [INFO ] [CONFIGURE ] CVEO: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:27:13.603798] [INFO ] [CONFIGURE ] CVEO: Improvement over baseline: 40.00%
[2025-10-10T23:27:13.603825] [INFO ] [CONFIGURE ] CVEO: Total time: 44.3 seconds
[2025-10-10T23:27:13.603853] [INFO ] [CONFIGURE ] CVEO: Average time per feature: 1.5 seconds
[2025-10-10T23:27:13.603881] [INFO ] [CONFIGURE ] CVEO: Average speed: 0.66 features/sec
[2025-10-10T23:27:13.604557] [INFO ] [LOCAL     ] Saved configuration for CVEO: 2 features, 80.00% accuracy -> ./output/feature-sets/CVEO.json
[2025-10-10T23:27:13.604612] [INFO ] [CONFIGURE ] CVEO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:27:13.604695] [INFO ] [sig       ] [58/220] Successfully configured CVEO | 0.02 sym/s | Total: 41.5m | ETA: 1.9h
[2025-10-10T23:27:13.604773] [INFO ] [sig       ] [59/220] Configuring CVI...
[2025-10-10T23:27:13.604842] [INFO ] [CONFIGURE ] CVI: Configurate test run.
[2025-10-10T23:27:13.604915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-10-10T23:27:13.619925] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVI'.
[2025-10-10T23:27:13.620297] [INFO ] [CONFIGURE ] CVI: Testing with 29 available features
[2025-10-10T23:27:13.620352] [INFO ] [CONFIGURE ] CVI: Establishing baseline with no features...
[2025-10-10T23:27:13.721306] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:13.826928] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:13.941558] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:14.058105] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:14.166010] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:14.274668] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:14.396596] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:14.509775] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:14.622441] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:14.733465] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:14.733660] [INFO ] [CONFIGURE ] CVI: Baseline score (no features): 50.00%
[2025-10-10T23:27:14.733724] [INFO ] [CONFIGURE ] CVI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:27:14.733760] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:27:14.853288] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:14.973623] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:15.093370] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:27:15.213755] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:15.340839] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:15.464823] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:15.594784] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:15.734121] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:15.858980] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:15.986599] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:15.986803] [INFO ] [CONFIGURE ] CVI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:27:15.986860] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4710 tests
[2025-10-10T23:27:15.986896] [INFO ] [CONFIGURE ] CVI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:27:15.986925] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:27:16.125000] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:16.250305] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:16.378011] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:16.504868] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:16.638430] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:27:16.768337] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:16.896812] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:17.039132] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:27:17.178883] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:17.314384] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:17.314580] [INFO ] [CONFIGURE ] CVI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:27:17.314665] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4709 tests
[2025-10-10T23:27:17.314726] [INFO ] [CONFIGURE ] CVI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:27:17.314761] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_daily_returns']
[2025-10-10T23:27:17.426810] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:17.539516] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:17.653050] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:17.768011] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:17.880784] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:27:17.992987] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:18.116848] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:18.233781] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:18.349396] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:18.466391] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:18.466554] [INFO ] [CONFIGURE ] CVI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:27:18.466598] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4708 tests
[2025-10-10T23:27:18.466634] [INFO ] [CONFIGURE ] CVI: Testing feature 4/29: add_ema
[2025-10-10T23:27:18.466706] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema']
[2025-10-10T23:27:18.594026] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:18.723550] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:27:18.854426] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:18.983350] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:19.116326] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:19.246347] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:19.379021] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:19.524243] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:19.654529] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:19.787710] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:19.787885] [INFO ] [CONFIGURE ] CVI: KEPT add_ema (score: 60.00%)
[2025-10-10T23:27:19.787929] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4707 tests
[2025-10-10T23:27:19.787964] [INFO ] [CONFIGURE ] CVI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:27:19.787998] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:27:19.943864] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:20.099111] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:20.253129] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:20.406614] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:20.561388] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:20.717336] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:20.876900] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:21.043394] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:27:21.219823] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:21.378623] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:21.378832] [INFO ] [CONFIGURE ] CVI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:27:21.378880] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4706 tests
[2025-10-10T23:27:21.378916] [INFO ] [CONFIGURE ] CVI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:27:21.378947] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-10T23:27:21.511838] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:21.644865] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:27:21.779384] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:21.917572] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:22.049848] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:22.183938] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:22.318200] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:22.454069] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:22.591110] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:22.729338] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:22.729500] [INFO ] [CONFIGURE ] CVI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:27:22.729544] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4705 tests
[2025-10-10T23:27:22.729579] [INFO ] [CONFIGURE ] CVI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:27:22.729611] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-10T23:27:22.855987] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:22.981249] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:27:23.107428] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:23.232276] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:23.359398] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:23.485984] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:23.616191] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:23.748481] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:23.916343] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:27:24.072733] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:24.072908] [INFO ] [CONFIGURE ] CVI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:27:24.072952] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4704 tests
[2025-10-10T23:27:24.072987] [INFO ] [CONFIGURE ] CVI: Testing feature 8/29: add_macd
[2025-10-10T23:27:24.073018] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:27:24.231036] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:24.393664] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:24.552549] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:24.712471] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:24.872460] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:25.037251] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:25.199191] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:25.362283] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:25.524850] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:25.690008] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:25.690213] [INFO ] [CONFIGURE ] CVI: KEPT add_macd (score: 80.00%)
[2025-10-10T23:27:25.690276] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4703 tests
[2025-10-10T23:27:25.690319] [INFO ] [CONFIGURE ] CVI: Testing feature 9/29: add_mfi
[2025-10-10T23:27:25.690393] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:27:25.872550] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:26.051085] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:26.229233] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:26.409903] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:26.595817] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:26.788847] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:26.968036] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:27.150467] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:27.344118] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:27.531222] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:27.531416] [INFO ] [CONFIGURE ] CVI: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:27:27.531460] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4702 tests
[2025-10-10T23:27:27.531497] [INFO ] [CONFIGURE ] CVI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:27:27.531529] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:27:27.722440] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:27.918296] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:28.112352] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:28.306584] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:28.501999] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:27:28.708776] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:28.906218] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:29.101636] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:29.298616] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:29.488737] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:29.488903] [INFO ] [CONFIGURE ] CVI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:27:29.488947] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4701 tests
[2025-10-10T23:27:29.488983] [INFO ] [CONFIGURE ] CVI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:27:29.489022] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:27:29.656668] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:27:29.823229] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:27:29.995089] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:30.172099] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:30.344015] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:30.515989] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:30.690902] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:30.870190] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:31.054832] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:31.226787] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:31.226944] [INFO ] [CONFIGURE ] CVI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:27:31.227032] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4700 tests
[2025-10-10T23:27:31.227137] [INFO ] [CONFIGURE ] CVI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:27:31.227190] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:27:31.391303] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:31.564285] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:27:31.733527] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:31.903525] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:32.071519] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:32.243847] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:32.413153] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:32.578853] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:32.744984] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:32.916304] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:32.916528] [INFO ] [CONFIGURE ] CVI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:27:32.916593] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4699 tests
[2025-10-10T23:27:32.916633] [INFO ] [CONFIGURE ] CVI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:27:32.916710] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:27:33.097523] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:33.294612] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:33.465936] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:33.637799] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:33.814770] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:27:33.992986] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:27:34.170155] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:34.353374] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:34.539072] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:34.720852] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:34.721586] [INFO ] [CONFIGURE ] CVI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:27:34.721634] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4698 tests
[2025-10-10T23:27:34.721711] [INFO ] [CONFIGURE ] CVI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:27:34.721750] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:27:34.895818] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:35.070336] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:35.253923] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:35.441347] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:35.624584] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:35.806283] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:35.992859] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:36.179738] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:36.363927] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:36.544384] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:36.544577] [INFO ] [CONFIGURE ] CVI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:27:36.544622] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4697 tests
[2025-10-10T23:27:36.544692] [INFO ] [CONFIGURE ] CVI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:27:36.544740] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:27:36.716299] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:36.882921] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:37.050180] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:37.217729] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:37.388544] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:37.551817] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:37.716518] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:37.892295] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:38.140777] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:38.374579] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:38.374835] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:27:38.374913] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4696 tests
[2025-10-10T23:27:38.374988] [INFO ] [CONFIGURE ] CVI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:27:38.375046] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:27:38.625801] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:38.874967] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:39.069479] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:39.269089] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:39.449410] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:39.623297] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:39.793716] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:39.967482] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:40.138277] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:40.310739] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:40.310896] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:27:40.310943] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4695 tests
[2025-10-10T23:27:40.310980] [INFO ] [CONFIGURE ] CVI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:27:40.311015] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:27:40.482831] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:40.656024] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:40.828442] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:41.010369] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:41.186844] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:41.371519] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:41.556874] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:41.743774] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:41.944245] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:42.123350] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:42.123545] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:27:42.123591] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4694 tests
[2025-10-10T23:27:42.123630] [INFO ] [CONFIGURE ] CVI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:27:42.123702] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:27:42.288741] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:42.460371] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:42.625940] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:42.789688] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:42.952296] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:43.124693] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:43.306878] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:43.495577] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:43.665093] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:43.835346] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:43.835505] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:27:43.835550] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4693 tests
[2025-10-10T23:27:43.835587] [INFO ] [CONFIGURE ] CVI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:27:43.835620] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:27:44.004223] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:44.170908] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:44.342963] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:44.507466] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:44.676555] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:44.845616] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:45.013481] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:45.194314] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:45.403557] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:45.578856] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:45.579045] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:27:45.579088] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4692 tests
[2025-10-10T23:27:45.579125] [INFO ] [CONFIGURE ] CVI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:27:45.579157] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:27:45.751523] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:45.929389] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:46.105836] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:46.280486] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:46.453417] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:46.638169] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:46.821260] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:46.998000] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:47.175301] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:47.356941] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:47.357149] [INFO ] [CONFIGURE ] CVI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:27:47.357206] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4691 tests
[2025-10-10T23:27:47.357244] [INFO ] [CONFIGURE ] CVI: Testing feature 21/29: add_range_position
[2025-10-10T23:27:47.357276] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-10T23:27:47.536018] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:47.716412] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:47.912764] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:48.106600] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:48.294694] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:48.484402] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:27:48.667143] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:48.858428] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:49.042127] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:49.224249] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:49.224454] [INFO ] [CONFIGURE ] CVI: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:27:49.224500] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4690 tests
[2025-10-10T23:27:49.224536] [INFO ] [CONFIGURE ] CVI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:27:49.224567] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-10T23:27:49.412324] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:49.610873] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:49.807174] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:50.002742] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:50.205353] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:50.402233] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:50.605543] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:50.809498] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:51.014212] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:51.216469] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:27:51.216689] [INFO ] [CONFIGURE ] CVI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:27:51.216753] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4689 tests
[2025-10-10T23:27:51.216793] [INFO ] [CONFIGURE ] CVI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:27:51.216826] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:27:51.397469] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:51.573658] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:51.753355] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:51.945901] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:52.124803] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:27:52.306031] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:52.481060] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:52.660010] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:52.840625] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:53.021058] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:53.021217] [INFO ] [CONFIGURE ] CVI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:27:53.021260] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4688 tests
[2025-10-10T23:27:53.021296] [INFO ] [CONFIGURE ] CVI: Testing feature 24/29: add_rsi
[2025-10-10T23:27:53.021328] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_rsi']
[2025-10-10T23:27:53.193523] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:53.371928] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:53.545784] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:53.723035] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:53.902158] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:54.085566] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:54.262828] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:54.437967] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:54.610562] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:54.784920] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:54.785100] [INFO ] [CONFIGURE ] CVI: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:27:54.785144] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4687 tests
[2025-10-10T23:27:54.785179] [INFO ] [CONFIGURE ] CVI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:27:54.785209] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-10T23:27:54.952506] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:55.120108] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:55.290608] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:55.465594] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:55.639739] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:55.814744] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:55.990978] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:56.163270] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:56.342747] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:56.523474] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:56.523667] [INFO ] [CONFIGURE ] CVI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:27:56.523731] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4686 tests
[2025-10-10T23:27:56.523770] [INFO ] [CONFIGURE ] CVI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:27:56.523801] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-10T23:27:56.697845] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:56.873636] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:57.046461] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:57.220027] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:57.396883] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:57.571556] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:57.753799] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:27:57.938669] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:27:58.124176] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:27:58.304209] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:27:58.304383] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:27:58.304427] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4685 tests
[2025-10-10T23:27:58.304462] [INFO ] [CONFIGURE ] CVI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:27:58.304492] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-10T23:27:58.488803] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:27:58.675810] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:27:58.860594] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:27:59.043162] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:27:59.234895] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:27:59.421994] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:27:59.603849] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:27:59.847817] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:00.025428] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:00.196331] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:00.196520] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:28:00.196566] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4684 tests
[2025-10-10T23:28:00.196604] [INFO ] [CONFIGURE ] CVI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:28:00.196636] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-10T23:28:00.362964] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:00.555446] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:00.721774] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:00.889504] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:28:01.062465] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:01.229720] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:01.396987] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:01.566105] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:01.734933] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:01.907218] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:28:01.907396] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:28:01.907440] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4683 tests
[2025-10-10T23:28:01.907477] [INFO ] [CONFIGURE ] CVI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:28:01.907507] [INFO ] [CONFIGURE ] CVI: Best accuracy: 80.00%
[2025-10-10T23:28:01.907538] [INFO ] [CONFIGURE ] CVI: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:28:01.907565] [INFO ] [CONFIGURE ] CVI: Improvement over baseline: 30.00%
[2025-10-10T23:28:01.907591] [INFO ] [CONFIGURE ] CVI: Total time: 47.2 seconds
[2025-10-10T23:28:01.907618] [INFO ] [CONFIGURE ] CVI: Average time per feature: 1.7 seconds
[2025-10-10T23:28:01.907675] [INFO ] [CONFIGURE ] CVI: Average speed: 0.61 features/sec
[2025-10-10T23:28:01.908275] [INFO ] [LOCAL     ] Saved configuration for CVI: 3 features, 80.00% accuracy -> ./output/feature-sets/CVI.json
[2025-10-10T23:28:01.908330] [INFO ] [CONFIGURE ] CVI: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:28:01.908369] [INFO ] [sig       ] [59/220] Successfully configured CVI | 0.02 sym/s | Total: 42.3m | ETA: 1.9h
[2025-10-10T23:28:01.908403] [INFO ] [sig       ] [60/220] Configuring CWEN...
[2025-10-10T23:28:01.908432] [INFO ] [CONFIGURE ] CWEN: Configurate test run.
[2025-10-10T23:28:01.908462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-10-10T23:28:01.920609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWEN'.
[2025-10-10T23:28:01.921007] [INFO ] [CONFIGURE ] CWEN: Testing with 29 available features
[2025-10-10T23:28:01.921063] [INFO ] [CONFIGURE ] CWEN: Establishing baseline with no features...
[2025-10-10T23:28:02.022750] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:02.124783] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:02.226270] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:02.329192] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:02.433125] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:02.538191] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:02.644553] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:02.753897] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:02.864130] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:28:02.974833] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:02.975016] [INFO ] [CONFIGURE ] CWEN: Baseline score (no features): 40.00%
[2025-10-10T23:28:02.975076] [INFO ] [CONFIGURE ] CWEN: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:28:02.975120] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:28:03.108160] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:03.230391] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:03.358605] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:03.475151] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:03.628190] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:03.748397] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:03.870967] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:03.993314] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:04.116035] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:04.244834] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:04.245004] [INFO ] [CONFIGURE ] CWEN: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:28:04.245047] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4682 tests
[2025-10-10T23:28:04.245081] [INFO ] [CONFIGURE ] CWEN: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:28:04.245112] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:28:04.382490] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:04.516255] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:04.649847] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:04.785661] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:04.919499] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:05.057075] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:05.192034] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:05.351768] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:05.497831] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:05.638981] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:05.639178] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:28:05.639241] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4681 tests
[2025-10-10T23:28:05.639279] [INFO ] [CONFIGURE ] CWEN: Testing feature 3/29: add_daily_returns
[2025-10-10T23:28:05.639310] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:28:05.766578] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:05.890788] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:06.011624] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:06.136130] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:06.261138] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:06.386086] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:06.516805] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:06.644390] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:06.771810] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:06.900364] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:06.900552] [INFO ] [CONFIGURE ] CWEN: KEPT add_daily_returns (score: 70.00%)
[2025-10-10T23:28:06.900597] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4680 tests
[2025-10-10T23:28:06.900673] [INFO ] [CONFIGURE ] CWEN: Testing feature 4/29: add_ema
[2025-10-10T23:28:06.900732] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-10T23:28:07.039778] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:07.183535] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:07.326582] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:07.469879] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:07.610215] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:07.753187] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:07.897634] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:08.042519] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:08.192738] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:08.339993] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:08.340167] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:28:08.340213] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4679 tests
[2025-10-10T23:28:08.340274] [INFO ] [CONFIGURE ] CWEN: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:28:08.340345] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:28:08.507856] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:08.661367] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:08.804626] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:08.949811] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:09.093715] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:09.239190] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:09.389834] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:09.540170] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:09.694806] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:09.849986] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:09.850167] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:28:09.850211] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4678 tests
[2025-10-10T23:28:09.850247] [INFO ] [CONFIGURE ] CWEN: Testing feature 6/29: add_failed_moves
[2025-10-10T23:28:09.850278] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T23:28:09.979550] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:10.110820] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:10.243257] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:10.375835] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:10.510821] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:10.643851] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:10.777294] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:10.913281] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:11.048340] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:11.184373] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:11.184537] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:28:11.184580] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4677 tests
[2025-10-10T23:28:11.184615] [INFO ] [CONFIGURE ] CWEN: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:28:11.184680] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:28:11.311500] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:11.436047] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:11.564368] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:11.689509] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:11.814782] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:11.939990] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:12.064985] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:12.197451] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:12.329353] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:12.457431] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:12.457595] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:28:12.457808] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4676 tests
[2025-10-10T23:28:12.457952] [INFO ] [CONFIGURE ] CWEN: Testing feature 8/29: add_macd
[2025-10-10T23:28:12.457994] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:28:12.625431] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:12.787311] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:12.956147] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:13.122200] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:13.288137] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:13.455479] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:13.625253] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:13.797963] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:13.967111] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:14.137143] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:14.137352] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:28:14.137416] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4675 tests
[2025-10-10T23:28:14.137455] [INFO ] [CONFIGURE ] CWEN: Testing feature 9/29: add_mfi
[2025-10-10T23:28:14.137485] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-10T23:28:14.279132] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:14.426826] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:14.566230] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:14.705216] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:14.844587] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:14.983442] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:15.124525] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:15.266225] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:15.408666] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:15.551199] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:15.551372] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:28:15.551417] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4674 tests
[2025-10-10T23:28:15.551452] [INFO ] [CONFIGURE ] CWEN: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:28:15.551484] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:28:15.732235] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:15.898318] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:16.052808] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:16.209071] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:16.368516] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:16.539077] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:16.704803] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:16.862384] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:17.017764] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:28:17.190843] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:17.191045] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:28:17.191113] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4673 tests
[2025-10-10T23:28:17.191172] [INFO ] [CONFIGURE ] CWEN: Testing feature 11/29: add_obv_daily
[2025-10-10T23:28:17.191206] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:28:17.332904] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:17.464980] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:17.598169] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:17.726411] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:17.862107] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:18.019076] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:18.162056] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:18.296668] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:18.432332] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:18.569391] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:18.569565] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:28:18.569626] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4672 tests
[2025-10-10T23:28:18.569697] [INFO ] [CONFIGURE ] CWEN: Testing feature 12/29: add_obv_interval
[2025-10-10T23:28:18.569742] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-10T23:28:18.733430] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:18.862078] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:18.990348] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:19.120450] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:19.252324] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:19.382873] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:19.518515] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:19.652066] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:19.788781] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:19.921551] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:19.921725] [INFO ] [CONFIGURE ] CWEN: KEPT add_obv_interval (score: 80.00%)
[2025-10-10T23:28:19.921781] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4671 tests
[2025-10-10T23:28:19.921902] [INFO ] [CONFIGURE ] CWEN: Testing feature 13/29: add_opening_strength
[2025-10-10T23:28:19.921954] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-10-10T23:28:20.062333] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:20.207239] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:20.348795] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:20.490090] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:20.631247] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:20.772026] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:20.921777] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:21.064271] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:21.212373] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:21.363146] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:21.363302] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:28:21.363345] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4670 tests
[2025-10-10T23:28:21.363379] [INFO ] [CONFIGURE ] CWEN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:28:21.363410] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:28:21.518617] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:21.673785] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:21.824591] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:21.975590] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:22.130335] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:22.281631] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:22.440336] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:22.593254] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:22.748993] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:22.902573] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:22.902744] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:28:22.902797] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4669 tests
[2025-10-10T23:28:22.902832] [INFO ] [CONFIGURE ] CWEN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:28:22.902863] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T23:28:23.044326] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:23.182137] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:23.317889] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:23.454522] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:23.589671] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:23.727031] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:23.867335] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:24.005728] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:24.142713] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:24.277399] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:28:24.277556] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:28:24.277599] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4668 tests
[2025-10-10T23:28:24.277634] [INFO ] [CONFIGURE ] CWEN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:28:24.277708] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T23:28:24.416458] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:24.560900] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:24.699488] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:24.849547] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:25.009096] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:25.157107] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:25.307991] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:25.456687] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:25.607927] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:25.753780] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:25.753933] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:28:25.753976] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4667 tests
[2025-10-10T23:28:25.754010] [INFO ] [CONFIGURE ] CWEN: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:28:25.754041] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T23:28:25.899999] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:26.069967] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:26.236106] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:26.407336] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:26.577700] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:26.738842] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:26.893189] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:27.063789] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:27.223955] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:27.374138] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:27.374350] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:28:27.374400] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4666 tests
[2025-10-10T23:28:27.374436] [INFO ] [CONFIGURE ] CWEN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:28:27.374523] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T23:28:27.504611] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:27.632410] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:27.761971] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:27.891679] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:28.024851] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:28.161393] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:28.295729] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:28.428472] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:28.564884] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:28.700059] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:28.700219] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:28:28.700263] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4665 tests
[2025-10-10T23:28:28.700297] [INFO ] [CONFIGURE ] CWEN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:28:28.700328] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T23:28:28.836098] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:28.970478] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:29.106031] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:29.242696] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:29.377365] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:29.512514] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:29.649746] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:29.793401] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:29.934860] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:30.074948] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:30.075137] [INFO ] [CONFIGURE ] CWEN: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T23:28:30.075185] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4664 tests
[2025-10-10T23:28:30.075220] [INFO ] [CONFIGURE ] CWEN: Testing feature 20/29: add_price_rejection
[2025-10-10T23:28:30.075251] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T23:28:30.224420] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:30.379586] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:30.533479] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:30.688172] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:30.874160] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:31.030521] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:31.189142] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:31.346797] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:31.503808] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:31.661372] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:31.661539] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:28:31.661582] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4663 tests
[2025-10-10T23:28:31.661616] [INFO ] [CONFIGURE ] CWEN: Testing feature 21/29: add_range_position
[2025-10-10T23:28:31.661671] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T23:28:31.825521] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:32.001723] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:32.169450] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:32.339183] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:32.508550] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:32.671301] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:32.836885] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:33.002214] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:33.166921] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:33.333789] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:33.333965] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:28:33.334010] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4662 tests
[2025-10-10T23:28:33.334047] [INFO ] [CONFIGURE ] CWEN: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:28:33.334080] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T23:28:33.511034] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:33.694356] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:33.898198] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:34.071286] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:34.251548] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:34.432120] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:34.613278] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:34.799664] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:34.983129] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:28:35.161920] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:28:35.162109] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:28:35.162173] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4661 tests
[2025-10-10T23:28:35.162250] [INFO ] [CONFIGURE ] CWEN: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:28:35.162303] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-10T23:28:35.307872] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:35.453348] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:35.600491] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:35.747715] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:35.897856] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:36.045335] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:36.196425] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:36.350724] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:36.502811] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:36.649516] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:36.649710] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:28:36.649767] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4660 tests
[2025-10-10T23:28:36.649827] [INFO ] [CONFIGURE ] CWEN: Testing feature 24/29: add_rsi
[2025-10-10T23:28:36.649884] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-10T23:28:36.808772] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:36.969519] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:37.130926] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:37.293899] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:37.455849] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:37.617290] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:37.780480] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:37.942807] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:38.109970] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:28:38.276474] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:38.276636] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:28:38.276717] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4659 tests
[2025-10-10T23:28:38.276758] [INFO ] [CONFIGURE ] CWEN: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:28:38.276791] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-10T23:28:38.414173] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:38.552215] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:38.692070] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:38.831496] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:38.970502] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:28:39.111284] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:39.253473] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:39.394026] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:39.536351] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:39.678521] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:28:39.678701] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:28:39.678759] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4658 tests
[2025-10-10T23:28:39.678797] [INFO ] [CONFIGURE ] CWEN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:28:39.678829] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-10T23:28:39.819331] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:39.985423] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:40.132585] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:40.279779] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:40.428010] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:40.576015] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:40.723236] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:40.870578] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:41.014296] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:41.159352] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:41.159515] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:28:41.159558] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4657 tests
[2025-10-10T23:28:41.159593] [INFO ] [CONFIGURE ] CWEN: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:28:41.159623] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-10T23:28:41.314141] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:41.468194] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:28:41.618993] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:41.775321] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:28:41.932366] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:42.095407] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:42.256583] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:42.425603] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:42.601460] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:28:42.771708] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:42.771915] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:28:42.772038] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4656 tests
[2025-10-10T23:28:42.772095] [INFO ] [CONFIGURE ] CWEN: Testing feature 28/29: add_volume_profile
[2025-10-10T23:28:42.772133] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-10T23:28:42.929971] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:43.095923] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:43.251466] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:28:43.405112] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:43.564719] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:43.721705] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:43.881430] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:44.032394] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:28:44.183269] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:44.336248] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:44.336423] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:28:44.336467] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4655 tests
[2025-10-10T23:28:44.336523] [INFO ] [CONFIGURE ] CWEN: Testing feature 29/29: add_vwap
[2025-10-10T23:28:44.336581] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-10T23:28:44.488772] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:28:44.644009] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:44.801747] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:28:44.959210] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:28:45.117846] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:28:45.269489] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:45.422906] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:28:45.579286] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:28:45.741550] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:28:45.899163] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:28:45.899412] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:28:45.899476] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4654 tests
[2025-10-10T23:28:45.899524] [INFO ] [CONFIGURE ] CWEN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:28:45.899581] [INFO ] [CONFIGURE ] CWEN: Best accuracy: 90.00%
[2025-10-10T23:28:45.899617] [INFO ] [CONFIGURE ] CWEN: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T23:28:45.899673] [INFO ] [CONFIGURE ] CWEN: Improvement over baseline: 50.00%
[2025-10-10T23:28:45.899723] [INFO ] [CONFIGURE ] CWEN: Total time: 42.9 seconds
[2025-10-10T23:28:45.899754] [INFO ] [CONFIGURE ] CWEN: Average time per feature: 1.5 seconds
[2025-10-10T23:28:45.899782] [INFO ] [CONFIGURE ] CWEN: Average speed: 0.68 features/sec
[2025-10-10T23:28:45.900859] [INFO ] [LOCAL     ] Saved configuration for CWEN: 4 features, 90.00% accuracy -> ./output/feature-sets/CWEN.json
[2025-10-10T23:28:45.900936] [INFO ] [CONFIGURE ] CWEN: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-10T23:28:45.901021] [INFO ] [sig       ] [60/220] Successfully configured CWEN | 0.02 sym/s | Total: 43.0m | ETA: 1.9h
[2025-10-10T23:28:45.901096] [INFO ] [sig       ] [61/220] Configuring CYD...
[2025-10-10T23:28:45.901164] [INFO ] [CONFIGURE ] CYD: Configurate test run.
[2025-10-10T23:28:45.901242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-10-10T23:28:45.917624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYD'.
[2025-10-10T23:28:45.918016] [INFO ] [CONFIGURE ] CYD: Testing with 29 available features
[2025-10-10T23:28:45.918071] [INFO ] [CONFIGURE ] CYD: Establishing baseline with no features...
[2025-10-10T23:28:46.030684] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:28:46.156149] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:46.307282] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:46.450387] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:46.611692] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:28:46.771353] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:28:46.914919] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:47.078018] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:47.223621] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:47.346461] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:47.346678] [INFO ] [CONFIGURE ] CYD: Baseline score (no features): 40.00%
[2025-10-10T23:28:47.346744] [INFO ] [CONFIGURE ] CYD: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:28:47.346780] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:28:47.482825] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:28:47.622927] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:47.768477] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:47.911103] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:48.052850] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:48.183872] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:48.317465] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:48.444193] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:48.571245] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:48.701323] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:48.701498] [INFO ] [CONFIGURE ] CYD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:28:48.701543] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4653 tests
[2025-10-10T23:28:48.701576] [INFO ] [CONFIGURE ] CYD: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:28:48.701606] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:28:48.829694] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:48.958100] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:49.094319] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:49.236396] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:49.368144] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:49.501500] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:49.643266] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:49.773797] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:49.914040] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:50.053389] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:50.053565] [INFO ] [CONFIGURE ] CYD: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-10T23:28:50.053624] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4652 tests
[2025-10-10T23:28:50.053709] [INFO ] [CONFIGURE ] CYD: Testing feature 3/29: add_daily_returns
[2025-10-10T23:28:50.053751] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:28:50.191114] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:50.331476] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:50.470514] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:50.610833] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:50.753386] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:50.902768] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:51.042309] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:51.189845] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:51.338982] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:51.483337] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:51.483527] [INFO ] [CONFIGURE ] CYD: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:28:51.483574] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4651 tests
[2025-10-10T23:28:51.483610] [INFO ] [CONFIGURE ] CYD: Testing feature 4/29: add_ema
[2025-10-10T23:28:51.483665] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:28:51.636949] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:51.789224] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:51.941434] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:52.116991] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:52.274504] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:52.431926] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:52.591965] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:52.745556] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:52.901119] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:53.062056] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:53.062241] [INFO ] [CONFIGURE ] CYD: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:28:53.062303] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4650 tests
[2025-10-10T23:28:53.062361] [INFO ] [CONFIGURE ] CYD: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:28:53.062397] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:28:53.216755] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:28:53.379226] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:53.551637] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:53.752853] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:53.931894] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:54.099270] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:54.267377] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:54.431814] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:54.594762] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:54.760044] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:54.760252] [INFO ] [CONFIGURE ] CYD: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:28:54.760316] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4649 tests
[2025-10-10T23:28:54.760355] [INFO ] [CONFIGURE ] CYD: Testing feature 6/29: add_failed_moves
[2025-10-10T23:28:54.760386] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:28:54.899250] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:55.039588] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:55.180145] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:55.320056] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:55.461223] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:55.608146] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:55.753303] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:55.894012] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:56.030952] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:56.170942] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:56.171104] [INFO ] [CONFIGURE ] CYD: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:28:56.171149] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4648 tests
[2025-10-10T23:28:56.171183] [INFO ] [CONFIGURE ] CYD: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:28:56.171214] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:28:56.299619] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:56.436149] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:56.572271] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:56.704800] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:56.838845] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:56.969625] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:57.115719] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:57.249780] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:57.383155] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:57.514591] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:57.514811] [INFO ] [CONFIGURE ] CYD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:28:57.514860] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4647 tests
[2025-10-10T23:28:57.514894] [INFO ] [CONFIGURE ] CYD: Testing feature 8/29: add_macd
[2025-10-10T23:28:57.514925] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:28:57.677351] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:57.842351] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:58.005871] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:58.185803] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:58.354195] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:28:58.532093] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:28:58.702870] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:28:58.874951] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:28:59.046089] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:28:59.218817] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:28:59.219018] [INFO ] [CONFIGURE ] CYD: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:28:59.219065] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4646 tests
[2025-10-10T23:28:59.219099] [INFO ] [CONFIGURE ] CYD: Testing feature 9/29: add_mfi
[2025-10-10T23:28:59.219130] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:28:59.364400] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:28:59.511236] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:28:59.651934] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:28:59.792753] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:28:59.941303] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:00.089917] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:00.238018] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:00.385664] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:00.531198] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:00.688272] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:00.688465] [INFO ] [CONFIGURE ] CYD: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:29:00.688508] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4645 tests
[2025-10-10T23:29:00.688544] [INFO ] [CONFIGURE ] CYD: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:29:00.688625] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:29:00.854943] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:01.011339] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:01.205292] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:01.369267] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:01.527978] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:01.687753] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:01.850936] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:02.021058] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:02.185359] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:02.351812] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:02.352000] [INFO ] [CONFIGURE ] CYD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:29:02.352046] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4644 tests
[2025-10-10T23:29:02.352084] [INFO ] [CONFIGURE ] CYD: Testing feature 11/29: add_obv_daily
[2025-10-10T23:29:02.352119] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:29:02.494404] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:02.635912] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:02.777554] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:02.923921] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:03.069841] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:03.211476] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:03.354673] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:03.500984] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:03.646888] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:03.791899] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:03.792056] [INFO ] [CONFIGURE ] CYD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:29:03.792101] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4643 tests
[2025-10-10T23:29:03.792137] [INFO ] [CONFIGURE ] CYD: Testing feature 12/29: add_obv_interval
[2025-10-10T23:29:03.792170] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:29:03.930124] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:04.068479] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:04.245620] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:04.384257] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:04.521212] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:04.661294] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:04.800022] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:04.938845] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:05.080870] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:05.222987] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:05.223136] [INFO ] [CONFIGURE ] CYD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:29:05.223178] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4642 tests
[2025-10-10T23:29:05.223213] [INFO ] [CONFIGURE ] CYD: Testing feature 13/29: add_opening_strength
[2025-10-10T23:29:05.223244] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:29:05.368605] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:05.512933] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:05.660441] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:05.811440] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:05.958531] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:06.104738] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:06.253458] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:06.406535] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:06.568354] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:06.722554] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:06.722736] [INFO ] [CONFIGURE ] CYD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:29:06.722790] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4641 tests
[2025-10-10T23:29:06.722826] [INFO ] [CONFIGURE ] CYD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:29:06.722857] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:29:06.871383] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:07.019734] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:07.174062] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:07.326545] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:07.479034] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:07.634473] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:07.790786] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:07.948383] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:08.101331] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:08.259435] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:08.259622] [INFO ] [CONFIGURE ] CYD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:29:08.259702] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4640 tests
[2025-10-10T23:29:08.259749] [INFO ] [CONFIGURE ] CYD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:29:08.259781] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:29:08.387892] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:08.522860] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:08.652712] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:08.781937] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:08.911342] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:09.042010] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:09.172938] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:09.304489] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:09.441781] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:09.577872] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:09.578072] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:29:09.578117] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4639 tests
[2025-10-10T23:29:09.578153] [INFO ] [CONFIGURE ] CYD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:29:09.578184] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:29:09.716401] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:09.851898] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:09.989423] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:10.122671] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:10.258757] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:10.394311] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:10.530352] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:10.666780] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:10.810438] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:10.956419] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:10.956611] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:29:10.956683] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4638 tests
[2025-10-10T23:29:10.956740] [INFO ] [CONFIGURE ] CYD: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:29:10.956776] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:29:11.097882] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:11.238671] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:11.385287] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:11.522747] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:11.664361] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:11.802352] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:11.940670] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:12.080185] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:12.220559] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:12.364164] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:12.364347] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:29:12.364393] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4637 tests
[2025-10-10T23:29:12.364433] [INFO ] [CONFIGURE ] CYD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:29:12.364468] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:29:12.493172] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:12.619152] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:12.741934] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:12.865548] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:12.996169] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:13.121833] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:13.267252] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:13.395601] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:13.538801] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:13.694135] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:13.694361] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-10T23:29:13.694432] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4636 tests
[2025-10-10T23:29:13.694485] [INFO ] [CONFIGURE ] CYD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:29:13.694552] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:29:13.824378] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:13.953304] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:14.080589] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:14.207294] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:14.346371] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:14.480429] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:14.612034] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:14.742309] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:14.873429] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:15.003834] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:15.004060] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:29:15.004109] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4635 tests
[2025-10-10T23:29:15.004145] [INFO ] [CONFIGURE ] CYD: Testing feature 20/29: add_price_rejection
[2025-10-10T23:29:15.004228] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:29:15.146316] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:15.290674] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:15.434872] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:15.578614] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:15.722842] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:15.868767] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:16.013247] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:16.160267] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:16.308853] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:16.457624] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:16.457819] [INFO ] [CONFIGURE ] CYD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:29:16.457869] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4634 tests
[2025-10-10T23:29:16.457903] [INFO ] [CONFIGURE ] CYD: Testing feature 21/29: add_range_position
[2025-10-10T23:29:16.457934] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-10T23:29:16.603797] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:16.746060] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:16.888456] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:17.032323] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:17.181759] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:17.331521] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:17.485993] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:17.637906] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:17.789085] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:17.945349] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:17.945511] [INFO ] [CONFIGURE ] CYD: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:29:17.945555] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4633 tests
[2025-10-10T23:29:17.945590] [INFO ] [CONFIGURE ] CYD: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:29:17.945620] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:29:18.107684] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:18.268888] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:18.432935] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:18.596639] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:18.761942] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:18.933041] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:19.104329] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:19.274518] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:19.448277] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:19.623785] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:19.623963] [INFO ] [CONFIGURE ] CYD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:29:19.624023] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4632 tests
[2025-10-10T23:29:19.624108] [INFO ] [CONFIGURE ] CYD: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:29:19.624169] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:29:19.763165] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:19.895866] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:20.029759] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:20.164615] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:20.297999] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:20.433290] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:20.571807] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:20.707995] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:20.844802] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:20.982222] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:20.982373] [INFO ] [CONFIGURE ] CYD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:29:20.982416] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4631 tests
[2025-10-10T23:29:20.982450] [INFO ] [CONFIGURE ] CYD: Testing feature 24/29: add_rsi
[2025-10-10T23:29:20.982482] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:29:21.134119] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:21.285216] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:21.437965] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:21.590879] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:29:21.747211] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:21.902556] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:22.055567] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:22.213822] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:22.372043] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:22.530668] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:22.530907] [INFO ] [CONFIGURE ] CYD: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:29:22.530971] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4630 tests
[2025-10-10T23:29:22.531012] [INFO ] [CONFIGURE ] CYD: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:29:22.531045] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-10T23:29:22.663778] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:22.799467] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:22.930952] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:23.062164] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:23.193604] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:23.324028] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:23.457720] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:23.594675] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:23.733636] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:23.872119] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:23.872268] [INFO ] [CONFIGURE ] CYD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:29:23.872315] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4629 tests
[2025-10-10T23:29:23.872350] [INFO ] [CONFIGURE ] CYD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:29:23.872382] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-10T23:29:24.002456] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:24.134145] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:24.265009] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:24.397916] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:29:24.530860] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:24.665017] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:24.798815] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:24.932903] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:25.069054] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:25.209309] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:25.209495] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:29:25.209539] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4628 tests
[2025-10-10T23:29:25.209574] [INFO ] [CONFIGURE ] CYD: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:29:25.209605] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-10T23:29:25.350717] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:29:25.491357] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:25.634050] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:25.776333] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:25.918764] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:26.062287] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:26.208583] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:26.354365] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:26.501170] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:26.648429] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:26.648661] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:29:26.648726] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4627 tests
[2025-10-10T23:29:26.648768] [INFO ] [CONFIGURE ] CYD: Testing feature 28/29: add_volume_profile
[2025-10-10T23:29:26.648801] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-10T23:29:26.788361] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:26.923363] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:27.059444] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:27.191818] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:27.325060] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:27.459415] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:27.596661] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:27.735426] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:27.872372] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:28.008938] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:28.009097] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:29:28.009140] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4626 tests
[2025-10-10T23:29:28.009196] [INFO ] [CONFIGURE ] CYD: Testing feature 29/29: add_vwap
[2025-10-10T23:29:28.009252] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-10T23:29:28.144287] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:29:28.288202] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:29:28.427637] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:28.566526] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:28.708391] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:29:28.850040] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:28.992723] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:29.136604] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:29.278952] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:29.423874] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:29:29.424047] [INFO ] [CONFIGURE ] CYD: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:29:29.424091] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4625 tests
[2025-10-10T23:29:29.424129] [INFO ] [CONFIGURE ] CYD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:29:29.424161] [INFO ] [CONFIGURE ] CYD: Best accuracy: 50.00%
[2025-10-10T23:29:29.424192] [INFO ] [CONFIGURE ] CYD: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-10T23:29:29.424221] [INFO ] [CONFIGURE ] CYD: Improvement over baseline: 10.00%
[2025-10-10T23:29:29.424248] [INFO ] [CONFIGURE ] CYD: Total time: 42.1 seconds
[2025-10-10T23:29:29.424277] [INFO ] [CONFIGURE ] CYD: Average time per feature: 1.5 seconds
[2025-10-10T23:29:29.424330] [INFO ] [CONFIGURE ] CYD: Average speed: 0.69 features/sec
[2025-10-10T23:29:29.424836] [INFO ] [LOCAL     ] Saved configuration for CYD: 1 features, 50.00% accuracy -> ./output/feature-sets/CYD.json
[2025-10-10T23:29:29.424892] [INFO ] [CONFIGURE ] CYD: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-10T23:29:29.424954] [INFO ] [sig       ] [61/220] Successfully configured CYD | 0.02 sym/s | Total: 43.8m | ETA: 1.9h
[2025-10-10T23:29:29.425031] [INFO ] [sig       ] [62/220] Configuring DEA...
[2025-10-10T23:29:29.425087] [INFO ] [CONFIGURE ] DEA: Configurate test run.
[2025-10-10T23:29:29.425139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-10-10T23:29:29.439004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEA'.
[2025-10-10T23:29:29.439379] [INFO ] [CONFIGURE ] DEA: Testing with 29 available features
[2025-10-10T23:29:29.439434] [INFO ] [CONFIGURE ] DEA: Establishing baseline with no features...
[2025-10-10T23:29:29.546278] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:29:29.653977] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:29:29.757882] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:29.862147] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:29.965211] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:29:30.069761] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:30.174398] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:30.280299] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:30.385297] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:30.491509] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:29:30.491672] [INFO ] [CONFIGURE ] DEA: Baseline score (no features): 20.00%
[2025-10-10T23:29:30.491734] [INFO ] [CONFIGURE ] DEA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:29:30.491770] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:29:30.605169] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:30.719742] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:30.834010] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:30.948874] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:31.066451] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:31.182666] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:31.301714] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:31.419728] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:31.537146] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:31.660628] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:29:31.660790] [INFO ] [CONFIGURE ] DEA: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:29:31.660863] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4624 tests
[2025-10-10T23:29:31.660927] [INFO ] [CONFIGURE ] DEA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:29:31.660974] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:29:31.795178] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:31.927219] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:32.061096] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:32.194537] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:32.331162] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:32.474360] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:32.618723] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:32.762749] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:32.906896] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:33.054900] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:33.055081] [INFO ] [CONFIGURE ] DEA: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:29:33.055126] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4623 tests
[2025-10-10T23:29:33.055161] [INFO ] [CONFIGURE ] DEA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:29:33.055194] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:29:33.196146] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:33.335832] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:33.473617] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:33.613496] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:33.753392] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:33.901085] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:34.049212] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:34.196056] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:34.337278] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:34.482215] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:34.482400] [INFO ] [CONFIGURE ] DEA: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:29:34.482457] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4622 tests
[2025-10-10T23:29:34.482494] [INFO ] [CONFIGURE ] DEA: Testing feature 4/29: add_ema
[2025-10-10T23:29:34.482524] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T23:29:34.633104] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:34.786808] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:34.946933] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:35.108283] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:35.275480] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:35.433501] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:35.593552] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:35.754082] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:35.915973] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:36.081826] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:36.082009] [INFO ] [CONFIGURE ] DEA: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:29:36.082065] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4621 tests
[2025-10-10T23:29:36.082101] [INFO ] [CONFIGURE ] DEA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:29:36.082133] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:29:36.249848] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:36.420327] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:29:36.589773] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:36.760125] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:36.932634] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:37.104944] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:37.278378] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:37.450832] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:37.629050] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:37.800184] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:29:37.800452] [INFO ] [CONFIGURE ] DEA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:29:37.800507] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4620 tests
[2025-10-10T23:29:37.800563] [INFO ] [CONFIGURE ] DEA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:29:37.800621] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:29:37.955177] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:38.112411] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:38.278622] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:38.432775] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:38.603087] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:38.806348] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:39.011296] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:39.222048] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:39.420483] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:39.596526] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:39.596765] [INFO ] [CONFIGURE ] DEA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:29:39.596831] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4619 tests
[2025-10-10T23:29:39.596873] [INFO ] [CONFIGURE ] DEA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:29:39.596907] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:29:39.764338] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:39.917283] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:40.080295] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:40.239635] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:40.397332] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:40.557780] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:40.754588] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:40.921771] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:41.090124] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:41.249067] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:41.249256] [INFO ] [CONFIGURE ] DEA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:29:41.249339] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4618 tests
[2025-10-10T23:29:41.249393] [INFO ] [CONFIGURE ] DEA: Testing feature 8/29: add_macd
[2025-10-10T23:29:41.249429] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:29:41.444297] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:29:41.634147] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:41.817258] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:41.993493] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:42.170445] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:42.348969] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:42.531427] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:42.715492] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:42.900219] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:43.089130] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:43.089321] [INFO ] [CONFIGURE ] DEA: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:29:43.089366] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4617 tests
[2025-10-10T23:29:43.089402] [INFO ] [CONFIGURE ] DEA: Testing feature 9/29: add_mfi
[2025-10-10T23:29:43.089433] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-10T23:29:43.245546] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:43.401141] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:43.555354] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:43.721188] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:43.886341] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:44.051624] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:44.216138] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:44.383837] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:44.560195] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:44.728730] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:44.728932] [INFO ] [CONFIGURE ] DEA: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:29:44.728979] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4616 tests
[2025-10-10T23:29:44.729013] [INFO ] [CONFIGURE ] DEA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:29:44.729045] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:29:44.903787] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:45.080626] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:45.263865] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:45.439289] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:45.617891] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:45.800575] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:45.979280] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:46.158192] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:46.335921] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:46.518097] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:46.518287] [INFO ] [CONFIGURE ] DEA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:29:46.518333] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4615 tests
[2025-10-10T23:29:46.518371] [INFO ] [CONFIGURE ] DEA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:29:46.518405] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:29:46.670940] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:46.836810] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:29:46.988773] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:47.137176] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:47.283535] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:47.434446] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:47.580304] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:47.730968] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:47.884169] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:48.040255] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:48.040432] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:29:48.040477] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4614 tests
[2025-10-10T23:29:48.040513] [INFO ] [CONFIGURE ] DEA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:29:48.040546] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:29:48.186930] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:48.340549] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:48.489538] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:48.638007] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:48.788576] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:48.941605] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:49.094157] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:49.244197] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:49.395847] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:49.546010] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:49.546162] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:29:49.546206] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4613 tests
[2025-10-10T23:29:49.546241] [INFO ] [CONFIGURE ] DEA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:29:49.546272] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:29:49.713251] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:49.879510] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:50.036129] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:50.194609] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:50.355711] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:50.515498] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:50.683093] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:50.846876] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:51.012158] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:51.179093] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:51.179286] [INFO ] [CONFIGURE ] DEA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:29:51.179356] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4612 tests
[2025-10-10T23:29:51.179414] [INFO ] [CONFIGURE ] DEA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:29:51.179449] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:29:51.340914] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:51.509203] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:51.670262] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:51.847735] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:29:52.032790] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:52.219396] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:52.401024] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:52.588474] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:52.774441] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:52.960924] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:29:52.961128] [INFO ] [CONFIGURE ] DEA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:29:52.961190] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4611 tests
[2025-10-10T23:29:52.961229] [INFO ] [CONFIGURE ] DEA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:29:52.961263] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:29:53.108403] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:53.255212] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:53.402081] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:53.570068] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:53.738084] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:53.888325] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:54.040938] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:29:54.194752] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:54.343429] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:29:54.497413] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:54.497588] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:29:54.497634] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4610 tests
[2025-10-10T23:29:54.497710] [INFO ] [CONFIGURE ] DEA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:29:54.497753] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:29:54.649214] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:54.800966] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:54.953707] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:55.108015] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:55.262293] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:55.415400] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:55.570416] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:55.724394] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:29:55.911342] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:56.071014] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:56.071238] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:29:56.071291] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4609 tests
[2025-10-10T23:29:56.071326] [INFO ] [CONFIGURE ] DEA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:29:56.071358] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:29:56.223098] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:56.371858] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:29:56.521379] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:56.672280] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:56.826145] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:56.981926] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:29:57.138525] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:57.304302] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:57.472435] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:57.627582] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:57.627865] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:29:57.627927] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4608 tests
[2025-10-10T23:29:57.628043] [INFO ] [CONFIGURE ] DEA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:29:57.628084] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:29:57.763298] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:57.900102] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:58.036521] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:58.180173] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:58.323737] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:58.464145] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:29:58.603060] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:29:58.740461] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:29:58.880984] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:29:59.021913] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:29:59.022041] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:29:59.022084] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4607 tests
[2025-10-10T23:29:59.022117] [INFO ] [CONFIGURE ] DEA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:29:59.022147] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:29:59.167734] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:29:59.307354] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:29:59.458823] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:29:59.604472] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:29:59.746375] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:29:59.892415] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:00.039216] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:00.187630] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:00.333516] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:00.475367] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:00.475522] [INFO ] [CONFIGURE ] DEA: KEPT add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:30:00.475566] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4606 tests
[2025-10-10T23:30:00.475600] [INFO ] [CONFIGURE ] DEA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:30:00.475630] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T23:30:00.628974] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:00.781241] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:00.936278] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:30:01.087886] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:01.242300] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:01.397466] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:01.557781] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:30:01.724885] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:01.899965] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:02.069672] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:02.069863] [INFO ] [CONFIGURE ] DEA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:30:02.069909] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4605 tests
[2025-10-10T23:30:02.069944] [INFO ] [CONFIGURE ] DEA: Testing feature 21/29: add_range_position
[2025-10-10T23:30:02.069976] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T23:30:02.237836] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:02.411886] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:30:02.580047] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:30:02.744131] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:02.898739] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:03.058999] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:30:03.216132] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:30:03.373054] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:03.538292] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:03.702576] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:03.702789] [INFO ] [CONFIGURE ] DEA: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:30:03.702843] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4604 tests
[2025-10-10T23:30:03.702878] [INFO ] [CONFIGURE ] DEA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:30:03.702908] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T23:30:03.872345] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:04.040997] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:04.210450] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:30:04.384338] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:04.563374] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:04.741776] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:04.950566] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:05.145731] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:05.324738] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:05.500331] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:05.500478] [INFO ] [CONFIGURE ] DEA: KEPT add_realized_volatility (score: 80.00%)
[2025-10-10T23:30:05.500521] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4603 tests
[2025-10-10T23:30:05.500577] [INFO ] [CONFIGURE ] DEA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:30:05.500610] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:30:05.682467] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:05.864734] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:06.047889] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:30:06.233595] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:06.424056] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:06.622725] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:06.818110] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:07.008184] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:07.198429] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:07.386884] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:07.387056] [INFO ] [CONFIGURE ] DEA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:30:07.387111] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4602 tests
[2025-10-10T23:30:07.387157] [INFO ] [CONFIGURE ] DEA: Testing feature 24/29: add_rsi
[2025-10-10T23:30:07.387191] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:30:07.588171] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:07.792119] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:07.994120] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:30:08.196595] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:08.404037] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:08.608295] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:08.813081] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:30:09.018736] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:09.225469] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:09.433143] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:09.433313] [INFO ] [CONFIGURE ] DEA: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:30:09.433356] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4601 tests
[2025-10-10T23:30:09.433391] [INFO ] [CONFIGURE ] DEA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:30:09.433422] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:30:09.614479] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:09.794295] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:09.983173] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:30:10.167136] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:10.349545] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:10.532281] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:10.714837] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:10.899895] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:11.093260] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:11.278588] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:11.278778] [INFO ] [CONFIGURE ] DEA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:30:11.278831] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4600 tests
[2025-10-10T23:30:11.278869] [INFO ] [CONFIGURE ] DEA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:30:11.278900] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:30:11.464786] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:11.652475] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:11.869956] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:30:12.073433] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:12.255770] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:12.438583] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:12.621190] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:12.804147] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:12.991339] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:13.180168] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:13.180406] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:30:13.180457] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4599 tests
[2025-10-10T23:30:13.180494] [INFO ] [CONFIGURE ] DEA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:30:13.180526] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:30:13.376583] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:13.571921] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:13.773475] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:30:13.969929] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:14.165366] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:14.363952] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:14.562568] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:14.757225] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:14.953845] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:15.158101] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:15.158284] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:30:15.158351] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4598 tests
[2025-10-10T23:30:15.158389] [INFO ] [CONFIGURE ] DEA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:30:15.158423] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:30:15.345604] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:30:15.533844] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:30:15.719906] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:30:15.905468] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:16.092886] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:16.280161] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:16.480550] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:30:16.675294] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:16.869941] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:17.076919] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:17.077118] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:30:17.077169] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4597 tests
[2025-10-10T23:30:17.077205] [INFO ] [CONFIGURE ] DEA: Testing feature 29/29: add_vwap
[2025-10-10T23:30:17.077237] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility', 'add_vwap']
[2025-10-10T23:30:17.272317] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:30:17.469852] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:30:17.659661] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:30:17.849064] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:30:18.040719] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:18.232383] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:30:18.429104] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:30:18.623477] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:18.818733] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:19.013666] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:30:19.013834] [INFO ] [CONFIGURE ] DEA: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:30:19.013878] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4596 tests
[2025-10-10T23:30:19.013932] [INFO ] [CONFIGURE ] DEA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:30:19.013989] [INFO ] [CONFIGURE ] DEA: Best accuracy: 80.00%
[2025-10-10T23:30:19.014024] [INFO ] [CONFIGURE ] DEA: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T23:30:19.014054] [INFO ] [CONFIGURE ] DEA: Improvement over baseline: 60.00%
[2025-10-10T23:30:19.014081] [INFO ] [CONFIGURE ] DEA: Total time: 48.5 seconds
[2025-10-10T23:30:19.014108] [INFO ] [CONFIGURE ] DEA: Average time per feature: 1.7 seconds
[2025-10-10T23:30:19.014135] [INFO ] [CONFIGURE ] DEA: Average speed: 0.60 features/sec
[2025-10-10T23:30:19.014595] [INFO ] [LOCAL     ] Saved configuration for DEA: 4 features, 80.00% accuracy -> ./output/feature-sets/DEA.json
[2025-10-10T23:30:19.014677] [INFO ] [CONFIGURE ] DEA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:30:19.014755] [INFO ] [sig       ] [62/220] Successfully configured DEA | 0.02 sym/s | Total: 44.6m | ETA: 1.9h
[2025-10-10T23:30:19.014830] [INFO ] [sig       ] [63/220] Configuring DEI...
[2025-10-10T23:30:19.014899] [INFO ] [CONFIGURE ] DEI: Configurate test run.
[2025-10-10T23:30:19.014963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-10-10T23:30:19.028231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEI'.
[2025-10-10T23:30:19.028535] [INFO ] [CONFIGURE ] DEI: Testing with 29 available features
[2025-10-10T23:30:19.028590] [INFO ] [CONFIGURE ] DEI: Establishing baseline with no features...
[2025-10-10T23:30:19.134578] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:19.237748] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:19.341813] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:19.445179] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:19.550253] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:19.660432] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:19.767158] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:19.875353] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:19.982540] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:20.115822] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:20.115980] [INFO ] [CONFIGURE ] DEI: Baseline score (no features): 60.00%
[2025-10-10T23:30:20.116025] [INFO ] [CONFIGURE ] DEI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:30:20.116058] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:30:20.234192] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:20.353015] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:20.471317] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:20.591263] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:20.711879] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:20.830136] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:20.948315] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:21.067736] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:21.186374] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:21.309418] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:21.309601] [INFO ] [CONFIGURE ] DEI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:30:21.309665] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4595 tests
[2025-10-10T23:30:21.309727] [INFO ] [CONFIGURE ] DEI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:30:21.309761] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:30:21.449118] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:21.572435] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:21.698765] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:21.822481] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:21.946608] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:22.072883] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:22.204743] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:22.333664] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:22.464024] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:22.588350] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:22.588564] [INFO ] [CONFIGURE ] DEI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:30:22.588626] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4594 tests
[2025-10-10T23:30:22.588697] [INFO ] [CONFIGURE ] DEI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:30:22.588741] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_daily_returns']
[2025-10-10T23:30:22.694803] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:22.800789] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:22.907770] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:23.015748] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:23.151381] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:23.260096] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:23.377352] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:23.498461] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:23.611126] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:23.726254] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:23.726434] [INFO ] [CONFIGURE ] DEI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:30:23.726478] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4593 tests
[2025-10-10T23:30:23.726514] [INFO ] [CONFIGURE ] DEI: Testing feature 4/29: add_ema
[2025-10-10T23:30:23.726547] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_ema']
[2025-10-10T23:30:23.855815] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:23.984766] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:24.108909] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:24.235791] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:24.376627] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:24.502463] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:24.627608] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:24.750569] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:24.874056] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:25.000179] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:25.000384] [INFO ] [CONFIGURE ] DEI: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:30:25.000431] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4592 tests
[2025-10-10T23:30:25.000490] [INFO ] [CONFIGURE ] DEI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:30:25.000547] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:30:25.127835] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:25.258331] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:25.392984] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:25.527754] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:25.664700] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:25.800967] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:25.937443] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:26.084855] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:26.228588] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:26.377233] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:26.377397] [INFO ] [CONFIGURE ] DEI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:30:26.377441] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4591 tests
[2025-10-10T23:30:26.377476] [INFO ] [CONFIGURE ] DEI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:30:26.377507] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves']
[2025-10-10T23:30:26.506764] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:26.628280] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:26.749926] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:26.875157] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:26.999521] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:27.126923] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:27.246361] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:27.365945] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:27.485851] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:27.610139] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:27.610314] [INFO ] [CONFIGURE ] DEI: KEPT add_failed_moves (score: 70.00%)
[2025-10-10T23:30:27.610358] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4590 tests
[2025-10-10T23:30:27.610394] [INFO ] [CONFIGURE ] DEI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:30:27.610427] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-10-10T23:30:27.733223] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:27.850927] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:27.971074] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:28.096402] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:28.229790] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:28.356206] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:28.478427] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:28.602248] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:28.725376] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:28.848665] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:28.848855] [INFO ] [CONFIGURE ] DEI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:30:28.848899] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4589 tests
[2025-10-10T23:30:28.848934] [INFO ] [CONFIGURE ] DEI: Testing feature 8/29: add_macd
[2025-10-10T23:30:28.848966] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-10T23:30:29.008030] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:29.168837] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:29.326428] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:29.487383] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:29.649816] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:29.818927] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:29.996009] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:30.154720] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:30.313467] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:30.471917] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:30.472088] [INFO ] [CONFIGURE ] DEI: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:30:30.472134] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4588 tests
[2025-10-10T23:30:30.472168] [INFO ] [CONFIGURE ] DEI: Testing feature 9/29: add_mfi
[2025-10-10T23:30:30.472198] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-10-10T23:30:30.603676] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:30.733965] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:30.865534] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:31.016719] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:31.182021] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:31.326480] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:31.513119] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:31.721006] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:31.904580] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:32.102623] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:32.102907] [INFO ] [CONFIGURE ] DEI: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:30:32.102978] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4587 tests
[2025-10-10T23:30:32.103038] [INFO ] [CONFIGURE ] DEI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:30:32.103093] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:30:32.287909] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:32.440571] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:32.587036] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:32.733229] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:32.878263] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:33.024509] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:33.171335] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:33.317863] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:33.462506] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:33.614492] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:33.614717] [INFO ] [CONFIGURE ] DEI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:30:33.614788] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4586 tests
[2025-10-10T23:30:33.614829] [INFO ] [CONFIGURE ] DEI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:30:33.614914] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-10-10T23:30:33.734936] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:33.855029] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:33.981252] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:34.110943] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:34.242051] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:34.379170] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:34.513954] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:34.649172] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:34.777828] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:34.907879] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:34.908047] [INFO ] [CONFIGURE ] DEI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:30:34.908091] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4585 tests
[2025-10-10T23:30:34.908126] [INFO ] [CONFIGURE ] DEI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:30:34.908156] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-10-10T23:30:35.035487] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:35.158192] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:35.310449] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:35.453180] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:35.588107] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:35.728031] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:35.859011] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:35.983758] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:36.109100] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:36.235189] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:36.235374] [INFO ] [CONFIGURE ] DEI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:30:36.235419] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4584 tests
[2025-10-10T23:30:36.235454] [INFO ] [CONFIGURE ] DEI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:30:36.235486] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:30:36.365379] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:36.497302] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:36.629507] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:36.761584] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:36.896456] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:37.029770] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:37.190415] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:37.333244] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:37.469913] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:37.601787] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:37.601939] [INFO ] [CONFIGURE ] DEI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:30:37.601983] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4583 tests
[2025-10-10T23:30:37.602018] [INFO ] [CONFIGURE ] DEI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:30:37.602049] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-10-10T23:30:37.732945] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:37.867147] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:30:38.002596] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:38.155286] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:38.338876] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:38.491379] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:38.635404] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:38.766389] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:38.899962] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:39.037375] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:39.037545] [INFO ] [CONFIGURE ] DEI: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:30:39.037590] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4582 tests
[2025-10-10T23:30:39.037624] [INFO ] [CONFIGURE ] DEI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:30:39.037688] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:30:39.173763] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:39.309918] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:39.447327] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:39.582353] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:39.715664] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:39.850137] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:39.984481] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:40.116148] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:40.244305] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:40.373932] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:40.374163] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:30:40.374212] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4581 tests
[2025-10-10T23:30:40.374246] [INFO ] [CONFIGURE ] DEI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:30:40.374277] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:30:40.512086] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:40.646183] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:40.782333] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:40.919459] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:41.056574] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:41.193936] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:41.361668] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:41.506895] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:41.653191] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:41.799861] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:41.799988] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:30:41.800036] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4580 tests
[2025-10-10T23:30:41.800073] [INFO ] [CONFIGURE ] DEI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:30:41.800105] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:30:41.948826] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:42.095500] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:30:42.238402] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:42.382814] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:42.526854] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:42.671885] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:42.817323] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:42.962450] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:43.109522] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:43.255502] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:43.255668] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:30:43.255731] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4579 tests
[2025-10-10T23:30:43.255768] [INFO ] [CONFIGURE ] DEI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:30:43.255798] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:30:43.385532] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:43.530354] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:43.685017] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:43.852083] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:43.996267] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:44.134269] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:44.274890] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:44.413260] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:44.552105] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:44.689950] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:44.690106] [INFO ] [CONFIGURE ] DEI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:30:44.690149] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4578 tests
[2025-10-10T23:30:44.690183] [INFO ] [CONFIGURE ] DEI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:30:44.690213] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:30:44.819550] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:44.948164] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:30:45.076496] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:45.206221] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:45.335035] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:45.471392] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:45.609210] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:45.749945] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:45.892398] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:46.039441] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:46.039619] [INFO ] [CONFIGURE ] DEI: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-10T23:30:46.039696] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4577 tests
[2025-10-10T23:30:46.039746] [INFO ] [CONFIGURE ] DEI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:30:46.039779] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-10T23:30:46.195304] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:46.343625] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:46.490886] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:46.639856] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:46.800552] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:46.961001] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:47.128030] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:47.296356] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:47.460565] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:47.622918] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:47.623138] [INFO ] [CONFIGURE ] DEI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:30:47.623201] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4576 tests
[2025-10-10T23:30:47.623241] [INFO ] [CONFIGURE ] DEI: Testing feature 21/29: add_range_position
[2025-10-10T23:30:47.623272] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-10T23:30:47.784273] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:47.947429] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:48.110817] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:48.275867] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:48.440334] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:48.608315] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:48.775886] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:48.942128] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:49.112318] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:49.280160] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:49.280332] [INFO ] [CONFIGURE ] DEI: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:30:49.280375] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4575 tests
[2025-10-10T23:30:49.280409] [INFO ] [CONFIGURE ] DEI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:30:49.280440] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-10T23:30:49.458913] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:49.637606] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:49.829032] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:50.017119] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:50.205484] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:50.390360] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:30:50.577458] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:50.764248] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:50.950148] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:51.162454] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:51.162638] [INFO ] [CONFIGURE ] DEI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:30:51.162748] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4574 tests
[2025-10-10T23:30:51.162790] [INFO ] [CONFIGURE ] DEI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:30:51.162822] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-10T23:30:51.319811] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:51.475128] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:30:51.632323] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:30:51.788627] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:51.945302] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:52.100979] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:52.257927] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:52.416501] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:52.577032] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:52.736581] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:52.736785] [INFO ] [CONFIGURE ] DEI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:30:52.736836] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4573 tests
[2025-10-10T23:30:52.736873] [INFO ] [CONFIGURE ] DEI: Testing feature 24/29: add_rsi
[2025-10-10T23:30:52.736905] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-10T23:30:52.914182] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:53.084064] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:53.254855] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:53.428333] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:53.607459] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:53.783105] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:53.959769] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:54.131192] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:54.302042] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:54.477049] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:54.477221] [INFO ] [CONFIGURE ] DEI: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:30:54.477271] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4572 tests
[2025-10-10T23:30:54.477309] [INFO ] [CONFIGURE ] DEI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:30:54.477343] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-10T23:30:54.630591] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:54.780957] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:54.935300] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:55.085980] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:55.236172] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:55.392606] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:55.548694] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:55.704540] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:55.863077] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:30:56.019625] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:56.019827] [INFO ] [CONFIGURE ] DEI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:30:56.019877] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4571 tests
[2025-10-10T23:30:56.019914] [INFO ] [CONFIGURE ] DEI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:30:56.019946] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-10T23:30:56.174394] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:56.331509] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:56.513233] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:56.664094] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:56.813914] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:30:56.962783] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:57.114777] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:57.265195] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:30:57.423397] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:57.577890] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:57.578046] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-10T23:30:57.578090] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4570 tests
[2025-10-10T23:30:57.578125] [INFO ] [CONFIGURE ] DEI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:30:57.578156] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-10T23:30:57.735583] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:30:57.892414] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:58.051262] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:58.209440] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:30:58.374198] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:30:58.537281] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:30:58.705284] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:30:58.869081] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:30:59.037897] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:30:59.201033] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:30:59.201224] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:30:59.201291] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4569 tests
[2025-10-10T23:30:59.201327] [INFO ] [CONFIGURE ] DEI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:30:59.201359] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-10T23:30:59.352359] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:30:59.522584] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:30:59.675737] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:30:59.826376] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:30:59.975898] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:00.128558] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:00.279512] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:00.431668] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:31:00.581082] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:00.738523] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:00.738711] [INFO ] [CONFIGURE ] DEI: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:31:00.738770] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4568 tests
[2025-10-10T23:31:00.738808] [INFO ] [CONFIGURE ] DEI: Testing feature 29/29: add_vwap
[2025-10-10T23:31:00.738840] [INFO ] [CONFIGURE ] DEI: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-10T23:31:00.891379] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:01.041530] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:31:01.194482] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:01.345074] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:01.496416] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:01.643823] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:01.791553] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:01.940598] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:31:02.104959] [DEBUG] [FORECASTER] DEI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:02.262114] [DEBUG] [FORECASTER] DEI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:02.262291] [INFO ] [CONFIGURE ] DEI: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:31:02.262369] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4567 tests
[2025-10-10T23:31:02.262442] [INFO ] [CONFIGURE ] DEI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:31:02.262545] [INFO ] [CONFIGURE ] DEI: Best accuracy: 90.00%
[2025-10-10T23:31:02.262620] [INFO ] [CONFIGURE ] DEI: Best feature set (3 features): ['add_failed_moves', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:31:02.262700] [INFO ] [CONFIGURE ] DEI: Improvement over baseline: 30.00%
[2025-10-10T23:31:02.262741] [INFO ] [CONFIGURE ] DEI: Total time: 42.1 seconds
[2025-10-10T23:31:02.262771] [INFO ] [CONFIGURE ] DEI: Average time per feature: 1.5 seconds
[2025-10-10T23:31:02.262800] [INFO ] [CONFIGURE ] DEI: Average speed: 0.69 features/sec
[2025-10-10T23:31:02.263271] [INFO ] [LOCAL     ] Saved configuration for DEI: 3 features, 90.00% accuracy -> ./output/feature-sets/DEI.json
[2025-10-10T23:31:02.263335] [INFO ] [CONFIGURE ] DEI: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:31:02.263403] [INFO ] [sig       ] [63/220] Successfully configured DEI | 0.02 sym/s | Total: 45.3m | ETA: 1.9h
[2025-10-10T23:31:02.263487] [INFO ] [sig       ] [64/220] Configuring DFH...
[2025-10-10T23:31:02.263560] [INFO ] [CONFIGURE ] DFH: Configurate test run.
[2025-10-10T23:31:02.263634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-10-10T23:31:02.276790] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFH'.
[2025-10-10T23:31:02.277168] [INFO ] [CONFIGURE ] DFH: Testing with 29 available features
[2025-10-10T23:31:02.277224] [INFO ] [CONFIGURE ] DFH: Establishing baseline with no features...
[2025-10-10T23:31:02.385023] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:02.495524] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:02.606879] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:02.716162] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:02.826503] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:02.938492] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:03.051709] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:03.165345] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:03.277634] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:03.390372] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:03.390517] [INFO ] [CONFIGURE ] DFH: Baseline score (no features): 30.00%
[2025-10-10T23:31:03.390563] [INFO ] [CONFIGURE ] DFH: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:31:03.390595] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:31:03.510954] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:03.633126] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:03.755193] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:03.875702] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:03.994815] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:04.116407] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:04.235873] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:04.356818] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:31:04.478456] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:04.602683] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:04.602866] [INFO ] [CONFIGURE ] DFH: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-10T23:31:04.602909] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4566 tests
[2025-10-10T23:31:04.602943] [INFO ] [CONFIGURE ] DFH: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:31:04.602973] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:31:04.729581] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:04.853667] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:04.983058] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:05.125303] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:05.257638] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:05.389602] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:05.520942] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:05.663976] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:05.794259] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:05.925473] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:05.925636] [INFO ] [CONFIGURE ] DFH: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-10T23:31:05.925717] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4565 tests
[2025-10-10T23:31:05.925759] [INFO ] [CONFIGURE ] DFH: Testing feature 3/29: add_daily_returns
[2025-10-10T23:31:05.925791] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:31:06.057966] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:06.188098] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:06.317198] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:06.449212] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:06.582034] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:06.729624] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:06.876660] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:07.022001] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:07.168182] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:07.318407] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:07.318698] [INFO ] [CONFIGURE ] DFH: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:31:07.318764] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4564 tests
[2025-10-10T23:31:07.318807] [INFO ] [CONFIGURE ] DFH: Testing feature 4/29: add_ema
[2025-10-10T23:31:07.318906] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:31:07.482679] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:07.661489] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:07.841780] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:08.001290] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:08.168914] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:08.318545] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:08.459227] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:08.608107] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:08.766068] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:08.919137] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:08.919403] [INFO ] [CONFIGURE ] DFH: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:31:08.919469] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4563 tests
[2025-10-10T23:31:08.919511] [INFO ] [CONFIGURE ] DFH: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:31:08.919543] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:31:09.075983] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:09.222455] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:09.372440] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:09.543333] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:09.712314] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:09.864333] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:10.030076] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:10.184998] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:10.361385] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:10.533342] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:10.533537] [INFO ] [CONFIGURE ] DFH: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:31:10.533585] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4562 tests
[2025-10-10T23:31:10.533623] [INFO ] [CONFIGURE ] DFH: Testing feature 6/29: add_failed_moves
[2025-10-10T23:31:10.533688] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:31:10.670607] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:10.810932] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:10.943077] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:11.090305] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:11.220028] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:11.348218] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:11.476130] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:11.606192] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:11.749317] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:11.881508] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:11.881725] [INFO ] [CONFIGURE ] DFH: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:31:11.881782] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4561 tests
[2025-10-10T23:31:11.881818] [INFO ] [CONFIGURE ] DFH: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:31:11.881849] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:31:12.001000] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:12.120031] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:12.240454] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:12.360555] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:12.492882] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:12.620995] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:12.752954] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:31:12.886378] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:13.013194] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:13.140911] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:13.141085] [INFO ] [CONFIGURE ] DFH: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:31:13.141129] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4560 tests
[2025-10-10T23:31:13.141163] [INFO ] [CONFIGURE ] DFH: Testing feature 8/29: add_macd
[2025-10-10T23:31:13.141194] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:31:13.302436] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:13.461921] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:13.629360] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:13.788127] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:13.954531] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:14.113638] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:14.271834] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:14.431222] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:14.590677] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:14.755184] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:14.755324] [INFO ] [CONFIGURE ] DFH: KEPT add_macd (score: 50.00%)
[2025-10-10T23:31:14.755414] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4559 tests
[2025-10-10T23:31:14.755458] [INFO ] [CONFIGURE ] DFH: Testing feature 9/29: add_mfi
[2025-10-10T23:31:14.755490] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:31:14.943335] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:15.126079] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:15.304774] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:15.490453] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:15.661789] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:15.835247] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:16.008819] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:16.187317] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:16.373425] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:16.556049] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:16.556223] [INFO ] [CONFIGURE ] DFH: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:31:16.556267] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4558 tests
[2025-10-10T23:31:16.556327] [INFO ] [CONFIGURE ] DFH: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:31:16.556384] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:31:16.750995] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:16.944814] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:17.142315] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:17.335056] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:17.530843] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:17.731465] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:17.928515] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:18.124378] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:18.322435] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:18.525495] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:18.525840] [INFO ] [CONFIGURE ] DFH: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:31:18.525902] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4557 tests
[2025-10-10T23:31:18.525942] [INFO ] [CONFIGURE ] DFH: Testing feature 11/29: add_obv_daily
[2025-10-10T23:31:18.525976] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-10T23:31:18.728278] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:18.928747] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:19.129291] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:19.330789] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:19.533451] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:19.736274] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:19.937390] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:20.141398] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:20.345904] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:20.551321] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:20.551491] [INFO ] [CONFIGURE ] DFH: KEPT add_obv_daily (score: 70.00%)
[2025-10-10T23:31:20.551535] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4556 tests
[2025-10-10T23:31:20.551571] [INFO ] [CONFIGURE ] DFH: Testing feature 12/29: add_obv_interval
[2025-10-10T23:31:20.551602] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:31:20.760191] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:20.971072] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:21.180300] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:21.391035] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:21.601941] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:21.814306] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:22.028430] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:22.240635] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:22.455786] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:22.678549] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:22.678737] [INFO ] [CONFIGURE ] DFH: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:31:22.678793] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4555 tests
[2025-10-10T23:31:22.678831] [INFO ] [CONFIGURE ] DFH: Testing feature 13/29: add_opening_strength
[2025-10-10T23:31:22.678864] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:31:22.901579] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:23.120361] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:23.340423] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:23.565236] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:23.804296] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:24.082498] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:24.420823] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:24.726963] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:24.983088] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:25.226577] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:25.226823] [INFO ] [CONFIGURE ] DFH: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:31:25.226875] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4554 tests
[2025-10-10T23:31:25.226912] [INFO ] [CONFIGURE ] DFH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:31:25.226945] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:31:25.448141] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:25.669093] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:25.888529] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:26.108594] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:26.327459] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:26.549755] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:26.774966] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:27.014539] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:27.235743] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:27.459828] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:27.459999] [INFO ] [CONFIGURE ] DFH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:31:27.460042] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4553 tests
[2025-10-10T23:31:27.460101] [INFO ] [CONFIGURE ] DFH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:31:27.460136] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:31:27.668098] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:27.882138] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:28.098895] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:28.313702] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:28.528422] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:28.739128] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:28.951090] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:29.164810] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:29.376633] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:29.596126] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:29.596351] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:31:29.596414] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4552 tests
[2025-10-10T23:31:29.596453] [INFO ] [CONFIGURE ] DFH: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:31:29.596484] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:31:29.804565] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:30.038044] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:30.246496] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:30.458468] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:30.685209] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:30.902678] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:31.121969] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:31.336781] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:31.550491] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:31.784885] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:31.785073] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:31:31.785118] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4551 tests
[2025-10-10T23:31:31.785156] [INFO ] [CONFIGURE ] DFH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:31:31.785187] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:31:31.998921] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:32.198242] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:32.414587] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:32.639367] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:32.861570] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:33.078002] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:33.277189] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:33.487605] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:33.702883] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:33.921831] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:33.921995] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:31:33.922038] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4550 tests
[2025-10-10T23:31:33.922074] [INFO ] [CONFIGURE ] DFH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:31:33.922107] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:31:34.131801] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:34.338497] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:34.548757] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:34.755738] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:34.964409] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:35.178491] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:35.392831] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:35.601219] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:35.807796] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:36.016509] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:36.016752] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:31:36.016809] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4549 tests
[2025-10-10T23:31:36.016850] [INFO ] [CONFIGURE ] DFH: Testing feature 20/29: add_price_rejection
[2025-10-10T23:31:36.016881] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:31:36.226299] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:36.439004] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:36.650805] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:36.869490] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:37.085258] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:37.305271] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:37.524672] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:37.767844] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:37.992658] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:38.212318] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:38.212536] [INFO ] [CONFIGURE ] DFH: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:31:38.212631] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4548 tests
[2025-10-10T23:31:38.212718] [INFO ] [CONFIGURE ] DFH: Testing feature 21/29: add_range_position
[2025-10-10T23:31:38.212759] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:31:38.465180] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:38.716565] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:38.962782] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:39.190774] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:39.439125] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:39.674758] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:39.898841] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:40.139898] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:40.386752] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:40.610135] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:40.610307] [INFO ] [CONFIGURE ] DFH: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:31:40.610361] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4547 tests
[2025-10-10T23:31:40.610404] [INFO ] [CONFIGURE ] DFH: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:31:40.610442] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:31:40.843468] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:41.076271] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:41.311540] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:41.544335] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:41.783144] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:42.024078] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:42.263896] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:42.507185] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:42.757874] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:43.001774] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:43.001931] [INFO ] [CONFIGURE ] DFH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:31:43.001976] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4546 tests
[2025-10-10T23:31:43.002013] [INFO ] [CONFIGURE ] DFH: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:31:43.002045] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context']
[2025-10-10T23:31:43.209510] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:43.419155] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:43.625512] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:43.835995] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:44.055206] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:44.277844] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:44.492989] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:44.710639] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:44.929882] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:45.145542] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:45.145770] [INFO ] [CONFIGURE ] DFH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:31:45.145845] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4545 tests
[2025-10-10T23:31:45.145915] [INFO ] [CONFIGURE ] DFH: Testing feature 24/29: add_rsi
[2025-10-10T23:31:45.145972] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-10T23:31:45.375349] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:45.607152] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:45.836315] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:46.067174] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:46.297358] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:46.539831] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:46.775526] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:47.022286] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:47.270439] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:47.511977] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:47.512198] [INFO ] [CONFIGURE ] DFH: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:31:47.512264] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4544 tests
[2025-10-10T23:31:47.512325] [INFO ] [CONFIGURE ] DFH: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:31:47.512361] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_tick_distribution']
[2025-10-10T23:31:47.727904] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:47.940157] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:48.162366] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:48.392363] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:48.618872] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:48.836596] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:49.058087] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:49.278932] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:49.505384] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:49.746867] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:49.747107] [INFO ] [CONFIGURE ] DFH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:31:49.747162] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4543 tests
[2025-10-10T23:31:49.747203] [INFO ] [CONFIGURE ] DFH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:31:49.747236] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-10T23:31:49.969944] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:50.173127] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:50.375570] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:50.582226] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:50.799206] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:51.017115] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:51.234598] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:51.483600] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:51.698257] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:51.918954] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:51.919139] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:31:51.919183] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4542 tests
[2025-10-10T23:31:51.919247] [INFO ] [CONFIGURE ] DFH: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:31:51.919306] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-10T23:31:52.143297] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:52.366224] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:52.603270] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:52.828175] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:53.062735] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:53.285182] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:31:53.509003] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:53.739030] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:53.968515] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:54.193500] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:54.193721] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:31:54.193780] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4541 tests
[2025-10-10T23:31:54.193819] [INFO ] [CONFIGURE ] DFH: Testing feature 28/29: add_volume_profile
[2025-10-10T23:31:54.193852] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile']
[2025-10-10T23:31:54.410905] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:54.619951] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:54.832186] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:31:55.044878] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:55.259611] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:31:55.477313] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:31:55.692341] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:31:55.912328] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:56.131185] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:31:56.348677] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:56.348885] [INFO ] [CONFIGURE ] DFH: KEPT add_volume_profile (score: 80.00%)
[2025-10-10T23:31:56.348947] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4540 tests
[2025-10-10T23:31:56.349011] [INFO ] [CONFIGURE ] DFH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:31:56.349066] [INFO ] [CONFIGURE ] DFH: Best accuracy: 80.00%
[2025-10-10T23:31:56.349102] [INFO ] [CONFIGURE ] DFH: Best feature set (7 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile']
[2025-10-10T23:31:56.349133] [INFO ] [CONFIGURE ] DFH: Improvement over baseline: 50.00%
[2025-10-10T23:31:56.349161] [INFO ] [CONFIGURE ] DFH: Total time: 53.0 seconds
[2025-10-10T23:31:56.349187] [INFO ] [CONFIGURE ] DFH: Average time per feature: 2.0 seconds
[2025-10-10T23:31:56.349215] [INFO ] [CONFIGURE ] DFH: Average speed: 0.55 features/sec
[2025-10-10T23:31:56.349807] [INFO ] [LOCAL     ] Saved configuration for DFH: 7 features, 80.00% accuracy -> ./output/feature-sets/DFH.json
[2025-10-10T23:31:56.349862] [INFO ] [CONFIGURE ] DFH: Configuration saved successfully: 7 features, 80.00% accuracy.
[2025-10-10T23:31:56.349911] [INFO ] [sig       ] [64/220] Successfully configured DFH | 0.02 sym/s | Total: 46.2m | ETA: 1.9h
[2025-10-10T23:31:56.349987] [INFO ] [sig       ] [65/220] Configuring DFIN...
[2025-10-10T23:31:56.350055] [INFO ] [CONFIGURE ] DFIN: Configurate test run.
[2025-10-10T23:31:56.350127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-10-10T23:31:56.364624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFIN'.
[2025-10-10T23:31:56.365051] [INFO ] [CONFIGURE ] DFIN: Testing with 29 available features
[2025-10-10T23:31:56.365110] [INFO ] [CONFIGURE ] DFIN: Establishing baseline with no features...
[2025-10-10T23:31:56.467895] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:31:56.568232] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:56.666636] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:31:56.767487] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:56.867907] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:56.972686] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:31:57.084357] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:31:57.198188] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:31:57.309429] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:31:57.423300] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:57.423451] [INFO ] [CONFIGURE ] DFIN: Baseline score (no features): 40.00%
[2025-10-10T23:31:57.423496] [INFO ] [CONFIGURE ] DFIN: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:31:57.423529] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:31:57.544605] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:57.664259] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:57.791181] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:31:57.916447] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:31:58.042400] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:58.169845] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:31:58.295065] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:31:58.435938] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:31:58.564710] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:31:58.692883] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:31:58.693066] [INFO ] [CONFIGURE ] DFIN: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:31:58.693110] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4539 tests
[2025-10-10T23:31:58.693144] [INFO ] [CONFIGURE ] DFIN: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:31:58.693175] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:31:58.841215] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:31:58.988500] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:31:59.130622] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:31:59.276501] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:31:59.423291] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:31:59.572208] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:31:59.707920] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:31:59.848425] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:31:59.992840] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:00.139078] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:00.139248] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:32:00.139292] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4538 tests
[2025-10-10T23:32:00.139326] [INFO ] [CONFIGURE ] DFIN: Testing feature 3/29: add_daily_returns
[2025-10-10T23:32:00.139355] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:32:00.263709] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:00.387671] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:00.545022] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:00.667504] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:00.795954] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:00.924917] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:01.050937] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:01.181329] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:01.315962] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:01.444726] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:01.444888] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:32:01.444931] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4537 tests
[2025-10-10T23:32:01.444965] [INFO ] [CONFIGURE ] DFIN: Testing feature 4/29: add_ema
[2025-10-10T23:32:01.444996] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:32:01.584477] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:01.725050] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:01.864303] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:02.005116] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:02.146626] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:02.285340] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:02.425884] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:02.571663] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:02.715330] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:02.856999] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:02.857173] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:32:02.857218] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4536 tests
[2025-10-10T23:32:02.857252] [INFO ] [CONFIGURE ] DFIN: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:32:02.857283] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:32:03.000865] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:03.143449] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:03.289981] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:03.437559] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:03.611958] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:03.765374] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:03.919542] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:04.074107] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:04.237739] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:04.401552] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:04.401786] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:32:04.401839] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4535 tests
[2025-10-10T23:32:04.401875] [INFO ] [CONFIGURE ] DFIN: Testing feature 6/29: add_failed_moves
[2025-10-10T23:32:04.401944] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:32:04.536217] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:04.673618] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:04.810291] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:04.946556] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:05.080263] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:05.212336] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:05.345745] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:05.484397] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:05.623715] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:05.758221] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:05.758406] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:32:05.758453] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4534 tests
[2025-10-10T23:32:05.758488] [INFO ] [CONFIGURE ] DFIN: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:32:05.758523] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:32:05.886197] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:06.005582] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:06.125835] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:06.245761] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:06.369309] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:06.491890] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:06.644096] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:06.766338] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:06.891574] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:07.016432] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:07.016608] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:32:07.016677] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4533 tests
[2025-10-10T23:32:07.016733] [INFO ] [CONFIGURE ] DFIN: Testing feature 8/29: add_macd
[2025-10-10T23:32:07.016820] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:32:07.180444] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:07.347952] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:07.508293] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:07.668877] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:07.826591] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:07.987991] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:08.152117] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:08.313465] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:08.474932] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:08.636682] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:08.636853] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:32:08.636898] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4532 tests
[2025-10-10T23:32:08.636933] [INFO ] [CONFIGURE ] DFIN: Testing feature 9/29: add_mfi
[2025-10-10T23:32:08.636968] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:32:08.770778] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:08.908119] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:09.044751] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:09.184056] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:09.321743] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:09.455148] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:09.588473] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:09.720987] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:09.856300] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:09.992284] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:09.992465] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:32:09.992511] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4531 tests
[2025-10-10T23:32:09.992547] [INFO ] [CONFIGURE ] DFIN: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:32:09.992579] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:32:10.138889] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:10.285440] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:10.440207] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:10.589003] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:10.740086] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:10.889937] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:11.041151] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:11.195008] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:11.348023] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:11.500843] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:11.501003] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:32:11.501048] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4530 tests
[2025-10-10T23:32:11.501084] [INFO ] [CONFIGURE ] DFIN: Testing feature 11/29: add_obv_daily
[2025-10-10T23:32:11.501115] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:32:11.625551] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:11.752685] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:11.882602] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:12.008045] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:12.133544] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:12.258048] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:12.389107] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:12.515877] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:12.675014] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:12.802432] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:12.802596] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-10T23:32:12.802660] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4529 tests
[2025-10-10T23:32:12.802719] [INFO ] [CONFIGURE ] DFIN: Testing feature 12/29: add_obv_interval
[2025-10-10T23:32:12.802753] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:32:12.924340] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.047544] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:13.179044] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.309916] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.436553] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.566970] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.697403] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:13.828205] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:13.955710] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:14.082236] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:14.082423] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-10T23:32:14.082472] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4528 tests
[2025-10-10T23:32:14.082508] [INFO ] [CONFIGURE ] DFIN: Testing feature 13/29: add_opening_strength
[2025-10-10T23:32:14.082548] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:32:14.214081] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:14.346217] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:14.477926] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:14.610716] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:14.743586] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:14.880301] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:15.015933] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:15.151957] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:15.289464] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:15.423788] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:15.423936] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:32:15.423978] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4527 tests
[2025-10-10T23:32:15.424013] [INFO ] [CONFIGURE ] DFIN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:32:15.424044] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:32:15.560840] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:15.726401] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:15.861460] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:15.999990] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:16.136027] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:16.273554] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:16.410409] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:16.548009] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:16.685451] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:16.823999] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:16.824173] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:32:16.824217] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4526 tests
[2025-10-10T23:32:16.824251] [INFO ] [CONFIGURE ] DFIN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:32:16.824281] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:32:16.941596] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:17.063903] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:17.182954] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:17.302671] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:17.424585] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:17.546453] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:17.666459] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:17.786812] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:17.908035] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:18.038911] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:18.039147] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:32:18.039199] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4525 tests
[2025-10-10T23:32:18.039234] [INFO ] [CONFIGURE ] DFIN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:32:18.039265] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:32:18.171071] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:18.303380] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:18.438415] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:18.573917] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:18.749212] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:18.893994] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:19.037593] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:19.180769] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:19.319765] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:19.450992] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:19.451160] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:32:19.451204] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4524 tests
[2025-10-10T23:32:19.451239] [INFO ] [CONFIGURE ] DFIN: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:32:19.451270] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:32:19.586232] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:19.735771] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:19.869437] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:20.003941] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:20.136959] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:20.270292] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:20.403535] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:20.540735] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:20.680392] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:20.821536] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:20.821720] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T23:32:20.821778] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4523 tests
[2025-10-10T23:32:20.821815] [INFO ] [CONFIGURE ] DFIN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:32:20.821846] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:32:20.942599] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.062613] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:21.185503] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.305221] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.424267] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.543635] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.670981] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:21.803611] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:21.928479] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:22.053590] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:22.053843] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-10T23:32:22.053903] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4522 tests
[2025-10-10T23:32:22.053945] [INFO ] [CONFIGURE ] DFIN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:32:22.053977] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:32:22.175565] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:22.298222] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:22.421799] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:22.544918] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:22.668093] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:22.795233] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:22.918350] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:23.046197] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:23.172098] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:23.296224] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:23.296376] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:32:23.296418] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4521 tests
[2025-10-10T23:32:23.296453] [INFO ] [CONFIGURE ] DFIN: Testing feature 20/29: add_price_rejection
[2025-10-10T23:32:23.296484] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:32:23.421159] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:23.547931] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:23.673511] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:23.801524] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:23.930408] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:24.060389] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:24.188902] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:24.318825] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:24.448666] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:24.580106] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:24.580251] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:32:24.580294] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4520 tests
[2025-10-10T23:32:24.580328] [INFO ] [CONFIGURE ] DFIN: Testing feature 21/29: add_range_position
[2025-10-10T23:32:24.580359] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:32:24.716201] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:24.853220] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:24.988912] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:25.124935] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:25.261117] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:25.398731] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:25.536490] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:25.674117] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:25.813090] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:25.953390] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:25.953560] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:32:25.953606] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4519 tests
[2025-10-10T23:32:25.953665] [INFO ] [CONFIGURE ] DFIN: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:32:25.953724] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:32:26.104077] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:26.255075] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:26.406019] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:26.558585] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:26.711911] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:26.864874] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:27.019825] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:27.173987] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:27.329170] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:27.485535] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:27.485701] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:32:27.485759] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4518 tests
[2025-10-10T23:32:27.485797] [INFO ] [CONFIGURE ] DFIN: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:32:27.485828] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:32:27.610482] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:27.735185] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:27.859850] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:27.988429] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:28.114217] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:28.242660] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:28.371159] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:28.497464] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:28.625280] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:28.753248] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:28.753394] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:32:28.753437] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4517 tests
[2025-10-10T23:32:28.753472] [INFO ] [CONFIGURE ] DFIN: Testing feature 24/29: add_rsi
[2025-10-10T23:32:28.753525] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:32:28.901098] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:29.048112] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:29.194349] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:29.340015] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:29.486343] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:29.644050] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:29.799924] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:29.955626] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:30.104579] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:30.256713] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:30.256906] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:32:30.256968] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4516 tests
[2025-10-10T23:32:30.257040] [INFO ] [CONFIGURE ] DFIN: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:32:30.257079] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:32:30.379663] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:30.503944] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:30.628774] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:30.753852] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:30.896723] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:31.027441] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:31.158121] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:31.285205] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:31.412916] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:31.548391] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:31.548604] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:32:31.548677] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4515 tests
[2025-10-10T23:32:31.548733] [INFO ] [CONFIGURE ] DFIN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:32:31.548767] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:32:31.709190] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:31.878826] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:32.029920] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:32.212196] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:32.416104] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:32.590855] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:32.753499] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:32.913778] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:33.062040] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:33.197837] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:33.197998] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T23:32:33.198043] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4514 tests
[2025-10-10T23:32:33.198080] [INFO ] [CONFIGURE ] DFIN: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:32:33.198111] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:32:33.339788] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:33.475401] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:33.610051] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:33.744188] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:33.926011] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:34.069842] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:34.211267] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:34.355542] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:34.500984] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:34.648029] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:34.648429] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:32:34.648487] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4513 tests
[2025-10-10T23:32:34.648524] [INFO ] [CONFIGURE ] DFIN: Testing feature 28/29: add_volume_profile
[2025-10-10T23:32:34.648554] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T23:32:34.781236] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:34.913363] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:35.036499] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:35.163773] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:35.291495] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:35.419286] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:32:35.548151] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:35.678517] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:35.807456] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:35.936287] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:35.936484] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:32:35.936529] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4512 tests
[2025-10-10T23:32:35.936587] [INFO ] [CONFIGURE ] DFIN: Testing feature 29/29: add_vwap
[2025-10-10T23:32:35.936664] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T23:32:36.065464] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:32:36.193858] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:36.326730] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:36.456661] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:36.586760] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:36.717973] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:32:36.848620] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:32:36.985971] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:37.119164] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:32:37.251306] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:37.251461] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:32:37.251506] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4511 tests
[2025-10-10T23:32:37.251540] [INFO ] [CONFIGURE ] DFIN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:32:37.251570] [INFO ] [CONFIGURE ] DFIN: Best accuracy: 70.00%
[2025-10-10T23:32:37.251600] [INFO ] [CONFIGURE ] DFIN: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T23:32:37.251628] [INFO ] [CONFIGURE ] DFIN: Improvement over baseline: 30.00%
[2025-10-10T23:32:37.251692] [INFO ] [CONFIGURE ] DFIN: Total time: 39.8 seconds
[2025-10-10T23:32:37.251735] [INFO ] [CONFIGURE ] DFIN: Average time per feature: 1.4 seconds
[2025-10-10T23:32:37.251765] [INFO ] [CONFIGURE ] DFIN: Average speed: 0.73 features/sec
[2025-10-10T23:32:37.252731] [INFO ] [LOCAL     ] Saved configuration for DFIN: 1 features, 70.00% accuracy -> ./output/feature-sets/DFIN.json
[2025-10-10T23:32:37.252785] [INFO ] [CONFIGURE ] DFIN: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:32:37.252823] [INFO ] [sig       ] [65/220] Successfully configured DFIN | 0.02 sym/s | Total: 46.9m | ETA: 1.9h
[2025-10-10T23:32:37.252854] [INFO ] [sig       ] [66/220] Configuring DHI...
[2025-10-10T23:32:37.252882] [INFO ] [CONFIGURE ] DHI: Configurate test run.
[2025-10-10T23:32:37.252919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-10-10T23:32:37.268345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHI'.
[2025-10-10T23:32:37.268702] [INFO ] [CONFIGURE ] DHI: Testing with 29 available features
[2025-10-10T23:32:37.268758] [INFO ] [CONFIGURE ] DHI: Establishing baseline with no features...
[2025-10-10T23:32:37.370769] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:37.472892] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:37.575152] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:37.682665] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:37.791280] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:37.895391] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:38.004444] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:38.114540] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:38.220616] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:38.327259] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:38.327439] [INFO ] [CONFIGURE ] DHI: Baseline score (no features): 50.00%
[2025-10-10T23:32:38.327501] [INFO ] [CONFIGURE ] DHI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:32:38.327538] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:32:38.446515] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:38.564296] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:38.695356] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:38.846166] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:38.998214] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:39.132128] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:39.250571] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:39.370532] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:39.493354] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:39.612975] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:39.613143] [INFO ] [CONFIGURE ] DHI: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:32:39.613187] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4510 tests
[2025-10-10T23:32:39.613221] [INFO ] [CONFIGURE ] DHI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:32:39.613253] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:32:39.751385] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:39.886128] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:40.022018] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:40.153985] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:40.285180] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:40.420342] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:40.553055] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:40.686843] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:40.819711] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:40.951140] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:40.951281] [INFO ] [CONFIGURE ] DHI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:32:40.951325] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4509 tests
[2025-10-10T23:32:40.951359] [INFO ] [CONFIGURE ] DHI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:32:40.951390] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:32:41.066780] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:41.189191] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:41.306055] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:41.425141] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:41.545017] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:41.665516] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:41.791020] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:41.915638] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:42.039397] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:42.162851] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:42.163038] [INFO ] [CONFIGURE ] DHI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:32:42.163102] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4508 tests
[2025-10-10T23:32:42.163141] [INFO ] [CONFIGURE ] DHI: Testing feature 4/29: add_ema
[2025-10-10T23:32:42.163173] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:32:42.294786] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:42.429146] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:42.569768] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:42.703487] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:42.837638] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:43.005883] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:43.145437] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:43.281218] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:43.424516] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:43.566721] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:43.566898] [INFO ] [CONFIGURE ] DHI: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:32:43.566959] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4507 tests
[2025-10-10T23:32:43.567035] [INFO ] [CONFIGURE ] DHI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:32:43.567080] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:32:43.710783] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:43.856589] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:43.997505] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:44.142328] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:44.289241] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:44.435818] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:44.587380] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:44.737569] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:44.886807] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:45.037166] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:32:45.037325] [INFO ] [CONFIGURE ] DHI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:32:45.037369] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4506 tests
[2025-10-10T23:32:45.037403] [INFO ] [CONFIGURE ] DHI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:32:45.037488] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:32:45.163083] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:45.295685] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:45.417286] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:45.546151] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:45.669413] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:45.794319] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:45.925723] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:46.052820] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:46.176925] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:46.302000] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:46.302148] [INFO ] [CONFIGURE ] DHI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:32:46.302194] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4505 tests
[2025-10-10T23:32:46.302228] [INFO ] [CONFIGURE ] DHI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:32:46.302260] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:32:46.416952] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:46.530337] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:46.647804] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:46.767622] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:46.882436] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:46.998590] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:47.117425] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:47.236476] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:47.359715] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:47.478182] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:47.478341] [INFO ] [CONFIGURE ] DHI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:32:47.478385] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4504 tests
[2025-10-10T23:32:47.478419] [INFO ] [CONFIGURE ] DHI: Testing feature 8/29: add_macd
[2025-10-10T23:32:47.478450] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:32:47.632087] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:47.783218] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:47.935663] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:48.107235] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:48.269916] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:48.434273] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:48.597116] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:48.756414] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:48.911668] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:49.099336] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:49.099522] [INFO ] [CONFIGURE ] DHI: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:32:49.099569] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4503 tests
[2025-10-10T23:32:49.099603] [INFO ] [CONFIGURE ] DHI: Testing feature 9/29: add_mfi
[2025-10-10T23:32:49.099635] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:32:49.226725] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:49.358921] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:49.485675] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:32:49.618659] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:49.747122] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:49.877132] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:50.011668] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:50.142378] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:50.283401] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:50.424411] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:50.424589] [INFO ] [CONFIGURE ] DHI: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:32:50.424638] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4502 tests
[2025-10-10T23:32:50.424720] [INFO ] [CONFIGURE ] DHI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:32:50.424758] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:32:50.577989] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:50.735370] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:50.891106] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:51.045473] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:32:51.211274] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:32:51.363257] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:32:51.522306] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:32:51.676752] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:32:51.822948] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:51.971839] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:51.972063] [INFO ] [CONFIGURE ] DHI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:32:51.972195] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4501 tests
[2025-10-10T23:32:51.972238] [INFO ] [CONFIGURE ] DHI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:32:51.972271] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:32:52.122722] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:52.245224] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:52.367935] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:52.491807] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:52.614675] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:52.738096] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:32:52.861445] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:52.993426] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:53.123629] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:53.252434] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:53.252590] [INFO ] [CONFIGURE ] DHI: KEPT add_obv_daily (score: 70.00%)
[2025-10-10T23:32:53.252633] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4500 tests
[2025-10-10T23:32:53.252708] [INFO ] [CONFIGURE ] DHI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:32:53.252748] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:32:53.386046] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:53.519595] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:53.654847] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:53.787978] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:53.925410] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:54.066096] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:32:54.208588] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:54.348892] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:54.485945] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:54.622379] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:54.622543] [INFO ] [CONFIGURE ] DHI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:32:54.622587] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4499 tests
[2025-10-10T23:32:54.622622] [INFO ] [CONFIGURE ] DHI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:32:54.622685] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:32:54.762089] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:54.902474] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:55.043694] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:55.186476] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:55.332035] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:55.474965] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:32:55.619958] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:55.762491] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:55.925941] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:56.072212] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:56.072376] [INFO ] [CONFIGURE ] DHI: KEPT add_opening_strength (score: 80.00%)
[2025-10-10T23:32:56.072441] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4498 tests
[2025-10-10T23:32:56.072478] [INFO ] [CONFIGURE ] DHI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:32:56.072511] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-10T23:32:56.235975] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:56.405701] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:56.579184] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:56.745398] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:56.909479] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:57.087747] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:32:57.257275] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:57.427143] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:57.600323] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:57.764637] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:57.764881] [INFO ] [CONFIGURE ] DHI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:32:57.764931] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4497 tests
[2025-10-10T23:32:57.764973] [INFO ] [CONFIGURE ] DHI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:32:57.765003] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-10T23:32:57.905891] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:58.048135] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:32:58.201146] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:58.341998] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:32:58.483610] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:32:58.628272] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:32:58.778921] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:32:58.921837] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:32:59.073901] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:32:59.227304] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:32:59.227496] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:32:59.227540] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4496 tests
[2025-10-10T23:32:59.227574] [INFO ] [CONFIGURE ] DHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:32:59.227604] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-10T23:32:59.385672] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:32:59.548455] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:32:59.707440] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:32:59.869386] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:00.031551] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:00.200360] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:00.367166] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:00.526962] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:00.687592] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:00.857566] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:00.857765] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:33:00.857817] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4495 tests
[2025-10-10T23:33:00.857853] [INFO ] [CONFIGURE ] DHI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:33:00.857885] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-10T23:33:01.019898] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:01.217776] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:01.378720] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:01.534089] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:01.690899] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:01.863046] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:02.026276] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:02.186051] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:02.346191] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:02.505515] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:02.505718] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:33:02.505775] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4494 tests
[2025-10-10T23:33:02.505813] [INFO ] [CONFIGURE ] DHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:33:02.505845] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-10T23:33:02.647254] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:02.787253] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:02.927949] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:03.084458] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:03.239222] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:03.391058] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:03.541015] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:03.687794] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:03.840666] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:03.994462] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:03.994726] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:33:03.994830] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4493 tests
[2025-10-10T23:33:03.994887] [INFO ] [CONFIGURE ] DHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:33:03.994922] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-10T23:33:04.159489] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:04.312138] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:04.465573] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:04.618432] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:04.775808] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:04.940931] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:05.116791] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:05.284420] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:05.437158] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:05.593261] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:05.593429] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:33:05.593473] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4492 tests
[2025-10-10T23:33:05.593509] [INFO ] [CONFIGURE ] DHI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:33:05.593540] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-10T23:33:05.748445] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:05.906027] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:06.067666] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:06.233197] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:06.395570] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:06.560113] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:06.727470] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:06.892732] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:07.078833] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:07.272943] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:07.273118] [INFO ] [CONFIGURE ] DHI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-10T23:33:07.273162] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4491 tests
[2025-10-10T23:33:07.273197] [INFO ] [CONFIGURE ] DHI: Testing feature 21/29: add_range_position
[2025-10-10T23:33:07.273229] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-10T23:33:07.439609] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:07.619031] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:07.793195] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:07.971180] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:08.148119] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:08.317182] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:08.488895] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:08.657939] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:08.831355] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:09.010737] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:09.010901] [INFO ] [CONFIGURE ] DHI: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:33:09.010945] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4490 tests
[2025-10-10T23:33:09.010980] [INFO ] [CONFIGURE ] DHI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:33:09.011010] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-10T23:33:09.197373] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:09.388051] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:09.575391] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:09.761136] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:09.949161] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:10.137307] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:10.352963] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:10.542543] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:10.734582] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:10.924816] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:10.924982] [INFO ] [CONFIGURE ] DHI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:33:10.925027] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4489 tests
[2025-10-10T23:33:10.925061] [INFO ] [CONFIGURE ] DHI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:33:10.925092] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-10T23:33:11.078299] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:11.231811] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:11.385941] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:11.540294] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:11.698775] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:11.853680] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:12.014075] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:12.177231] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:12.335247] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:12.493289] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:12.493438] [INFO ] [CONFIGURE ] DHI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:33:12.493551] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4488 tests
[2025-10-10T23:33:12.493617] [INFO ] [CONFIGURE ] DHI: Testing feature 24/29: add_rsi
[2025-10-10T23:33:12.493696] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-10T23:33:12.670895] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:12.847712] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:13.032532] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:13.214387] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:13.399810] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:13.578203] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:33:13.760310] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:13.942197] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:14.125832] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:14.312559] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:14.312745] [INFO ] [CONFIGURE ] DHI: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:33:14.312801] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4487 tests
[2025-10-10T23:33:14.312840] [INFO ] [CONFIGURE ] DHI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:33:14.312965] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-10T23:33:14.468513] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:14.623954] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:14.782789] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:14.939428] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:15.095828] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:15.253219] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:15.417338] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:15.576532] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:15.735231] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:15.894666] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:15.894827] [INFO ] [CONFIGURE ] DHI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:33:15.894872] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4486 tests
[2025-10-10T23:33:15.894907] [INFO ] [CONFIGURE ] DHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:33:15.894938] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-10T23:33:16.051595] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:16.213186] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:16.401607] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:16.560306] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:16.718503] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:16.877607] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:17.038395] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:17.200406] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:17.366913] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:17.549578] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:17.549863] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:33:17.549927] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4485 tests
[2025-10-10T23:33:17.549967] [INFO ] [CONFIGURE ] DHI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:33:17.550000] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-10T23:33:17.732796] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:17.894281] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:18.055517] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:18.220219] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:18.387194] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:18.551537] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:18.717951] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:18.888303] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:19.058068] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:19.225192] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:19.225356] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:33:19.225397] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4484 tests
[2025-10-10T23:33:19.225432] [INFO ] [CONFIGURE ] DHI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:33:19.225463] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-10T23:33:19.411129] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:19.566251] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:33:19.724393] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:19.882848] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:20.038852] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:20.201450] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:20.359091] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:20.518616] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:20.679878] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:20.838808] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:20.838945] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:33:20.839038] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4483 tests
[2025-10-10T23:33:20.839104] [INFO ] [CONFIGURE ] DHI: Testing feature 29/29: add_vwap
[2025-10-10T23:33:20.839159] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-10T23:33:20.997619] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:33:21.157006] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:33:21.316636] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:21.477784] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:21.646902] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:33:21.811736] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:33:21.978749] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:22.145623] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:22.314192] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:33:22.484318] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:22.484500] [INFO ] [CONFIGURE ] DHI: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:33:22.484544] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4482 tests
[2025-10-10T23:33:22.484607] [INFO ] [CONFIGURE ] DHI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:33:22.484691] [INFO ] [CONFIGURE ] DHI: Best accuracy: 80.00%
[2025-10-10T23:33:22.484742] [INFO ] [CONFIGURE ] DHI: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:33:22.484774] [INFO ] [CONFIGURE ] DHI: Improvement over baseline: 30.00%
[2025-10-10T23:33:22.484801] [INFO ] [CONFIGURE ] DHI: Total time: 44.2 seconds
[2025-10-10T23:33:22.484828] [INFO ] [CONFIGURE ] DHI: Average time per feature: 1.5 seconds
[2025-10-10T23:33:22.484855] [INFO ] [CONFIGURE ] DHI: Average speed: 0.66 features/sec
[2025-10-10T23:33:22.485504] [INFO ] [LOCAL     ] Saved configuration for DHI: 4 features, 80.00% accuracy -> ./output/feature-sets/DHI.json
[2025-10-10T23:33:22.485558] [INFO ] [CONFIGURE ] DHI: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:33:22.485610] [INFO ] [sig       ] [66/220] Successfully configured DHI | 0.02 sym/s | Total: 47.6m | ETA: 1.9h
[2025-10-10T23:33:22.485709] [INFO ] [sig       ] [67/220] Configuring DIN...
[2025-10-10T23:33:22.485779] [INFO ] [CONFIGURE ] DIN: Configurate test run.
[2025-10-10T23:33:22.485852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-10-10T23:33:22.500999] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIN'.
[2025-10-10T23:33:22.501507] [INFO ] [CONFIGURE ] DIN: Testing with 29 available features
[2025-10-10T23:33:22.501564] [INFO ] [CONFIGURE ] DIN: Establishing baseline with no features...
[2025-10-10T23:33:22.612691] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:22.725951] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:22.836156] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:22.951816] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:23.066627] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:23.179231] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:23.289523] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:23.406343] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:23.518686] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:23.633064] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:23.633225] [INFO ] [CONFIGURE ] DIN: Baseline score (no features): 70.00%
[2025-10-10T23:33:23.633269] [INFO ] [CONFIGURE ] DIN: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:33:23.633304] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:33:23.756758] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:23.883205] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:24.016512] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:24.136587] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:24.263558] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:24.411298] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:24.567055] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:24.752886] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:24.922886] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:25.072430] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:25.072617] [INFO ] [CONFIGURE ] DIN: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-10T23:33:25.072696] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4481 tests
[2025-10-10T23:33:25.072746] [INFO ] [CONFIGURE ] DIN: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:33:25.072780] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:33:25.206040] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:25.345417] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:25.479008] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:25.603662] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:25.724663] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:33:25.846624] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:25.970532] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:26.093050] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:26.217186] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:26.340630] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:26.340820] [INFO ] [CONFIGURE ] DIN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:33:26.340866] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4480 tests
[2025-10-10T23:33:26.340902] [INFO ] [CONFIGURE ] DIN: Testing feature 3/29: add_daily_returns
[2025-10-10T23:33:26.340932] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_daily_returns']
[2025-10-10T23:33:26.450517] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:26.566195] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:26.675920] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:26.787503] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:26.897506] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:33:27.016392] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:27.124918] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:33:27.236821] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:27.347363] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:27.458371] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:27.458536] [INFO ] [CONFIGURE ] DIN: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:33:27.458578] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4479 tests
[2025-10-10T23:33:27.458612] [INFO ] [CONFIGURE ] DIN: Testing feature 4/29: add_ema
[2025-10-10T23:33:27.458662] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_ema']
[2025-10-10T23:33:27.579179] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:27.709537] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:27.833198] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:27.956481] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:28.077001] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:28.199305] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:28.327988] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:28.479817] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:28.603103] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:28.732184] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:28.732367] [INFO ] [CONFIGURE ] DIN: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:33:28.732413] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4478 tests
[2025-10-10T23:33:28.732450] [INFO ] [CONFIGURE ] DIN: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:33:28.732483] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:33:28.865951] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:28.997266] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:33:29.140369] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:29.271879] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:29.403237] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:29.532288] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:29.667613] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:29.798628] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:29.930395] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:30.063976] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:30.064169] [INFO ] [CONFIGURE ] DIN: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-10T23:33:30.064291] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4477 tests
[2025-10-10T23:33:30.064346] [INFO ] [CONFIGURE ] DIN: Testing feature 6/29: add_failed_moves
[2025-10-10T23:33:30.064381] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:33:30.200980] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:30.335410] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:33:30.471299] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:30.607145] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:30.744341] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:30.880762] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:31.022032] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:31.169576] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:31.325620] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:31.511167] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:31.511339] [INFO ] [CONFIGURE ] DIN: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:33:31.511382] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4476 tests
[2025-10-10T23:33:31.511419] [INFO ] [CONFIGURE ] DIN: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:33:31.511452] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:33:31.641951] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:31.774255] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:31.906497] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:32.037985] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:32.169424] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:32.306314] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:32.441542] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:32.573746] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:32.704785] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:32.836855] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:32.837032] [INFO ] [CONFIGURE ] DIN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:33:32.837091] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4475 tests
[2025-10-10T23:33:32.837129] [INFO ] [CONFIGURE ] DIN: Testing feature 8/29: add_macd
[2025-10-10T23:33:32.837161] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:33:32.987522] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:33.139717] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:33.293213] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:33.448288] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:33.601403] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:33.766064] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:33.927072] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:34.088598] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:34.251557] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:34.413748] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:34.413905] [INFO ] [CONFIGURE ] DIN: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:33:34.413974] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4474 tests
[2025-10-10T23:33:34.414031] [INFO ] [CONFIGURE ] DIN: Testing feature 9/29: add_mfi
[2025-10-10T23:33:34.414065] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:33:34.586204] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:34.729578] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:34.871775] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:35.019144] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:35.161581] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:35.304911] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:35.452803] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:35.608963] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:35.766030] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:35.922588] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:35.922780] [INFO ] [CONFIGURE ] DIN: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:33:35.922831] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4473 tests
[2025-10-10T23:33:35.922867] [INFO ] [CONFIGURE ] DIN: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:33:35.922899] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:33:36.081236] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:36.239761] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:36.401825] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:36.565255] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:36.733301] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:36.898269] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:37.066106] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:37.241876] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:37.417161] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:37.627262] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:37.627431] [INFO ] [CONFIGURE ] DIN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:33:37.627475] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4472 tests
[2025-10-10T23:33:37.627510] [INFO ] [CONFIGURE ] DIN: Testing feature 11/29: add_obv_daily
[2025-10-10T23:33:37.627542] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:33:37.785219] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:37.934741] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:38.077997] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:38.220581] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:38.362851] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:38.525074] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:38.675481] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:38.849014] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:39.000686] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:39.154870] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:39.155084] [INFO ] [CONFIGURE ] DIN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:33:39.155137] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4471 tests
[2025-10-10T23:33:39.155174] [INFO ] [CONFIGURE ] DIN: Testing feature 12/29: add_obv_interval
[2025-10-10T23:33:39.155205] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:33:39.300399] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:39.446539] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:39.597798] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:39.747230] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:39.896706] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:40.043576] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:40.189008] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:40.337057] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:40.489804] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:40.675121] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:40.675292] [INFO ] [CONFIGURE ] DIN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:33:40.675336] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4470 tests
[2025-10-10T23:33:40.675371] [INFO ] [CONFIGURE ] DIN: Testing feature 13/29: add_opening_strength
[2025-10-10T23:33:40.675403] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:33:40.824897] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:40.993568] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:41.174353] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:41.328947] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:41.482425] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:41.637232] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:41.790133] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:41.940168] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:42.092117] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:42.238512] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:42.238692] [INFO ] [CONFIGURE ] DIN: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:33:42.238752] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4469 tests
[2025-10-10T23:33:42.238790] [INFO ] [CONFIGURE ] DIN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:33:42.238821] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:33:42.387614] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:42.536181] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:42.688223] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:42.839366] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:43.009408] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:43.178570] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:43.354440] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:43.525785] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:43.734340] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:43.897803] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:43.897976] [INFO ] [CONFIGURE ] DIN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:33:43.898020] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4468 tests
[2025-10-10T23:33:43.898054] [INFO ] [CONFIGURE ] DIN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:33:43.898084] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T23:33:44.042059] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:44.183939] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:44.322337] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:44.467099] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:44.607394] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:44.743950] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:44.883510] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:45.025445] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:45.169615] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:45.311261] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:45.311411] [INFO ] [CONFIGURE ] DIN: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:33:45.311454] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4467 tests
[2025-10-10T23:33:45.311488] [INFO ] [CONFIGURE ] DIN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:33:45.311517] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T23:33:45.455960] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:45.603801] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:45.750935] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:45.903477] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:46.054693] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:46.208570] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:46.362496] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:46.519293] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:46.676776] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:46.832665] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:46.832834] [INFO ] [CONFIGURE ] DIN: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:33:46.832881] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4466 tests
[2025-10-10T23:33:46.832917] [INFO ] [CONFIGURE ] DIN: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:33:46.832949] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:33:46.990783] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:47.144234] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:47.288883] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:47.431927] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:47.580383] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:47.729396] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:47.876769] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:48.024005] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:48.173338] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:48.325274] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:48.325516] [INFO ] [CONFIGURE ] DIN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:33:48.325569] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4465 tests
[2025-10-10T23:33:48.325612] [INFO ] [CONFIGURE ] DIN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:33:48.325682] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T23:33:48.462693] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:48.598865] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:48.741968] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:48.896799] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:49.043963] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:49.186660] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:49.331196] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:49.481539] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:49.628199] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:49.800238] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:49.800414] [INFO ] [CONFIGURE ] DIN: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:33:49.800461] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4464 tests
[2025-10-10T23:33:49.800499] [INFO ] [CONFIGURE ] DIN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:33:49.800534] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T23:33:49.943543] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:50.083605] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:50.224694] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:50.370977] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:50.521444] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:50.668558] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:50.818950] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:50.964765] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:51.110164] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:51.254163] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:51.254316] [INFO ] [CONFIGURE ] DIN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:33:51.254360] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4463 tests
[2025-10-10T23:33:51.254395] [INFO ] [CONFIGURE ] DIN: Testing feature 20/29: add_price_rejection
[2025-10-10T23:33:51.254426] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T23:33:51.403173] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:51.551766] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:51.701284] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:51.850974] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:52.003997] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:52.158479] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:52.314057] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:52.468065] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:52.624352] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:52.814702] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:52.814871] [INFO ] [CONFIGURE ] DIN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:33:52.814916] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4462 tests
[2025-10-10T23:33:52.814951] [INFO ] [CONFIGURE ] DIN: Testing feature 21/29: add_range_position
[2025-10-10T23:33:52.814982] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T23:33:52.975412] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:53.137302] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:53.298637] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:33:53.460780] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:53.624844] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:53.793884] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:53.959507] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:54.123516] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:54.282169] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:54.435769] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:54.435945] [INFO ] [CONFIGURE ] DIN: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:33:54.436008] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4461 tests
[2025-10-10T23:33:54.436046] [INFO ] [CONFIGURE ] DIN: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:33:54.436078] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T23:33:54.599359] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:54.762114] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:33:54.925097] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:55.088514] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:55.254815] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:55.427848] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:55.602095] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:55.776799] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:55.953768] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:56.132841] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:56.133006] [INFO ] [CONFIGURE ] DIN: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:33:56.133049] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4460 tests
[2025-10-10T23:33:56.133135] [INFO ] [CONFIGURE ] DIN: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:33:56.133174] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-10T23:33:56.274495] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:56.415257] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:56.558812] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:56.703775] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:56.846877] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:56.992282] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:57.139013] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:57.284960] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:33:57.435134] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:33:57.583469] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:57.583668] [INFO ] [CONFIGURE ] DIN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:33:57.583732] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4459 tests
[2025-10-10T23:33:57.583886] [INFO ] [CONFIGURE ] DIN: Testing feature 24/29: add_rsi
[2025-10-10T23:33:57.583946] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-10T23:33:57.744978] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:57.906792] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:33:58.071014] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:58.236911] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:58.406242] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:33:58.575861] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:33:58.742426] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:33:58.911064] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:33:59.084675] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:33:59.258115] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:33:59.258311] [INFO ] [CONFIGURE ] DIN: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:33:59.258357] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4458 tests
[2025-10-10T23:33:59.258394] [INFO ] [CONFIGURE ] DIN: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:33:59.258425] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T23:33:59.401763] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:33:59.559981] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:33:59.703352] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:33:59.846759] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:33:59.993574] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:34:00.136084] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:00.280144] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:00.429214] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:00.574009] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:00.719553] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:00.719750] [INFO ] [CONFIGURE ] DIN: KEPT add_tick_distribution (score: 90.00%)
[2025-10-10T23:34:00.719804] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4457 tests
[2025-10-10T23:34:00.719841] [INFO ] [CONFIGURE ] DIN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:34:00.719873] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-10T23:34:00.873170] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:01.030754] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:34:01.182803] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:01.338157] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:01.491526] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:34:01.649669] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:01.817328] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:01.980255] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:02.148601] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:02.321996] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:02.322275] [INFO ] [CONFIGURE ] DIN: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:34:02.322339] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4456 tests
[2025-10-10T23:34:02.322382] [INFO ] [CONFIGURE ] DIN: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:34:02.322415] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-10T23:34:02.495519] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:02.670022] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:02.838367] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:03.008299] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:03.172301] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:34:03.339112] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:03.510675] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:03.679252] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:03.851148] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:04.027883] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:04.028087] [INFO ] [CONFIGURE ] DIN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:34:04.028142] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4455 tests
[2025-10-10T23:34:04.028198] [INFO ] [CONFIGURE ] DIN: Testing feature 28/29: add_volume_profile
[2025-10-10T23:34:04.028254] [INFO ] [CONFIGURE ] DIN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution', 'add_volume_profile']
[2025-10-10T23:34:04.186815] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:04.344929] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:04.508619] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:04.663836] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:04.813083] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:34:04.965733] [DEBUG] [FORECASTER] DIN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:05.116696] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:05.267507] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:05.417166] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:05.575577] [DEBUG] [FORECASTER] DIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:05.575767] [INFO ] [CONFIGURE ] DIN: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:34:05.575818] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4454 tests
[2025-10-10T23:34:05.575867] [INFO ] [CONFIGURE ] DIN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:34:05.575959] [INFO ] [CONFIGURE ] DIN: Best accuracy: 90.00%
[2025-10-10T23:34:05.576012] [INFO ] [CONFIGURE ] DIN: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T23:34:05.576044] [INFO ] [CONFIGURE ] DIN: Improvement over baseline: 20.00%
[2025-10-10T23:34:05.576072] [INFO ] [CONFIGURE ] DIN: Total time: 41.9 seconds
[2025-10-10T23:34:05.576099] [INFO ] [CONFIGURE ] DIN: Average time per feature: 1.5 seconds
[2025-10-10T23:34:05.576126] [INFO ] [CONFIGURE ] DIN: Average speed: 0.69 features/sec
[2025-10-10T23:34:05.576807] [INFO ] [LOCAL     ] Saved configuration for DIN: 3 features, 90.00% accuracy -> ./output/feature-sets/DIN.json
[2025-10-10T23:34:05.576862] [INFO ] [CONFIGURE ] DIN: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:34:05.576913] [INFO ] [sig       ] [67/220] Successfully configured DIN | 0.02 sym/s | Total: 48.4m | ETA: 1.8h
[2025-10-10T23:34:05.577004] [INFO ] [sig       ] [68/220] Configuring DLNG...
[2025-10-10T23:34:05.577076] [INFO ] [CONFIGURE ] DLNG: Configurate test run.
[2025-10-10T23:34:05.577149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-10-10T23:34:05.591969] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLNG'.
[2025-10-10T23:34:05.592314] [INFO ] [CONFIGURE ] DLNG: Testing with 29 available features
[2025-10-10T23:34:05.592376] [INFO ] [CONFIGURE ] DLNG: Establishing baseline with no features...
[2025-10-10T23:34:05.697601] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:05.807896] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:05.924313] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:34:06.030593] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.135702] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:06.243445] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.347233] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.456742] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.565546] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:06.672619] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.672789] [INFO ] [CONFIGURE ] DLNG: Baseline score (no features): 20.00%
[2025-10-10T23:34:06.672839] [INFO ] [CONFIGURE ] DLNG: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:34:06.672873] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:34:06.786575] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:06.903403] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:07.020529] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:07.146782] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:07.261710] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:07.378281] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:07.493216] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:07.608628] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:07.723604] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:07.840064] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:07.840220] [INFO ] [CONFIGURE ] DLNG: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-10T23:34:07.840264] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4453 tests
[2025-10-10T23:34:07.840298] [INFO ] [CONFIGURE ] DLNG: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:34:07.840329] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:34:07.970971] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:08.102411] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:08.234034] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:08.366008] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:08.498806] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:08.630341] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:08.762840] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:08.895752] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:09.029449] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:09.165298] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:09.165453] [INFO ] [CONFIGURE ] DLNG: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-10T23:34:09.165498] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4452 tests
[2025-10-10T23:34:09.165532] [INFO ] [CONFIGURE ] DLNG: Testing feature 3/29: add_daily_returns
[2025-10-10T23:34:09.165562] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:34:09.307201] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:09.464536] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:09.601571] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:09.744749] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:09.885324] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:10.024482] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:10.166126] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:10.306054] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:10.448030] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:10.592975] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:10.593145] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:34:10.593207] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4451 tests
[2025-10-10T23:34:10.593244] [INFO ] [CONFIGURE ] DLNG: Testing feature 4/29: add_ema
[2025-10-10T23:34:10.593278] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T23:34:10.753266] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:10.907936] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:11.065606] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:11.219589] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:11.374112] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:11.530912] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:11.692975] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:11.853458] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:12.010714] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:12.170122] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:12.170304] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:34:12.170348] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4450 tests
[2025-10-10T23:34:12.170383] [INFO ] [CONFIGURE ] DLNG: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:34:12.170414] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:34:12.329556] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:12.494542] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:12.677541] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:12.841604] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:13.004138] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:13.166719] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:13.328961] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:13.497860] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:13.666976] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:13.835202] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:13.835366] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:34:13.835411] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4449 tests
[2025-10-10T23:34:13.835446] [INFO ] [CONFIGURE ] DLNG: Testing feature 6/29: add_failed_moves
[2025-10-10T23:34:13.835477] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:34:14.008486] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:14.148057] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:14.291934] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:14.435490] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:14.579769] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:14.724341] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:14.869595] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:15.014924] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:15.164719] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:15.311192] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:15.311354] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:34:15.311490] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4448 tests
[2025-10-10T23:34:15.311544] [INFO ] [CONFIGURE ] DLNG: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:34:15.311578] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:34:15.448714] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:15.586329] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:15.724033] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:15.863337] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:16.003198] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:16.142381] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:16.285503] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:16.428519] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:16.566921] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:16.709383] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:16.709561] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:34:16.709605] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4447 tests
[2025-10-10T23:34:16.709639] [INFO ] [CONFIGURE ] DLNG: Testing feature 8/29: add_macd
[2025-10-10T23:34:16.709717] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:34:16.910369] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:17.154848] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:17.408561] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:17.641385] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:17.860409] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:18.064500] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:18.262899] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:18.451956] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:18.625983] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:18.794577] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:18.794776] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:34:18.794829] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4446 tests
[2025-10-10T23:34:18.794866] [INFO ] [CONFIGURE ] DLNG: Testing feature 9/29: add_mfi
[2025-10-10T23:34:18.794899] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-10T23:34:18.938478] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:19.082214] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:19.228195] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:19.380463] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:19.541638] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:19.689183] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:19.839344] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:19.990615] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:20.142186] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:20.293491] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:20.293695] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:34:20.293756] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4445 tests
[2025-10-10T23:34:20.293795] [INFO ] [CONFIGURE ] DLNG: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:34:20.293826] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:34:20.455616] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:20.617778] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:20.780334] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:20.943735] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:21.107089] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:21.271472] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:21.436440] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:21.604661] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:21.769962] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:21.936408] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:21.936591] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:34:21.936636] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4444 tests
[2025-10-10T23:34:21.936712] [INFO ] [CONFIGURE ] DLNG: Testing feature 11/29: add_obv_daily
[2025-10-10T23:34:21.936749] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:34:22.076173] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:22.215549] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:22.354723] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:22.493464] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:22.632514] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:22.774041] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:22.915462] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:23.057936] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:23.201034] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:23.358103] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:23.358317] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:34:23.358380] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4443 tests
[2025-10-10T23:34:23.358456] [INFO ] [CONFIGURE ] DLNG: Testing feature 12/29: add_obv_interval
[2025-10-10T23:34:23.358509] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:34:23.498459] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:23.640410] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:23.778079] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:23.915304] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:24.053862] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:24.188842] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:24.332959] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:24.489355] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:24.637193] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:24.783103] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:24.783258] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:34:24.783302] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4442 tests
[2025-10-10T23:34:24.783336] [INFO ] [CONFIGURE ] DLNG: Testing feature 13/29: add_opening_strength
[2025-10-10T23:34:24.783368] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:34:24.934265] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:25.089037] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:25.238837] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:25.386454] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:25.535388] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:25.689442] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:25.840438] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:25.991046] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:26.167197] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:26.323581] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:26.323793] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:34:26.323844] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4441 tests
[2025-10-10T23:34:26.323882] [INFO ] [CONFIGURE ] DLNG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:34:26.323914] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:34:26.481790] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:26.636740] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:26.788091] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:26.937132] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:27.087157] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:27.249902] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:27.402532] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:27.557261] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:27.712519] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:27.870385] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:27.870554] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:34:27.870599] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4440 tests
[2025-10-10T23:34:27.870633] [INFO ] [CONFIGURE ] DLNG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:34:27.870705] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:34:28.005916] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:28.141711] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:28.277044] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:28.412620] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:28.552691] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:28.689039] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:28.825473] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:28.961959] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:29.099465] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:29.238136] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:29.238300] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:34:29.238344] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4439 tests
[2025-10-10T23:34:29.238377] [INFO ] [CONFIGURE ] DLNG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:34:29.238408] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:34:29.383760] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:29.535117] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:29.682345] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:29.829515] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:29.978847] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:30.128731] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:30.281555] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:30.434337] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:30.587361] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:30.735409] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:30.735604] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:34:30.735717] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4438 tests
[2025-10-10T23:34:30.735760] [INFO ] [CONFIGURE ] DLNG: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:34:30.735810] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:34:30.881196] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:31.027030] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:31.178168] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:31.329685] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:31.482227] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:31.635095] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:31.790785] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:31.947757] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:32.105349] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:32.263960] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:32.264137] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T23:34:32.264181] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4437 tests
[2025-10-10T23:34:32.264218] [INFO ] [CONFIGURE ] DLNG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:34:32.264252] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:34:32.410938] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:32.557525] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:32.703275] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:32.848072] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:32.993632] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:33.139304] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:33.285113] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:33.431446] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:33.577719] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:33.723031] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:33.723197] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:34:33.723240] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4436 tests
[2025-10-10T23:34:33.723274] [INFO ] [CONFIGURE ] DLNG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:34:33.723304] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:34:33.864404] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:34.002954] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:34.141544] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:34.282174] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:34.424316] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:34.568171] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:34.718589] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:34.864553] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:35.007612] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:35.156820] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:35.157032] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:34:35.157093] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4435 tests
[2025-10-10T23:34:35.157132] [INFO ] [CONFIGURE ] DLNG: Testing feature 20/29: add_price_rejection
[2025-10-10T23:34:35.157163] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:34:35.315935] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:35.464611] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:35.617362] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:35.771013] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:35.920585] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:36.070156] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:36.220256] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:36.370241] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:36.521493] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:36.675014] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:36.675221] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:34:36.675270] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4434 tests
[2025-10-10T23:34:36.675306] [INFO ] [CONFIGURE ] DLNG: Testing feature 21/29: add_range_position
[2025-10-10T23:34:36.675337] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-10T23:34:36.831786] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:36.988525] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:37.145168] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:37.305111] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:37.462961] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:37.623119] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:37.782017] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:37.942453] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:38.102078] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:38.298352] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:38.298545] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:34:38.298591] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4433 tests
[2025-10-10T23:34:38.298628] [INFO ] [CONFIGURE ] DLNG: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:34:38.298698] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:34:38.469475] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:38.643283] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:38.817327] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:38.990400] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:39.165598] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:39.341040] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:39.517323] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:39.696810] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:39.873379] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:40.051927] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:40.052077] [INFO ] [CONFIGURE ] DLNG: KEPT add_realized_volatility (score: 80.00%)
[2025-10-10T23:34:40.052120] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4432 tests
[2025-10-10T23:34:40.052154] [INFO ] [CONFIGURE ] DLNG: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:34:40.052184] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:34:40.234899] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:40.421946] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:40.606952] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:40.791558] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:40.978658] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:41.165594] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:41.354186] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:41.544368] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:41.734270] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:41.926057] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:41.926220] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:34:41.926263] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4431 tests
[2025-10-10T23:34:41.926296] [INFO ] [CONFIGURE ] DLNG: Testing feature 24/29: add_rsi
[2025-10-10T23:34:41.926327] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:34:42.130723] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:42.331490] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:42.535465] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:42.761358] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:42.983979] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:43.187524] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:43.390279] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:43.594576] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:43.796764] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:44.000374] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:44.000605] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:34:44.000697] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4430 tests
[2025-10-10T23:34:44.000747] [INFO ] [CONFIGURE ] DLNG: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:34:44.000781] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:34:44.183857] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:44.376555] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:44.554766] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:44.754860] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:34:44.943267] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:45.133198] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:45.327848] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:45.520329] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:45.709964] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:45.896127] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:45.896309] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:34:45.896352] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4429 tests
[2025-10-10T23:34:45.896388] [INFO ] [CONFIGURE ] DLNG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:34:45.896419] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:34:46.080519] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:46.288238] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:46.482781] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:46.674296] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:46.862267] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:47.050965] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:47.244215] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:47.441342] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:47.643453] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:47.843902] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:47.844074] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:34:47.844117] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4428 tests
[2025-10-10T23:34:47.844154] [INFO ] [CONFIGURE ] DLNG: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:34:47.844189] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:34:48.044205] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:34:48.245207] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:48.448741] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:48.655498] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:48.856148] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:49.061087] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:34:49.272447] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:49.481920] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:49.694889] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:49.899418] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:49.899623] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:34:49.899703] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4427 tests
[2025-10-10T23:34:49.899753] [INFO ] [CONFIGURE ] DLNG: Testing feature 28/29: add_volume_profile
[2025-10-10T23:34:49.899788] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:34:50.090042] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:50.280703] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:50.480331] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:50.666214] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:50.862264] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:51.074229] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:51.281246] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:51.478754] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:51.679611] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:34:51.877924] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:51.878112] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:34:51.878158] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4426 tests
[2025-10-10T23:34:51.878218] [INFO ] [CONFIGURE ] DLNG: Testing feature 29/29: add_vwap
[2025-10-10T23:34:51.878277] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_vwap']
[2025-10-10T23:34:52.082155] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:34:52.278228] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:34:52.481809] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:52.682245] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:34:52.883868] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:34:53.087427] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:34:53.278236] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:34:53.477058] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:53.679400] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:34:53.872199] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:53.872425] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:34:53.872489] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4425 tests
[2025-10-10T23:34:53.872538] [INFO ] [CONFIGURE ] DLNG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:34:53.872594] [INFO ] [CONFIGURE ] DLNG: Best accuracy: 80.00%
[2025-10-10T23:34:53.872631] [INFO ] [CONFIGURE ] DLNG: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:34:53.872699] [INFO ] [CONFIGURE ] DLNG: Improvement over baseline: 60.00%
[2025-10-10T23:34:53.872740] [INFO ] [CONFIGURE ] DLNG: Total time: 47.2 seconds
[2025-10-10T23:34:53.872768] [INFO ] [CONFIGURE ] DLNG: Average time per feature: 1.6 seconds
[2025-10-10T23:34:53.872797] [INFO ] [CONFIGURE ] DLNG: Average speed: 0.61 features/sec
[2025-10-10T23:34:53.873535] [INFO ] [LOCAL     ] Saved configuration for DLNG: 3 features, 80.00% accuracy -> ./output/feature-sets/DLNG.json
[2025-10-10T23:34:53.873591] [INFO ] [CONFIGURE ] DLNG: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:34:53.873665] [INFO ] [sig       ] [68/220] Successfully configured DLNG | 0.02 sym/s | Total: 49.2m | ETA: 1.8h
[2025-10-10T23:34:53.873724] [INFO ] [sig       ] [69/220] Configuring DRI...
[2025-10-10T23:34:53.873772] [INFO ] [CONFIGURE ] DRI: Configurate test run.
[2025-10-10T23:34:53.873846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-10-10T23:34:53.888471] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRI'.
[2025-10-10T23:34:53.888842] [INFO ] [CONFIGURE ] DRI: Testing with 29 available features
[2025-10-10T23:34:53.888970] [INFO ] [CONFIGURE ] DRI: Establishing baseline with no features...
[2025-10-10T23:34:54.004255] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:34:54.112527] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:34:54.216507] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:34:54.321179] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:54.426872] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:34:54.529202] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:54.638891] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:54.746451] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:54.853138] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:34:54.961484] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:54.961608] [INFO ] [CONFIGURE ] DRI: Baseline score (no features): 20.00%
[2025-10-10T23:34:54.961677] [INFO ] [CONFIGURE ] DRI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:34:54.961730] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:34:55.080184] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:34:55.202779] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:34:55.319752] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:55.437723] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:55.556551] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:34:55.675188] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:55.794832] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:55.914066] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:56.034450] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:34:56.155286] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:56.155425] [INFO ] [CONFIGURE ] DRI: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-10T23:34:56.155467] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4424 tests
[2025-10-10T23:34:56.155501] [INFO ] [CONFIGURE ] DRI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:34:56.155533] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:34:56.289782] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:34:56.456143] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:34:56.592865] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:56.730458] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:34:56.867552] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:34:57.004894] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:57.144779] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:57.283248] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:34:57.422607] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:34:57.562827] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:34:57.563016] [INFO ] [CONFIGURE ] DRI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:34:57.563061] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4423 tests
[2025-10-10T23:34:57.563095] [INFO ] [CONFIGURE ] DRI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:34:57.563125] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:34:57.684849] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:34:57.806500] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:34:57.929275] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:58.053572] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:34:58.178020] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:34:58.304803] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:58.429588] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:58.555756] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:34:58.683384] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:34:58.810466] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:34:58.810679] [INFO ] [CONFIGURE ] DRI: KEPT add_daily_returns (score: 40.00%)
[2025-10-10T23:34:58.810790] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4422 tests
[2025-10-10T23:34:58.810845] [INFO ] [CONFIGURE ] DRI: Testing feature 4/29: add_ema
[2025-10-10T23:34:58.810880] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-10T23:34:58.953606] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:34:59.096210] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:34:59.238249] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:34:59.383747] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:34:59.531681] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:34:59.677743] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:34:59.825068] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:34:59.974626] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:35:00.121661] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:00.270192] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:00.270389] [INFO ] [CONFIGURE ] DRI: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:35:00.270436] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4421 tests
[2025-10-10T23:35:00.270555] [INFO ] [CONFIGURE ] DRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:35:00.270596] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:35:00.420474] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:00.575478] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:00.732715] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:00.890701] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:01.047617] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:01.204843] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:01.365153] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:01.545385] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:01.727580] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:01.911492] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:01.911718] [INFO ] [CONFIGURE ] DRI: KEPT add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:35:01.911779] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4420 tests
[2025-10-10T23:35:01.911820] [INFO ] [CONFIGURE ] DRI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:35:01.911853] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:35:02.082593] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:02.268463] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:02.455925] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:02.643852] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:02.836575] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:03.027376] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:03.217858] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:03.406431] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:03.599280] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:03.792725] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:03.792907] [INFO ] [CONFIGURE ] DRI: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:35:03.792950] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4419 tests
[2025-10-10T23:35:03.792987] [INFO ] [CONFIGURE ] DRI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:35:03.793018] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:35:03.974062] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:04.159244] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:04.340501] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:04.522900] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:04.710583] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:04.893404] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:05.084109] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:05.247615] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:05.415225] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:05.595577] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:05.595778] [INFO ] [CONFIGURE ] DRI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:35:05.595830] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4418 tests
[2025-10-10T23:35:05.595867] [INFO ] [CONFIGURE ] DRI: Testing feature 8/29: add_macd
[2025-10-10T23:35:05.595900] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:35:05.812528] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:06.007852] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:06.199297] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:06.385992] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:06.586168] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:06.790313] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:06.996499] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:07.206338] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:07.415835] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:35:07.629114] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:07.629344] [INFO ] [CONFIGURE ] DRI: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:35:07.629426] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4417 tests
[2025-10-10T23:35:07.629488] [INFO ] [CONFIGURE ] DRI: Testing feature 9/29: add_mfi
[2025-10-10T23:35:07.629563] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:35:07.809182] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:07.981798] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:08.152142] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:08.320743] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:08.490328] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:08.654236] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:08.840256] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:09.049669] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:09.293117] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:09.535327] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:09.535616] [INFO ] [CONFIGURE ] DRI: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:35:09.535697] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4416 tests
[2025-10-10T23:35:09.535752] [INFO ] [CONFIGURE ] DRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:35:09.535788] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:35:09.779036] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:10.005508] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:10.192289] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:10.384217] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:10.571815] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:10.757024] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:10.947500] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:11.141101] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:11.337573] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:11.534681] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:11.534872] [INFO ] [CONFIGURE ] DRI: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:35:11.534917] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4415 tests
[2025-10-10T23:35:11.534955] [INFO ] [CONFIGURE ] DRI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:35:11.534988] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-10T23:35:11.722005] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:11.910617] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:12.096796] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:12.285750] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:12.481066] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:12.679975] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:12.880920] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:13.068596] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:35:13.255976] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:13.447814] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:13.447993] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:35:13.448037] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4414 tests
[2025-10-10T23:35:13.448076] [INFO ] [CONFIGURE ] DRI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:35:13.448109] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-10T23:35:13.629881] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:13.815429] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:14.003100] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:14.187544] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:14.381692] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:14.572627] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:14.760334] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:14.947132] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:15.136519] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:15.332935] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:15.333122] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:35:15.333167] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4413 tests
[2025-10-10T23:35:15.333203] [INFO ] [CONFIGURE ] DRI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:35:15.333235] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-10-10T23:35:15.526771] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:15.724197] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:15.922989] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:16.122444] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:16.324946] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:16.522967] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:35:16.722576] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:16.921355] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:17.126765] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:17.332429] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:17.332622] [INFO ] [CONFIGURE ] DRI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:35:17.332699] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4412 tests
[2025-10-10T23:35:17.332795] [INFO ] [CONFIGURE ] DRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:35:17.332848] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-10T23:35:17.529534] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:17.746266] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:17.955204] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:18.157429] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:18.367241] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:18.589502] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:18.841889] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:19.067864] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:19.280955] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:19.501271] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:19.501456] [INFO ] [CONFIGURE ] DRI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:35:19.501504] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4411 tests
[2025-10-10T23:35:19.501542] [INFO ] [CONFIGURE ] DRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:35:19.501576] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-10T23:35:19.699549] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:19.895175] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:20.091743] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:20.292367] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:20.499701] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:20.741113] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:20.944531] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:21.147710] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:21.361980] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:21.571580] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:21.571799] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:35:21.571853] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4410 tests
[2025-10-10T23:35:21.571923] [INFO ] [CONFIGURE ] DRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:35:21.571982] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-10T23:35:21.774723] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:21.978294] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:22.182007] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:22.390063] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:35:22.599204] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:22.805892] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:23.016703] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:23.227492] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:23.436541] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:23.643058] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:23.643252] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:35:23.643315] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4409 tests
[2025-10-10T23:35:23.643352] [INFO ] [CONFIGURE ] DRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:35:23.643383] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-10T23:35:23.837423] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:24.027913] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:24.211370] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:24.404719] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:24.604500] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:24.793858] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:35:24.982033] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:25.171842] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:25.371877] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:25.570785] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:25.570946] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:35:25.571005] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4408 tests
[2025-10-10T23:35:25.571074] [INFO ] [CONFIGURE ] DRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:35:25.571131] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-10T23:35:25.757693] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:25.948442] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:26.144836] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:26.333567] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:26.541587] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:26.796166] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:27.016375] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:27.246425] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:27.443804] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:27.630481] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:27.630670] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:35:27.630731] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4407 tests
[2025-10-10T23:35:27.630768] [INFO ] [CONFIGURE ] DRI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:35:27.630799] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-10T23:35:27.813250] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:27.994362] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:28.177199] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:28.363054] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:28.550509] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:28.746854] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:28.964808] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:29.181155] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:29.399015] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:35:29.609516] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:29.609728] [INFO ] [CONFIGURE ] DRI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:35:29.609786] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4406 tests
[2025-10-10T23:35:29.609824] [INFO ] [CONFIGURE ] DRI: Testing feature 21/29: add_range_position
[2025-10-10T23:35:29.609857] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-10T23:35:29.858395] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:30.072438] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:30.285918] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:30.498673] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:30.711609] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:30.924411] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:31.136036] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:31.345214] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:31.548365] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:35:31.743888] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:31.744040] [INFO ] [CONFIGURE ] DRI: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:35:31.744083] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4405 tests
[2025-10-10T23:35:31.744118] [INFO ] [CONFIGURE ] DRI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:35:31.744149] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-10T23:35:31.965252] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:32.184384] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:32.403588] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:32.618886] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:32.833813] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:33.043043] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:33.262544] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:35:33.481338] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:33.701531] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:33.921762] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:33.921923] [INFO ] [CONFIGURE ] DRI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:35:33.921965] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4404 tests
[2025-10-10T23:35:33.922001] [INFO ] [CONFIGURE ] DRI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:35:33.922223] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-10T23:35:34.108392] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:34.296706] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:34.497627] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:34.702120] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:34.923506] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:35.123808] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:35.328191] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:35.531000] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:35.738880] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:35.935219] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:35.935387] [INFO ] [CONFIGURE ] DRI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:35:35.935438] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4403 tests
[2025-10-10T23:35:35.935481] [INFO ] [CONFIGURE ] DRI: Testing feature 24/29: add_rsi
[2025-10-10T23:35:35.935519] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-10T23:35:36.140590] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:36.343626] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:36.549342] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:36.755947] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:36.966271] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:37.173827] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:37.383502] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:37.593562] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:37.804301] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:35:38.016094] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:38.016242] [INFO ] [CONFIGURE ] DRI: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:35:38.016285] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4402 tests
[2025-10-10T23:35:38.016320] [INFO ] [CONFIGURE ] DRI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:35:38.016350] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-10T23:35:38.198428] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:38.382042] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:38.569732] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:38.754326] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:38.952477] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:39.138814] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:39.326520] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:39.516590] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:39.705264] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:39.894692] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:39.894889] [INFO ] [CONFIGURE ] DRI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:35:39.894950] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4401 tests
[2025-10-10T23:35:39.894988] [INFO ] [CONFIGURE ] DRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:35:39.895021] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-10T23:35:40.082048] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:40.268468] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:40.458081] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:40.645927] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:40.832896] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:41.023525] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:41.216555] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:41.407071] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:35:41.600851] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:41.793339] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:41.793514] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:35:41.793557] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4400 tests
[2025-10-10T23:35:41.793660] [INFO ] [CONFIGURE ] DRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:35:41.793718] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-10T23:35:41.985930] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:42.176952] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:42.367208] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:42.559112] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:42.751154] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:42.943468] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:43.139606] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:43.333882] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:43.536384] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:43.745258] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:35:43.745455] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:35:43.745501] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4399 tests
[2025-10-10T23:35:43.745537] [INFO ] [CONFIGURE ] DRI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:35:43.745570] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-10T23:35:43.947317] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:44.136775] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:35:44.324513] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:35:44.517405] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:35:44.719348] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:44.918393] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:35:45.117424] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:35:45.325249] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:45.540396] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:45.749933] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:35:45.750116] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:35:45.750161] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4398 tests
[2025-10-10T23:35:45.750198] [INFO ] [CONFIGURE ] DRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:35:45.750229] [INFO ] [CONFIGURE ] DRI: Best accuracy: 60.00%
[2025-10-10T23:35:45.750262] [INFO ] [CONFIGURE ] DRI: Best feature set (6 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:35:45.750294] [INFO ] [CONFIGURE ] DRI: Improvement over baseline: 40.00%
[2025-10-10T23:35:45.750321] [INFO ] [CONFIGURE ] DRI: Total time: 50.8 seconds
[2025-10-10T23:35:45.750348] [INFO ] [CONFIGURE ] DRI: Average time per feature: 1.9 seconds
[2025-10-10T23:35:45.750375] [INFO ] [CONFIGURE ] DRI: Average speed: 0.57 features/sec
[2025-10-10T23:35:45.750922] [INFO ] [LOCAL     ] Saved configuration for DRI: 6 features, 60.00% accuracy -> ./output/feature-sets/DRI.json
[2025-10-10T23:35:45.750979] [INFO ] [CONFIGURE ] DRI: Configuration saved successfully: 6 features, 60.00% accuracy.
[2025-10-10T23:35:45.751032] [INFO ] [sig       ] [69/220] Successfully configured DRI | 0.02 sym/s | Total: 50.0m | ETA: 1.8h
[2025-10-10T23:35:45.751111] [INFO ] [sig       ] [70/220] Configuring DTE...
[2025-10-10T23:35:45.751167] [INFO ] [CONFIGURE ] DTE: Configurate test run.
[2025-10-10T23:35:45.751211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-10-10T23:35:45.765553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTE'.
[2025-10-10T23:35:45.765980] [INFO ] [CONFIGURE ] DTE: Testing with 29 available features
[2025-10-10T23:35:45.766035] [INFO ] [CONFIGURE ] DTE: Establishing baseline with no features...
[2025-10-10T23:35:45.874807] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:45.981460] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:46.084894] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:46.187245] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:46.288850] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:46.395379] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:46.521034] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:46.645126] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:46.758999] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:46.870315] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:35:46.870482] [INFO ] [CONFIGURE ] DTE: Baseline score (no features): 40.00%
[2025-10-10T23:35:46.870526] [INFO ] [CONFIGURE ] DTE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:35:46.870558] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:35:47.002000] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:47.125066] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:47.249991] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:47.372663] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:47.499393] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:47.623401] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:47.755517] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:47.882496] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:48.011007] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:48.139329] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:48.139536] [INFO ] [CONFIGURE ] DTE: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:35:48.139580] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4397 tests
[2025-10-10T23:35:48.139616] [INFO ] [CONFIGURE ] DTE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:35:48.139673] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:35:48.276859] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:48.420879] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:48.563032] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:48.708444] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:48.851174] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:35:48.995169] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:35:49.139310] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:49.283671] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:49.428203] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:49.573596] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:49.573791] [INFO ] [CONFIGURE ] DTE: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:35:49.573862] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4396 tests
[2025-10-10T23:35:49.573905] [INFO ] [CONFIGURE ] DTE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:35:49.573945] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:35:49.701737] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:49.828702] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:49.956579] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:50.088432] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:50.217910] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:50.347444] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:50.475280] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:50.602394] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:50.729739] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:50.857782] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:50.857925] [INFO ] [CONFIGURE ] DTE: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:35:50.857968] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4395 tests
[2025-10-10T23:35:50.858003] [INFO ] [CONFIGURE ] DTE: Testing feature 4/29: add_ema
[2025-10-10T23:35:50.858034] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:35:51.029319] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:51.169976] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:51.309914] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:51.450309] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:51.595598] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:51.735319] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:51.880809] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:52.025163] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:52.172820] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:52.320150] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:52.320347] [INFO ] [CONFIGURE ] DTE: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:35:52.320400] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4394 tests
[2025-10-10T23:35:52.320438] [INFO ] [CONFIGURE ] DTE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:35:52.320469] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:35:52.469788] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:52.621691] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:52.770072] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:52.919426] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:53.068190] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:53.215718] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:53.363011] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:53.511006] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:53.662856] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:53.817769] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:35:53.817937] [INFO ] [CONFIGURE ] DTE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:35:53.817990] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4393 tests
[2025-10-10T23:35:53.818026] [INFO ] [CONFIGURE ] DTE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:35:53.818057] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:35:53.944398] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:54.073088] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:54.203978] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:54.335269] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:54.469388] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:54.601806] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:54.732492] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:54.863798] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:54.997396] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:55.131467] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:55.131620] [INFO ] [CONFIGURE ] DTE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:35:55.131694] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4392 tests
[2025-10-10T23:35:55.131743] [INFO ] [CONFIGURE ] DTE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:35:55.131774] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:35:55.253671] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:55.378681] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:55.501705] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:55.626532] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:55.753298] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:35:55.876042] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:55.999083] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:35:56.122045] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:56.247093] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:56.371262] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:35:56.371411] [INFO ] [CONFIGURE ] DTE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:35:56.371454] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4391 tests
[2025-10-10T23:35:56.371489] [INFO ] [CONFIGURE ] DTE: Testing feature 8/29: add_macd
[2025-10-10T23:35:56.371520] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:35:56.527925] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:56.684815] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:56.842932] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:57.001880] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:57.161955] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:35:57.320977] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:57.480863] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:35:57.642414] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:57.805633] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:57.967327] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:35:57.967495] [INFO ] [CONFIGURE ] DTE: KEPT add_macd (score: 60.00%)
[2025-10-10T23:35:57.967540] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4390 tests
[2025-10-10T23:35:57.967575] [INFO ] [CONFIGURE ] DTE: Testing feature 9/29: add_mfi
[2025-10-10T23:35:57.967605] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:35:58.140423] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:35:58.319336] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:35:58.492553] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:35:58.666331] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:35:58.841243] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:35:59.017211] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:35:59.195619] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:35:59.377234] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:35:59.563311] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:35:59.742275] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:35:59.742468] [INFO ] [CONFIGURE ] DTE: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:35:59.742522] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4389 tests
[2025-10-10T23:35:59.742591] [INFO ] [CONFIGURE ] DTE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:35:59.742624] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:35:59.933810] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:00.154866] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:00.380079] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:00.566038] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:00.753988] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:00.941780] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:01.130561] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:01.323544] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:01.517944] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:01.710289] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:01.710477] [INFO ] [CONFIGURE ] DTE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:36:01.710523] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4388 tests
[2025-10-10T23:36:01.710558] [INFO ] [CONFIGURE ] DTE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:36:01.710590] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:36:01.891798] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:02.059728] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:02.229172] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:02.413435] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:02.584166] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:02.758087] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:02.930731] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:03.108469] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:03.281787] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:03.459450] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:03.459662] [INFO ] [CONFIGURE ] DTE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:36:03.459727] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4387 tests
[2025-10-10T23:36:03.459766] [INFO ] [CONFIGURE ] DTE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:36:03.459797] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:36:03.626200] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:03.794216] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:03.964234] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:04.132857] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:04.295610] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:04.469829] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:04.639843] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:04.805621] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:04.977190] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:05.152482] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:05.152698] [INFO ] [CONFIGURE ] DTE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:36:05.152759] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4386 tests
[2025-10-10T23:36:05.152799] [INFO ] [CONFIGURE ] DTE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:36:05.152833] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:36:05.337992] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:05.528609] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:05.703609] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:05.873589] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:06.046061] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:06.236442] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:06.417130] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:06.594992] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:06.775756] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:06.952559] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:06.952745] [INFO ] [CONFIGURE ] DTE: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:36:06.952799] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4385 tests
[2025-10-10T23:36:06.952835] [INFO ] [CONFIGURE ] DTE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:36:06.952866] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:36:07.126358] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:07.301301] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:07.476051] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:07.651928] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:07.827098] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:08.002150] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:08.178214] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:08.355719] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:08.536458] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:08.715880] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:08.716047] [INFO ] [CONFIGURE ] DTE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:36:08.716089] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4384 tests
[2025-10-10T23:36:08.716124] [INFO ] [CONFIGURE ] DTE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:36:08.716177] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:36:08.887471] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:09.049708] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:09.239505] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:09.406015] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:09.568566] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:09.726481] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:09.883532] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:10.041921] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:10.202922] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:10.364382] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:10.364546] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:36:10.364590] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4383 tests
[2025-10-10T23:36:10.364625] [INFO ] [CONFIGURE ] DTE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:36:10.364690] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:36:10.530882] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:10.699564] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:10.868025] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:11.033577] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:11.200448] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:11.366694] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:11.533938] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:11.702379] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:36:11.872291] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:12.039581] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:12.039789] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-10T23:36:12.039840] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4382 tests
[2025-10-10T23:36:12.039875] [INFO ] [CONFIGURE ] DTE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:36:12.039905] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:36:12.207797] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:12.376281] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:12.547106] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:12.717814] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:12.888482] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:13.059789] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:13.229904] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:13.402540] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:13.576492] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:13.752168] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:13.752340] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:36:13.752384] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4381 tests
[2025-10-10T23:36:13.752420] [INFO ] [CONFIGURE ] DTE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:36:13.752451] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:36:13.910060] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:14.067899] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:14.226957] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:14.387461] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:14.548244] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:14.704565] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:14.860703] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:15.016850] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:15.178048] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:15.333851] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:15.334027] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:36:15.334088] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4380 tests
[2025-10-10T23:36:15.334126] [INFO ] [CONFIGURE ] DTE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:36:15.334157] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:36:15.484846] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:15.635156] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:15.786372] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:15.937460] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:16.088047] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:16.238237] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:16.390471] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:16.542347] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:16.696174] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:16.848879] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:16.849064] [INFO ] [CONFIGURE ] DTE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:36:16.849110] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4379 tests
[2025-10-10T23:36:16.849145] [INFO ] [CONFIGURE ] DTE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:36:16.849176] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-10T23:36:17.007737] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:17.168432] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:17.329670] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:17.505072] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:17.679311] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:17.848034] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:18.024203] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:18.204233] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:18.376971] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:18.548581] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:18.548767] [INFO ] [CONFIGURE ] DTE: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:36:18.548820] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4378 tests
[2025-10-10T23:36:18.548856] [INFO ] [CONFIGURE ] DTE: Testing feature 21/29: add_range_position
[2025-10-10T23:36:18.548887] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-10T23:36:18.721014] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:18.893152] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:19.093252] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:19.339960] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:19.596878] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:19.855966] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:20.103835] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:20.321354] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:20.525624] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:20.719228] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:20.719411] [INFO ] [CONFIGURE ] DTE: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:36:20.719455] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4377 tests
[2025-10-10T23:36:20.719493] [INFO ] [CONFIGURE ] DTE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:36:20.719526] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-10T23:36:20.907937] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:21.097781] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:21.288592] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:21.480799] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:21.673728] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:21.874466] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:22.080287] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:22.275014] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:22.473275] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:22.671197] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:36:22.671461] [INFO ] [CONFIGURE ] DTE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:36:22.671635] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4376 tests
[2025-10-10T23:36:22.671717] [INFO ] [CONFIGURE ] DTE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:36:22.671756] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:36:22.836785] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:23.001174] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:23.170001] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:23.357893] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:23.530634] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:23.705005] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:23.876290] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:24.050125] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:24.223882] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:24.394818] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:24.394988] [INFO ] [CONFIGURE ] DTE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:36:24.395036] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4375 tests
[2025-10-10T23:36:24.395071] [INFO ] [CONFIGURE ] DTE: Testing feature 24/29: add_rsi
[2025-10-10T23:36:24.395103] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-10T23:36:24.592269] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:24.785178] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:24.963815] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:25.145017] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:25.326309] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:25.518608] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:25.717379] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:25.909215] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:26.097838] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:26.285044] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:26.285239] [INFO ] [CONFIGURE ] DTE: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:36:26.285284] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4374 tests
[2025-10-10T23:36:26.285319] [INFO ] [CONFIGURE ] DTE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:36:26.285356] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-10T23:36:26.446178] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:26.612976] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:26.778322] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:26.941543] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:27.111370] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:27.283740] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:27.455484] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:27.622388] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:27.793350] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:27.970385] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:27.970564] [INFO ] [CONFIGURE ] DTE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:36:27.970609] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4373 tests
[2025-10-10T23:36:27.970665] [INFO ] [CONFIGURE ] DTE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:36:27.970724] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-10T23:36:28.139863] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:28.330008] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:28.493048] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:28.656408] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:28.821223] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:28.984170] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:29.147152] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:29.310000] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:29.476054] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:29.640883] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:36:29.641024] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:36:29.641066] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4372 tests
[2025-10-10T23:36:29.641100] [INFO ] [CONFIGURE ] DTE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:36:29.641131] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-10T23:36:29.810999] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:29.983571] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:30.156340] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:30.329879] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:30.508818] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:36:30.685349] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:30.862385] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:36:31.044308] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:31.226277] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:31.407743] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:31.407933] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:36:31.407979] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4371 tests
[2025-10-10T23:36:31.408012] [INFO ] [CONFIGURE ] DTE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:36:31.408042] [INFO ] [CONFIGURE ] DTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-10T23:36:31.574167] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:31.738936] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:36:31.903260] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:32.070160] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:36:32.239458] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:36:32.409427] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:32.577551] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:36:32.745807] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:36:32.914979] [DEBUG] [FORECASTER] DTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:33.099125] [DEBUG] [FORECASTER] DTE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:36:33.099317] [INFO ] [CONFIGURE ] DTE: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:36:33.099362] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4370 tests
[2025-10-10T23:36:33.099418] [INFO ] [CONFIGURE ] DTE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:36:33.099474] [INFO ] [CONFIGURE ] DTE: Best accuracy: 60.00%
[2025-10-10T23:36:33.099509] [INFO ] [CONFIGURE ] DTE: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:36:33.099538] [INFO ] [CONFIGURE ] DTE: Improvement over baseline: 20.00%
[2025-10-10T23:36:33.099564] [INFO ] [CONFIGURE ] DTE: Total time: 46.2 seconds
[2025-10-10T23:36:33.099590] [INFO ] [CONFIGURE ] DTE: Average time per feature: 1.7 seconds
[2025-10-10T23:36:33.099616] [INFO ] [CONFIGURE ] DTE: Average speed: 0.63 features/sec
[2025-10-10T23:36:33.100183] [INFO ] [LOCAL     ] Saved configuration for DTE: 3 features, 60.00% accuracy -> ./output/feature-sets/DTE.json
[2025-10-10T23:36:33.100238] [INFO ] [CONFIGURE ] DTE: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-10T23:36:33.100276] [INFO ] [sig       ] [70/220] Successfully configured DTE | 0.02 sym/s | Total: 50.8m | ETA: 1.8h
[2025-10-10T23:36:33.100308] [INFO ] [sig       ] [71/220] Configuring DXC...
[2025-10-10T23:36:33.100351] [INFO ] [CONFIGURE ] DXC: Configurate test run.
[2025-10-10T23:36:33.100415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-10-10T23:36:33.111725] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DXC'.
[2025-10-10T23:36:33.112186] [INFO ] [CONFIGURE ] DXC: Testing with 29 available features
[2025-10-10T23:36:33.112246] [INFO ] [CONFIGURE ] DXC: Establishing baseline with no features...
[2025-10-10T23:36:33.233635] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:33.339037] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:33.444975] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:33.549735] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:33.655725] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:33.765029] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:33.879892] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:33.992285] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:34.104252] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:34.217528] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:34.217719] [INFO ] [CONFIGURE ] DXC: Baseline score (no features): 60.00%
[2025-10-10T23:36:34.217778] [INFO ] [CONFIGURE ] DXC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:36:34.217812] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:36:34.341111] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:34.465600] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:34.585613] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:34.706581] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:34.829420] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:34.950556] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:35.073192] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:36:35.196417] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:36:35.320760] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:35.447671] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:35.447896] [INFO ] [CONFIGURE ] DXC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:36:35.447944] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4369 tests
[2025-10-10T23:36:35.447979] [INFO ] [CONFIGURE ] DXC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:36:35.448008] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:36:35.574553] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:35.702070] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:35.830819] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:35.957849] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:36.084296] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:36.211798] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:36.340968] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:36.494513] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:36.623577] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:36.758095] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:36.758268] [INFO ] [CONFIGURE ] DXC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:36:36.758314] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4368 tests
[2025-10-10T23:36:36.758349] [INFO ] [CONFIGURE ] DXC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:36:36.758379] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_daily_returns']
[2025-10-10T23:36:36.872760] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:36.991063] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:37.109375] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:37.225778] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:37.338481] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:36:37.449856] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:37.561537] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:36:37.672865] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:37.785848] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:37.898197] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:37.898342] [INFO ] [CONFIGURE ] DXC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:36:37.898384] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4367 tests
[2025-10-10T23:36:37.898417] [INFO ] [CONFIGURE ] DXC: Testing feature 4/29: add_ema
[2025-10-10T23:36:37.898447] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_ema']
[2025-10-10T23:36:38.022028] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:38.145306] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:38.269332] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:38.393714] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:38.518316] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:38.645195] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:38.772465] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:36:38.900355] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:36:39.028905] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:39.153085] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:39.153239] [INFO ] [CONFIGURE ] DXC: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:36:39.153283] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4366 tests
[2025-10-10T23:36:39.153318] [INFO ] [CONFIGURE ] DXC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:36:39.153352] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:36:39.279846] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:39.406117] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:39.539232] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:39.671391] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:36:39.803286] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:39.936313] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:40.070124] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:40.203882] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:36:40.343719] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:40.485023] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:40.485211] [INFO ] [CONFIGURE ] DXC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:36:40.485255] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4365 tests
[2025-10-10T23:36:40.485289] [INFO ] [CONFIGURE ] DXC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:36:40.485318] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_failed_moves']
[2025-10-10T23:36:40.599486] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:40.714201] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:40.830010] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:40.963868] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:41.086470] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:41.210854] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:41.334726] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:41.457887] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:41.581818] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:41.705624] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:41.705811] [INFO ] [CONFIGURE ] DXC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:36:41.705859] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4364 tests
[2025-10-10T23:36:41.705895] [INFO ] [CONFIGURE ] DXC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:36:41.705926] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_lag_shelf']
[2025-10-10T23:36:41.814935] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:41.924677] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:42.037130] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:42.148800] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:42.260150] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:42.385191] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:42.526419] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:42.637294] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:42.748778] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:42.860011] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:42.860176] [INFO ] [CONFIGURE ] DXC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:36:42.860219] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4363 tests
[2025-10-10T23:36:42.860252] [INFO ] [CONFIGURE ] DXC: Testing feature 8/29: add_macd
[2025-10-10T23:36:42.860284] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:36:43.008459] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:43.156296] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:43.304277] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:43.454381] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:36:43.604285] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:43.755072] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:43.908668] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:44.064506] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:44.214580] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:44.366548] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:44.366738] [INFO ] [CONFIGURE ] DXC: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:36:44.366796] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4362 tests
[2025-10-10T23:36:44.366833] [INFO ] [CONFIGURE ] DXC: Testing feature 9/29: add_mfi
[2025-10-10T23:36:44.366864] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_mfi']
[2025-10-10T23:36:44.490867] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:44.615274] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:44.741517] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:44.869060] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:44.999400] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:45.129922] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:45.258564] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:45.390812] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:45.526180] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:45.655374] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:45.655561] [INFO ] [CONFIGURE ] DXC: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:36:45.655604] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4361 tests
[2025-10-10T23:36:45.655638] [INFO ] [CONFIGURE ] DXC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:36:45.655715] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:36:45.795809] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:45.936437] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:46.079220] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:46.219429] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:46.361683] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:46.503304] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:46.646283] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:46.789672] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:46.934277] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:47.083069] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:47.083272] [INFO ] [CONFIGURE ] DXC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:36:47.083329] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4360 tests
[2025-10-10T23:36:47.083366] [INFO ] [CONFIGURE ] DXC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:36:47.083396] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_obv_daily']
[2025-10-10T23:36:47.199481] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:47.316943] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:47.434982] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:47.553135] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:47.673048] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:47.792724] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:47.913395] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:48.038872] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:36:48.160258] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:36:48.281275] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:48.281443] [INFO ] [CONFIGURE ] DXC: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:36:48.281486] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4359 tests
[2025-10-10T23:36:48.281520] [INFO ] [CONFIGURE ] DXC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:36:48.281550] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_obv_interval']
[2025-10-10T23:36:48.396790] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:48.511793] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:48.628296] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:48.744063] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:48.860530] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:48.977162] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:49.095071] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:36:49.217147] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:49.336701] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:49.455871] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:49.456033] [INFO ] [CONFIGURE ] DXC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:36:49.456074] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4358 tests
[2025-10-10T23:36:49.456109] [INFO ] [CONFIGURE ] DXC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:36:49.456141] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:36:49.580813] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:49.705440] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:49.830115] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:49.955378] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:50.082240] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:50.208816] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:50.342520] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:50.470966] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:50.598311] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:50.729630] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:50.729815] [INFO ] [CONFIGURE ] DXC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:36:50.729862] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4357 tests
[2025-10-10T23:36:50.729896] [INFO ] [CONFIGURE ] DXC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:36:50.729925] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:36:50.863355] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:50.996438] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:51.131419] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:51.263319] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:51.397315] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:51.538349] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:51.677939] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:51.813006] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:51.947769] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:52.082436] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:36:52.082631] [INFO ] [CONFIGURE ] DXC: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:36:52.082715] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4356 tests
[2025-10-10T23:36:52.082759] [INFO ] [CONFIGURE ] DXC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:36:52.082792] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:36:52.219734] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:52.356458] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:52.493411] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:52.632052] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:52.772215] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:52.911786] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:53.049233] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:53.188659] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:53.331830] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:53.472267] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:53.472415] [INFO ] [CONFIGURE ] DXC: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:36:53.472461] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4355 tests
[2025-10-10T23:36:53.472498] [INFO ] [CONFIGURE ] DXC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:36:53.472531] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T23:36:53.628430] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:53.776265] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:53.932393] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:54.092432] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:54.250003] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:54.403196] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:54.559033] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:54.715926] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:54.867529] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:55.020251] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:55.020409] [INFO ] [CONFIGURE ] DXC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:36:55.020453] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4354 tests
[2025-10-10T23:36:55.020488] [INFO ] [CONFIGURE ] DXC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:36:55.020520] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T23:36:55.178847] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:36:55.337136] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:55.493425] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:36:55.648635] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:55.803381] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:55.955660] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:56.107989] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:56.256718] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:56.412098] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:56.563536] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:56.563748] [INFO ] [CONFIGURE ] DXC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:36:56.563815] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4353 tests
[2025-10-10T23:36:56.563859] [INFO ] [CONFIGURE ] DXC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:36:56.563893] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-10T23:36:56.701071] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:56.837274] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:56.973234] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:57.114603] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:57.256036] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:36:57.393996] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:57.532247] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:57.716220] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:57.861585] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:58.019705] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:58.019982] [INFO ] [CONFIGURE ] DXC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:36:58.020041] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4352 tests
[2025-10-10T23:36:58.020081] [INFO ] [CONFIGURE ] DXC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:36:58.020113] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-10T23:36:58.158283] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:58.296006] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:36:58.432415] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:36:58.569145] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:36:58.706044] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:36:58.842355] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:36:58.984484] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:36:59.124620] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:36:59.264571] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:36:59.402160] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:36:59.402302] [INFO ] [CONFIGURE ] DXC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:36:59.402345] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4351 tests
[2025-10-10T23:36:59.402380] [INFO ] [CONFIGURE ] DXC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:36:59.402410] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-10T23:36:59.543961] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:36:59.692026] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:36:59.860216] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:00.031049] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:00.201683] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:00.363844] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:00.542871] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:00.718999] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:00.877512] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:01.041080] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:01.041327] [INFO ] [CONFIGURE ] DXC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:37:01.041375] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4350 tests
[2025-10-10T23:37:01.041412] [INFO ] [CONFIGURE ] DXC: Testing feature 21/29: add_range_position
[2025-10-10T23:37:01.041446] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-10T23:37:01.210086] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:01.388495] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:01.570305] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:01.747954] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:01.926396] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:02.109547] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:02.294287] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:02.484031] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:02.665743] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:02.845470] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:02.845744] [INFO ] [CONFIGURE ] DXC: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:37:02.845805] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4349 tests
[2025-10-10T23:37:02.845846] [INFO ] [CONFIGURE ] DXC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:37:02.845986] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-10T23:37:03.031703] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:03.219619] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:03.405621] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:03.595531] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:03.811760] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:03.999462] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:04.189326] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:04.389728] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:04.574633] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:04.761774] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:04.762021] [INFO ] [CONFIGURE ] DXC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:37:04.762069] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4348 tests
[2025-10-10T23:37:04.762108] [INFO ] [CONFIGURE ] DXC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:37:04.762140] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-10T23:37:04.918233] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:05.072784] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:05.246705] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:05.400407] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:05.553869] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:05.726802] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:05.890222] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:06.070143] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:06.243872] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:06.401914] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:06.402156] [INFO ] [CONFIGURE ] DXC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:37:06.402204] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4347 tests
[2025-10-10T23:37:06.402272] [INFO ] [CONFIGURE ] DXC: Testing feature 24/29: add_rsi
[2025-10-10T23:37:06.402308] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-10T23:37:06.579538] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:37:06.769615] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:06.946391] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:07.120582] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:07.296395] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:07.484922] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:07.665081] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:07.837676] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:08.022855] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:08.194905] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:08.195144] [INFO ] [CONFIGURE ] DXC: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:37:08.195208] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4346 tests
[2025-10-10T23:37:08.195246] [INFO ] [CONFIGURE ] DXC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:37:08.195277] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-10T23:37:08.348169] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:08.495181] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:08.645417] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:08.799368] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:08.951789] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:09.100574] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:09.248438] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:09.405463] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:09.566767] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:09.717568] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:09.717775] [INFO ] [CONFIGURE ] DXC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:37:09.717831] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4345 tests
[2025-10-10T23:37:09.717867] [INFO ] [CONFIGURE ] DXC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:37:09.717897] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-10T23:37:09.873801] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:37:10.017402] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:10.165979] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:37:10.312416] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:10.453058] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:37:10.593927] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:10.740796] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:10.882785] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:11.025833] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:11.170601] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:11.170796] [INFO ] [CONFIGURE ] DXC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:37:11.170845] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4344 tests
[2025-10-10T23:37:11.170881] [INFO ] [CONFIGURE ] DXC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:37:11.170912] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-10T23:37:11.319617] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:11.466876] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:11.619774] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:11.802632] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:12.023941] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:12.220602] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:12.414429] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:12.592491] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:12.759446] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:12.920207] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:12.920380] [INFO ] [CONFIGURE ] DXC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:37:12.920424] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4343 tests
[2025-10-10T23:37:12.920461] [INFO ] [CONFIGURE ] DXC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:37:12.920493] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-10T23:37:13.057559] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:13.184241] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:13.311312] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:13.438713] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:13.567272] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:37:13.712600] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:13.854637] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:13.995800] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:14.147827] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:14.290172] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:14.290333] [INFO ] [CONFIGURE ] DXC: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:37:14.290378] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4342 tests
[2025-10-10T23:37:14.290432] [INFO ] [CONFIGURE ] DXC: Testing feature 29/29: add_vwap
[2025-10-10T23:37:14.290528] [INFO ] [CONFIGURE ] DXC: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-10T23:37:14.433006] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:37:14.576525] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:14.723354] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:14.866067] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:15.007815] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:37:15.156552] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:37:15.304164] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:37:15.456916] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:15.609081] [DEBUG] [FORECASTER] DXC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:37:15.765974] [DEBUG] [FORECASTER] DXC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:15.766141] [INFO ] [CONFIGURE ] DXC: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:37:15.766183] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4341 tests
[2025-10-10T23:37:15.766217] [INFO ] [CONFIGURE ] DXC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:37:15.766247] [INFO ] [CONFIGURE ] DXC: Best accuracy: 80.00%
[2025-10-10T23:37:15.766276] [INFO ] [CONFIGURE ] DXC: Best feature set (2 features): ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:37:15.766304] [INFO ] [CONFIGURE ] DXC: Improvement over baseline: 20.00%
[2025-10-10T23:37:15.766330] [INFO ] [CONFIGURE ] DXC: Total time: 41.5 seconds
[2025-10-10T23:37:15.766356] [INFO ] [CONFIGURE ] DXC: Average time per feature: 1.4 seconds
[2025-10-10T23:37:15.766383] [INFO ] [CONFIGURE ] DXC: Average speed: 0.70 features/sec
[2025-10-10T23:37:15.767337] [INFO ] [LOCAL     ] Saved configuration for DXC: 2 features, 80.00% accuracy -> ./output/feature-sets/DXC.json
[2025-10-10T23:37:15.767394] [INFO ] [CONFIGURE ] DXC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:37:15.767449] [INFO ] [sig       ] [71/220] Successfully configured DXC | 0.02 sym/s | Total: 51.5m | ETA: 1.8h
[2025-10-10T23:37:15.767526] [INFO ] [sig       ] [72/220] Configuring EFC...
[2025-10-10T23:37:15.767581] [INFO ] [CONFIGURE ] EFC: Configurate test run.
[2025-10-10T23:37:15.767626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-10-10T23:37:15.783417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFC'.
[2025-10-10T23:37:15.783771] [INFO ] [CONFIGURE ] EFC: Testing with 29 available features
[2025-10-10T23:37:15.783826] [INFO ] [CONFIGURE ] EFC: Establishing baseline with no features...
[2025-10-10T23:37:15.924011] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:16.034929] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:16.140044] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:16.244745] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:16.350354] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:16.454066] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:16.567172] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:37:16.674513] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:16.783463] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:16.893817] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:16.893962] [INFO ] [CONFIGURE ] EFC: Baseline score (no features): 50.00%
[2025-10-10T23:37:16.894003] [INFO ] [CONFIGURE ] EFC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:37:16.894036] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:37:17.010521] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:17.133110] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:17.248930] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:17.365493] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:17.483697] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:17.608570] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:17.728130] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:17.848278] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:17.969304] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:18.089628] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:18.089846] [INFO ] [CONFIGURE ] EFC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:37:18.089893] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4340 tests
[2025-10-10T23:37:18.089927] [INFO ] [CONFIGURE ] EFC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:37:18.089957] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:37:18.219821] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:18.341719] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:18.464350] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:18.586831] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:37:18.716111] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:18.840739] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:18.970529] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:37:19.095845] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:19.227508] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:19.352928] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:19.353067] [INFO ] [CONFIGURE ] EFC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:37:19.353109] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4339 tests
[2025-10-10T23:37:19.353143] [INFO ] [CONFIGURE ] EFC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:37:19.353173] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_daily_returns']
[2025-10-10T23:37:19.458331] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:19.567399] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:19.674138] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:19.791828] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:19.907319] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:20.018500] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:20.126711] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:37:20.235102] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:20.347817] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:20.458242] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:20.458428] [INFO ] [CONFIGURE ] EFC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:37:20.458489] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4338 tests
[2025-10-10T23:37:20.458527] [INFO ] [CONFIGURE ] EFC: Testing feature 4/29: add_ema
[2025-10-10T23:37:20.458558] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema']
[2025-10-10T23:37:20.579413] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:20.700089] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:20.826958] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:20.947586] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:21.071181] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:21.192339] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:21.314209] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:37:21.440386] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:21.564414] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:21.687715] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:21.687863] [INFO ] [CONFIGURE ] EFC: KEPT add_ema (score: 60.00%)
[2025-10-10T23:37:21.687907] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4337 tests
[2025-10-10T23:37:21.687941] [INFO ] [CONFIGURE ] EFC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:37:21.687971] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:37:21.833943] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:22.028980] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:22.179914] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:22.329137] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:22.485698] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:22.636158] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:22.787070] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:22.945186] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:23.099208] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:23.252036] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:23.252213] [INFO ] [CONFIGURE ] EFC: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:37:23.252264] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4336 tests
[2025-10-10T23:37:23.252300] [INFO ] [CONFIGURE ] EFC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:37:23.252383] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:37:23.408669] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:23.569120] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:23.728701] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:23.891685] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:24.060545] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:24.224602] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:24.388143] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:24.555114] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:24.720895] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:24.893805] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:24.894010] [INFO ] [CONFIGURE ] EFC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:37:24.894067] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4335 tests
[2025-10-10T23:37:24.894142] [INFO ] [CONFIGURE ] EFC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:37:24.894211] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:37:25.075799] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:25.230293] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:25.381603] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:25.529136] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:25.687986] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:25.839336] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:25.992120] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:26.144224] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:26.302958] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:26.455607] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:26.455804] [INFO ] [CONFIGURE ] EFC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:37:26.455873] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4334 tests
[2025-10-10T23:37:26.455933] [INFO ] [CONFIGURE ] EFC: Testing feature 8/29: add_macd
[2025-10-10T23:37:26.455968] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:37:26.631200] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:26.805280] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:26.977265] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:27.149485] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:27.325060] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:27.496303] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:27.667630] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:27.841779] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:28.014540] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:28.189928] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:28.190158] [INFO ] [CONFIGURE ] EFC: KEPT add_macd (score: 80.00%)
[2025-10-10T23:37:28.190211] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4333 tests
[2025-10-10T23:37:28.190247] [INFO ] [CONFIGURE ] EFC: Testing feature 9/29: add_mfi
[2025-10-10T23:37:28.190278] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-10-10T23:37:28.378559] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:28.564436] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:28.749281] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:28.938207] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:29.127386] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:29.317749] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:29.506904] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:29.694831] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:29.885365] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:30.083068] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:30.083253] [INFO ] [CONFIGURE ] EFC: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:37:30.083297] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4332 tests
[2025-10-10T23:37:30.083332] [INFO ] [CONFIGURE ] EFC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:37:30.083364] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:37:30.285560] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:30.486962] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:30.685951] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:30.889595] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:31.098669] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:31.301284] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:31.505029] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:31.707447] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:31.912738] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:32.117854] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:32.118103] [INFO ] [CONFIGURE ] EFC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:37:32.118171] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4331 tests
[2025-10-10T23:37:32.118213] [INFO ] [CONFIGURE ] EFC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:37:32.118247] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-10-10T23:37:32.301936] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:37:32.484453] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:32.665032] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:32.846474] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:33.030364] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:33.214005] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:33.397100] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:37:33.583737] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:33.771558] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:33.961113] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:33.961280] [INFO ] [CONFIGURE ] EFC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:37:33.961324] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4330 tests
[2025-10-10T23:37:33.961358] [INFO ] [CONFIGURE ] EFC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:37:33.961389] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-10-10T23:37:34.172937] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:34.352187] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:34.527846] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:34.727401] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:34.918637] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:35.108904] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:35.289618] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:35.464960] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:35.643792] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:35.820168] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:35.820363] [INFO ] [CONFIGURE ] EFC: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-10T23:37:35.820426] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4329 tests
[2025-10-10T23:37:35.820465] [INFO ] [CONFIGURE ] EFC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:37:35.820496] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:37:36.002573] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:36.188345] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:36.372456] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:36.556303] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:36.741067] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:36.926493] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:37.114066] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:37.307666] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:37.496322] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:37.686486] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:37.686670] [INFO ] [CONFIGURE ] EFC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:37:37.686731] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4328 tests
[2025-10-10T23:37:37.686769] [INFO ] [CONFIGURE ] EFC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:37:37.686800] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:37:37.885231] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:38.074183] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:38.265425] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:38.452807] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:38.641331] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:38.832334] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:39.037547] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:39.229358] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:39.424719] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:39.619282] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:39.619455] [INFO ] [CONFIGURE ] EFC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:37:39.619499] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4327 tests
[2025-10-10T23:37:39.619534] [INFO ] [CONFIGURE ] EFC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:37:39.619566] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-10T23:37:39.791633] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:39.963566] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:40.137052] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:40.312874] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:40.490618] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:40.662719] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:40.840089] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:41.017279] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:41.199218] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:41.383662] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:41.383833] [INFO ] [CONFIGURE ] EFC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:37:41.383877] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4326 tests
[2025-10-10T23:37:41.383910] [INFO ] [CONFIGURE ] EFC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:37:41.383941] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-10T23:37:41.574283] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:41.755079] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:41.937667] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:42.123733] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:42.310180] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:37:42.498742] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:42.681300] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:42.862611] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:43.048327] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:43.271320] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:43.271503] [INFO ] [CONFIGURE ] EFC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:37:43.271547] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4325 tests
[2025-10-10T23:37:43.271582] [INFO ] [CONFIGURE ] EFC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:37:43.271613] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-10-10T23:37:43.458973] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:37:43.649812] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:43.837077] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:44.025554] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:44.214694] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:44.407834] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:44.604474] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:44.795179] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:44.983491] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:45.174408] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:45.174583] [INFO ] [CONFIGURE ] EFC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:37:45.174629] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4324 tests
[2025-10-10T23:37:45.174703] [INFO ] [CONFIGURE ] EFC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:37:45.174749] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-10T23:37:45.355485] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:45.539595] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:45.736386] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:45.915201] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:46.093959] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:46.286177] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:46.467198] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:46.658383] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:46.846461] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:47.032081] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:47.032281] [INFO ] [CONFIGURE ] EFC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:37:47.032345] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4323 tests
[2025-10-10T23:37:47.032385] [INFO ] [CONFIGURE ] EFC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:37:47.032419] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-10T23:37:47.216790] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:47.392597] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:47.568393] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:47.745556] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:47.924225] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:48.099829] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:48.276948] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:48.453254] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:48.631571] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:48.814550] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:48.815239] [INFO ] [CONFIGURE ] EFC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:37:48.815289] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4322 tests
[2025-10-10T23:37:48.815326] [INFO ] [CONFIGURE ] EFC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:37:48.815358] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-10-10T23:37:49.012809] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:49.204601] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:49.399911] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:49.598248] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:37:49.802688] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:50.004982] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:50.202397] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:50.400817] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:50.598860] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:50.802834] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:50.802997] [INFO ] [CONFIGURE ] EFC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:37:50.803042] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4321 tests
[2025-10-10T23:37:50.803076] [INFO ] [CONFIGURE ] EFC: Testing feature 21/29: add_range_position
[2025-10-10T23:37:50.803106] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-10-10T23:37:51.004397] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:51.195831] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:51.390027] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:51.584606] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:51.780335] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:51.982753] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:52.181241] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:52.377749] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:37:52.573472] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:52.777021] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:52.777228] [INFO ] [CONFIGURE ] EFC: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:37:52.777304] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4320 tests
[2025-10-10T23:37:52.777363] [INFO ] [CONFIGURE ] EFC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:37:52.777399] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-10-10T23:37:52.988314] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:53.198485] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:37:53.409885] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:53.628838] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:53.844888] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:54.059634] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:54.278660] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:54.492669] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:54.740281] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:54.967721] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:37:54.967911] [INFO ] [CONFIGURE ] EFC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:37:54.967983] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4319 tests
[2025-10-10T23:37:54.968047] [INFO ] [CONFIGURE ] EFC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:37:54.968084] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-10-10T23:37:55.156494] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:55.344614] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:55.536625] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:55.768254] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:55.956959] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:56.151602] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:56.343950] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:56.535444] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:56.730588] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:56.924889] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:56.925163] [INFO ] [CONFIGURE ] EFC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:37:56.925223] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4318 tests
[2025-10-10T23:37:56.925260] [INFO ] [CONFIGURE ] EFC: Testing feature 24/29: add_rsi
[2025-10-10T23:37:56.925292] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_rsi']
[2025-10-10T23:37:57.114835] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:57.305736] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:57.493869] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:57.683333] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:57.872860] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:58.061808] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:37:58.252227] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:37:58.446937] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:37:58.640928] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:37:58.836905] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:37:58.837112] [INFO ] [CONFIGURE ] EFC: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:37:58.837172] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4317 tests
[2025-10-10T23:37:58.837210] [INFO ] [CONFIGURE ] EFC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:37:58.837241] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-10-10T23:37:59.017224] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:37:59.198089] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:37:59.381863] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:37:59.571752] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:37:59.756295] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:37:59.939014] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:00.123150] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:38:00.307849] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:38:00.498084] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:00.682316] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:38:00.682469] [INFO ] [CONFIGURE ] EFC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:38:00.682512] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4316 tests
[2025-10-10T23:38:00.682563] [INFO ] [CONFIGURE ] EFC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:38:00.682620] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-10T23:38:00.867555] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:38:01.051407] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:01.242085] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:01.431299] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:38:01.633688] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:01.861218] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:02.083283] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:38:02.297205] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:38:02.500848] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:02.712000] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:38:02.712173] [INFO ] [CONFIGURE ] EFC: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:38:02.712239] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4315 tests
[2025-10-10T23:38:02.712299] [INFO ] [CONFIGURE ] EFC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:38:02.712334] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-10-10T23:38:02.919062] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:38:03.121465] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:38:03.393120] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:03.590931] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:38:03.786051] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:03.986930] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:04.198916] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:38:04.439220] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:38:04.741795] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:05.025628] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:38:05.025927] [INFO ] [CONFIGURE ] EFC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:38:05.025994] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4314 tests
[2025-10-10T23:38:05.026050] [INFO ] [CONFIGURE ] EFC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:38:05.026096] [INFO ] [CONFIGURE ] EFC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-10-10T23:38:05.292908] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:38:05.496983] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:05.716913] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:05.933181] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:38:06.150414] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:06.357155] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:06.555314] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:38:06.743342] [DEBUG] [FORECASTER] EFC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:38:06.930339] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:07.138165] [DEBUG] [FORECASTER] EFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:38:07.138362] [INFO ] [CONFIGURE ] EFC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:38:07.138463] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4313 tests
[2025-10-10T23:38:07.138542] [INFO ] [CONFIGURE ] EFC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:38:07.138599] [INFO ] [CONFIGURE ] EFC: Best accuracy: 80.00%
[2025-10-10T23:38:07.138636] [INFO ] [CONFIGURE ] EFC: Best feature set (4 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:38:07.138711] [INFO ] [CONFIGURE ] EFC: Improvement over baseline: 30.00%
[2025-10-10T23:38:07.138747] [INFO ] [CONFIGURE ] EFC: Total time: 50.2 seconds
[2025-10-10T23:38:07.138840] [INFO ] [CONFIGURE ] EFC: Average time per feature: 1.8 seconds
[2025-10-10T23:38:07.138879] [INFO ] [CONFIGURE ] EFC: Average speed: 0.58 features/sec
[2025-10-10T23:38:07.139513] [INFO ] [LOCAL     ] Saved configuration for EFC: 4 features, 80.00% accuracy -> ./output/feature-sets/EFC.json
[2025-10-10T23:38:07.139571] [INFO ] [CONFIGURE ] EFC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:38:07.139612] [INFO ] [sig       ] [72/220] Successfully configured EFC | 0.02 sym/s | Total: 52.4m | ETA: 1.8h
[2025-10-10T23:38:07.139672] [INFO ] [sig       ] [73/220] Configuring EIX...
[2025-10-10T23:38:07.139726] [INFO ] [CONFIGURE ] EIX: Configurate test run.
[2025-10-10T23:38:07.139760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-10-10T23:38:07.153228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIX'.
[2025-10-10T23:38:07.153766] [INFO ] [CONFIGURE ] EIX: Testing with 29 available features
[2025-10-10T23:38:07.153846] [INFO ] [CONFIGURE ] EIX: Establishing baseline with no features...
[2025-10-10T23:38:07.271450] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:07.387832] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:38:07.504129] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:07.617560] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:07.720391] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:07.823055] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:38:07.926497] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:08.030031] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:38:08.133326] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:08.236248] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:08.236375] [INFO ] [CONFIGURE ] EIX: Baseline score (no features): 50.00%
[2025-10-10T23:38:08.236418] [INFO ] [CONFIGURE ] EIX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:38:08.236451] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:38:08.352063] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:08.467029] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:08.582854] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:08.700303] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:08.817184] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:08.933353] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:09.051497] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:09.169273] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:38:09.288035] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:09.405475] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:09.405622] [INFO ] [CONFIGURE ] EIX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:38:09.405700] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4312 tests
[2025-10-10T23:38:09.405747] [INFO ] [CONFIGURE ] EIX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:38:09.405779] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:38:09.525351] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:09.646864] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:09.772084] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:09.894829] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:10.015005] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:10.134833] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:10.254449] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:10.375040] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:38:10.494814] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:10.615529] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:10.615725] [INFO ] [CONFIGURE ] EIX: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:38:10.615780] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4311 tests
[2025-10-10T23:38:10.615817] [INFO ] [CONFIGURE ] EIX: Testing feature 3/29: add_daily_returns
[2025-10-10T23:38:10.615847] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:38:10.742921] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:10.869634] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:10.994474] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:11.119162] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:11.243084] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:11.368854] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:11.494913] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:11.621233] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:11.756065] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:11.895071] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:11.895257] [INFO ] [CONFIGURE ] EIX: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:38:11.895301] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4310 tests
[2025-10-10T23:38:11.895338] [INFO ] [CONFIGURE ] EIX: Testing feature 4/29: add_ema
[2025-10-10T23:38:11.895370] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:38:12.055602] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:12.219766] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:12.377463] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:12.542836] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:38:12.706281] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:12.867402] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:38:13.027117] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:13.186037] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:13.336876] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:13.482946] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:13.483121] [INFO ] [CONFIGURE ] EIX: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:38:13.483166] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4309 tests
[2025-10-10T23:38:13.483200] [INFO ] [CONFIGURE ] EIX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:38:13.483231] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:38:13.629574] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:13.777300] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:13.948374] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:14.098373] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:14.245306] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:14.393943] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:14.543946] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:14.693734] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:14.842870] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:14.992270] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:14.992429] [INFO ] [CONFIGURE ] EIX: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:38:14.992475] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4308 tests
[2025-10-10T23:38:14.992509] [INFO ] [CONFIGURE ] EIX: Testing feature 6/29: add_failed_moves
[2025-10-10T23:38:14.992542] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:38:15.146802] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:15.300739] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:15.455060] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:15.610058] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:15.781296] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:15.940620] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:16.104398] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:16.265941] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:16.437110] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:16.618147] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:16.618388] [INFO ] [CONFIGURE ] EIX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:38:16.618475] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4307 tests
[2025-10-10T23:38:16.618519] [INFO ] [CONFIGURE ] EIX: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:38:16.618554] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:38:16.770355] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:16.922598] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:17.095375] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:17.254426] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:17.406681] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:17.560344] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:17.715038] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:17.869286] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:18.027620] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:18.197242] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:18.197429] [INFO ] [CONFIGURE ] EIX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:38:18.197479] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4306 tests
[2025-10-10T23:38:18.197516] [INFO ] [CONFIGURE ] EIX: Testing feature 8/29: add_macd
[2025-10-10T23:38:18.197550] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:38:18.381567] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:18.561147] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:18.744514] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:18.923037] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:19.104505] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:19.283542] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:19.464482] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:19.643349] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:19.822576] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:20.030132] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:20.030296] [INFO ] [CONFIGURE ] EIX: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:38:20.030341] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4305 tests
[2025-10-10T23:38:20.030375] [INFO ] [CONFIGURE ] EIX: Testing feature 9/29: add_mfi
[2025-10-10T23:38:20.030405] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:38:20.196491] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:20.364472] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:20.531352] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:20.700722] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:20.871267] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:21.039183] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:21.205765] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:38:21.377033] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:21.543715] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:21.710060] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:21.710226] [INFO ] [CONFIGURE ] EIX: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:38:21.710272] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4304 tests
[2025-10-10T23:38:21.710306] [INFO ] [CONFIGURE ] EIX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:38:21.710338] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:38:21.885988] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:22.065008] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:22.241470] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:22.418553] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:22.597322] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:22.776056] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:22.956067] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:23.137194] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:23.318370] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:23.504185] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:23.504368] [INFO ] [CONFIGURE ] EIX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:38:23.504415] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4303 tests
[2025-10-10T23:38:23.504449] [INFO ] [CONFIGURE ] EIX: Testing feature 11/29: add_obv_daily
[2025-10-10T23:38:23.504480] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:38:23.665079] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:23.829833] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:23.993850] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:24.161987] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:38:24.324946] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:24.489851] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:24.653137] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:38:24.820601] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:24.984592] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:25.148788] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:38:25.148992] [INFO ] [CONFIGURE ] EIX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:38:25.149040] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4302 tests
[2025-10-10T23:38:25.149077] [INFO ] [CONFIGURE ] EIX: Testing feature 12/29: add_obv_interval
[2025-10-10T23:38:25.149133] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:38:25.309348] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:25.472133] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:25.635139] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:25.798562] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:25.961254] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:26.128885] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:26.304310] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:26.473468] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:26.646726] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:26.817461] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:26.817689] [INFO ] [CONFIGURE ] EIX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:38:26.817751] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4301 tests
[2025-10-10T23:38:26.817793] [INFO ] [CONFIGURE ] EIX: Testing feature 13/29: add_opening_strength
[2025-10-10T23:38:26.817826] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:38:26.992251] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:27.165971] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:27.338007] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:27.509342] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:27.682045] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:27.856541] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:28.034528] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:28.212231] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:28.390234] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:28.566444] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:28.566791] [INFO ] [CONFIGURE ] EIX: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:38:28.566842] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4300 tests
[2025-10-10T23:38:28.566877] [INFO ] [CONFIGURE ] EIX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:38:28.566909] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:38:28.742964] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:28.918199] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:29.127312] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:29.301626] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:29.483447] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:29.667391] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:29.849386] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:30.024632] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:30.200098] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:30.375035] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:30.375214] [INFO ] [CONFIGURE ] EIX: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:38:30.375257] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4299 tests
[2025-10-10T23:38:30.375292] [INFO ] [CONFIGURE ] EIX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:38:30.375323] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:38:30.554521] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:30.731061] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:30.906707] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:31.081684] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:31.259050] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:31.437749] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:31.612181] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:31.785201] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:31.965100] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:32.178143] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:32.178314] [INFO ] [CONFIGURE ] EIX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:38:32.178363] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4298 tests
[2025-10-10T23:38:32.178398] [INFO ] [CONFIGURE ] EIX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:38:32.178428] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:38:32.358835] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:32.540910] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:32.725114] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:32.916424] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:33.097561] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:33.279596] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:33.463556] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:33.647211] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:33.831215] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:34.015318] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:34.015489] [INFO ] [CONFIGURE ] EIX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:38:34.015551] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4297 tests
[2025-10-10T23:38:34.015588] [INFO ] [CONFIGURE ] EIX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:38:34.015706] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:38:34.198168] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:34.379665] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:34.564698] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:34.751215] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:34.939336] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:35.125719] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:38:35.317180] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:35.507071] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:35.701734] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:35.898985] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:35.899151] [INFO ] [CONFIGURE ] EIX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:38:35.899195] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4296 tests
[2025-10-10T23:38:35.899229] [INFO ] [CONFIGURE ] EIX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:38:35.899260] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:38:36.071767] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:36.245823] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:36.422557] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:36.600470] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:36.780532] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:36.965866] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:37.152191] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:37.334070] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:37.516864] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:37.700837] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:38:37.701025] [INFO ] [CONFIGURE ] EIX: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:38:37.701069] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4295 tests
[2025-10-10T23:38:37.701105] [INFO ] [CONFIGURE ] EIX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:38:37.701137] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:38:37.879403] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:38.061132] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:38.266335] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:38.443846] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:38.623289] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:38.801085] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:38.981787] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:39.168855] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:39.352722] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:39.536636] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:39.536859] [INFO ] [CONFIGURE ] EIX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:38:39.536905] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4294 tests
[2025-10-10T23:38:39.536940] [INFO ] [CONFIGURE ] EIX: Testing feature 20/29: add_price_rejection
[2025-10-10T23:38:39.536971] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:38:39.725596] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:39.914501] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:40.102459] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:40.292384] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:40.482829] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:40.674144] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:40.856033] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:38:41.041631] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:41.260053] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:41.448399] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:41.448563] [INFO ] [CONFIGURE ] EIX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:38:41.448605] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4293 tests
[2025-10-10T23:38:41.448638] [INFO ] [CONFIGURE ] EIX: Testing feature 21/29: add_range_position
[2025-10-10T23:38:41.448715] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:38:41.641159] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:41.831968] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:42.021557] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:42.211957] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:42.407048] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:42.605741] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:38:42.792664] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:42.982420] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:43.177544] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:43.378287] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:43.378516] [INFO ] [CONFIGURE ] EIX: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:38:43.378582] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4292 tests
[2025-10-10T23:38:43.378661] [INFO ] [CONFIGURE ] EIX: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:38:43.378754] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:38:43.591095] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:43.803944] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:44.018067] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:44.235818] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:38:44.456610] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:44.676451] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:38:44.891169] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:38:45.109960] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:45.332439] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:45.552668] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:45.552884] [INFO ] [CONFIGURE ] EIX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:38:45.552947] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4291 tests
[2025-10-10T23:38:45.552987] [INFO ] [CONFIGURE ] EIX: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:38:45.553021] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:38:45.746969] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:45.933486] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:46.125300] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:46.317446] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:46.507752] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:46.697777] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:46.893061] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:47.091285] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:47.278274] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:47.473150] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:47.473339] [INFO ] [CONFIGURE ] EIX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:38:47.473399] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4290 tests
[2025-10-10T23:38:47.473438] [INFO ] [CONFIGURE ] EIX: Testing feature 24/29: add_rsi
[2025-10-10T23:38:47.473471] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:38:47.679737] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:47.893496] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:48.102962] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:48.315669] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:48.522837] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:48.732120] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:48.939472] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:49.145372] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:49.350424] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:49.560668] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:49.560844] [INFO ] [CONFIGURE ] EIX: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:38:49.560902] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4289 tests
[2025-10-10T23:38:49.560951] [INFO ] [CONFIGURE ] EIX: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:38:49.561007] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T23:38:49.745251] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:49.921904] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:50.098819] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:38:50.280947] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:50.462678] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:38:50.651388] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:50.847395] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:51.031000] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:51.213889] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:51.396550] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:51.396748] [INFO ] [CONFIGURE ] EIX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:38:51.396801] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4288 tests
[2025-10-10T23:38:51.396836] [INFO ] [CONFIGURE ] EIX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:38:51.396866] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T23:38:51.576033] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:51.759192] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:51.941579] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:52.122172] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:52.305406] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:52.491270] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:52.672924] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:52.854812] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:53.037635] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:53.225222] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:53.225412] [INFO ] [CONFIGURE ] EIX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:38:53.225473] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4287 tests
[2025-10-10T23:38:53.225573] [INFO ] [CONFIGURE ] EIX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:38:53.225625] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T23:38:53.420957] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:53.657908] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:53.857826] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:54.054998] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:54.252300] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:54.457567] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:54.657618] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:54.856964] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:55.058864] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:38:55.255895] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:55.256093] [INFO ] [CONFIGURE ] EIX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:38:55.256141] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4286 tests
[2025-10-10T23:38:55.256176] [INFO ] [CONFIGURE ] EIX: Testing feature 28/29: add_volume_profile
[2025-10-10T23:38:55.256209] [INFO ] [CONFIGURE ] EIX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T23:38:55.438242] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:38:55.627103] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:38:55.843992] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:38:56.043557] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:38:56.249107] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:56.491989] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:56.798552] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:57.049006] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:38:57.294069] [DEBUG] [FORECASTER] EIX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:38:57.519068] [DEBUG] [FORECASTER] EIX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:38:57.519242] [INFO ] [CONFIGURE ] EIX: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:38:57.519286] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4285 tests
[2025-10-10T23:38:57.519341] [INFO ] [CONFIGURE ] EIX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:38:57.519398] [INFO ] [CONFIGURE ] EIX: Best accuracy: 80.00%
[2025-10-10T23:38:57.519435] [INFO ] [CONFIGURE ] EIX: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:38:57.519467] [INFO ] [CONFIGURE ] EIX: Improvement over baseline: 30.00%
[2025-10-10T23:38:57.519495] [INFO ] [CONFIGURE ] EIX: Total time: 49.3 seconds
[2025-10-10T23:38:57.519523] [INFO ] [CONFIGURE ] EIX: Average time per feature: 1.8 seconds
[2025-10-10T23:38:57.519556] [INFO ] [CONFIGURE ] EIX: Average speed: 0.59 features/sec
[2025-10-10T23:38:57.520148] [INFO ] [LOCAL     ] Saved configuration for EIX: 4 features, 80.00% accuracy -> ./output/feature-sets/EIX.json
[2025-10-10T23:38:57.520228] [INFO ] [CONFIGURE ] EIX: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:38:57.520297] [INFO ] [sig       ] [73/220] Successfully configured EIX | 0.02 sym/s | Total: 53.2m | ETA: 1.8h
[2025-10-10T23:38:57.520373] [INFO ] [sig       ] [74/220] Configuring EPAM...
[2025-10-10T23:38:57.520442] [INFO ] [CONFIGURE ] EPAM: Configurate test run.
[2025-10-10T23:38:57.520514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-10-10T23:38:57.534807] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPAM'.
[2025-10-10T23:38:57.535206] [INFO ] [CONFIGURE ] EPAM: Testing with 29 available features
[2025-10-10T23:38:57.535272] [INFO ] [CONFIGURE ] EPAM: Establishing baseline with no features...
[2025-10-10T23:38:57.645087] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:57.753189] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:38:57.862932] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:38:57.971000] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:38:58.082421] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:58.207668] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:58.330937] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:58.447197] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:38:58.564033] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:58.682366] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:38:58.682526] [INFO ] [CONFIGURE ] EPAM: Baseline score (no features): 50.00%
[2025-10-10T23:38:58.682570] [INFO ] [CONFIGURE ] EPAM: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:38:58.682603] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:38:58.806431] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:38:58.941383] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:38:59.071834] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:38:59.197381] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:38:59.321482] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:38:59.447805] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:38:59.573044] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:38:59.730961] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:38:59.857534] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:38:59.988605] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:38:59.988814] [INFO ] [CONFIGURE ] EPAM: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:38:59.988863] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4284 tests
[2025-10-10T23:38:59.988899] [INFO ] [CONFIGURE ] EPAM: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:38:59.988931] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:39:00.133591] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:00.289081] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:00.458952] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:00.616922] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:00.786318] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:00.959302] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:01.103985] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:01.246257] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:01.402964] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:01.561370] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:01.561522] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:39:01.561564] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4283 tests
[2025-10-10T23:39:01.561598] [INFO ] [CONFIGURE ] EPAM: Testing feature 3/29: add_daily_returns
[2025-10-10T23:39:01.561628] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:39:01.688215] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:01.812476] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:01.937872] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:02.068420] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:02.206200] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:02.358296] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:39:02.488632] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:02.625862] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:02.793355] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:02.928874] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:02.929088] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:39:02.929133] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4282 tests
[2025-10-10T23:39:02.929170] [INFO ] [CONFIGURE ] EPAM: Testing feature 4/29: add_ema
[2025-10-10T23:39:02.929204] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:39:03.077439] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:03.220132] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:03.368288] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:39:03.517190] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:03.667075] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:03.816883] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:03.964700] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:04.118345] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:04.267191] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:04.415918] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:04.416099] [INFO ] [CONFIGURE ] EPAM: KEPT add_ema (score: 70.00%)
[2025-10-10T23:39:04.416146] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4281 tests
[2025-10-10T23:39:04.416183] [INFO ] [CONFIGURE ] EPAM: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:39:04.416216] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:39:04.581897] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:04.753913] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:04.923930] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:05.089378] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:05.259600] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:05.426616] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:05.592179] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:05.764878] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:05.933302] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:06.092179] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:06.092366] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:39:06.092411] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4280 tests
[2025-10-10T23:39:06.092448] [INFO ] [CONFIGURE ] EPAM: Testing feature 6/29: add_failed_moves
[2025-10-10T23:39:06.092480] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-10T23:39:06.232336] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:06.369084] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:06.512314] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:39:06.658720] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:06.810236] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:06.962076] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:07.112188] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:07.274500] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:07.446128] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:07.626616] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:07.626816] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:39:07.626866] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4279 tests
[2025-10-10T23:39:07.626904] [INFO ] [CONFIGURE ] EPAM: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:39:07.626936] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-10T23:39:07.766220] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:07.905928] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:08.047121] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:08.187367] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:08.325621] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:08.466875] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:08.611607] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:08.751801] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:08.893677] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:09.034283] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:09.034418] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:39:09.034462] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4278 tests
[2025-10-10T23:39:09.034496] [INFO ] [CONFIGURE ] EPAM: Testing feature 8/29: add_macd
[2025-10-10T23:39:09.034527] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:39:09.204627] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:09.377548] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:09.552556] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:09.733246] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:09.915443] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:10.092326] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:10.267822] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:39:10.450685] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:10.632590] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:10.813775] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:10.813941] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:39:10.813986] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4277 tests
[2025-10-10T23:39:10.814020] [INFO ] [CONFIGURE ] EPAM: Testing feature 9/29: add_mfi
[2025-10-10T23:39:10.814051] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-10T23:39:10.970404] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:11.125606] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:11.276889] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:39:11.428314] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:11.588103] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:11.741884] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:11.914217] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:12.070196] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:12.224982] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:12.379096] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:12.379316] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:39:12.379367] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4276 tests
[2025-10-10T23:39:12.379487] [INFO ] [CONFIGURE ] EPAM: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:39:12.379541] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:39:12.539892] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:12.706279] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:12.872004] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:13.035771] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:13.199260] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:13.363479] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:13.526826] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:13.691633] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:13.855977] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:14.020721] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:14.020876] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:39:14.020920] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4275 tests
[2025-10-10T23:39:14.020954] [INFO ] [CONFIGURE ] EPAM: Testing feature 11/29: add_obv_daily
[2025-10-10T23:39:14.020991] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-10T23:39:14.160256] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:14.304198] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:14.452785] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:14.598670] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:14.748797] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:14.931402] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:39:15.082814] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:15.234978] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:15.393035] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:15.539367] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:15.539535] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:39:15.539579] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4274 tests
[2025-10-10T23:39:15.539613] [INFO ] [CONFIGURE ] EPAM: Testing feature 12/29: add_obv_interval
[2025-10-10T23:39:15.539665] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-10T23:39:15.680162] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:15.821840] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:15.967049] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:16.118244] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:16.262952] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:16.406388] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:39:16.552994] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:39:16.701564] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:16.850033] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:17.000727] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:17.000894] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:39:17.000937] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4273 tests
[2025-10-10T23:39:17.000971] [INFO ] [CONFIGURE ] EPAM: Testing feature 13/29: add_opening_strength
[2025-10-10T23:39:17.001001] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:39:17.156055] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:17.312401] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:17.470838] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:17.629289] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:17.783101] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:17.984223] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:39:18.163844] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:18.350228] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:18.531325] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:18.708731] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:18.709046] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:39:18.709113] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4272 tests
[2025-10-10T23:39:18.709155] [INFO ] [CONFIGURE ] EPAM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:39:18.709192] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-10T23:39:18.891583] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:19.066346] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:19.242293] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:19.417217] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:19.599310] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:19.780718] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:19.952533] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:20.125610] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:20.297778] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:20.481955] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:20.482230] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:39:20.482280] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4271 tests
[2025-10-10T23:39:20.482324] [INFO ] [CONFIGURE ] EPAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:39:20.482393] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-10T23:39:20.637528] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:20.789672] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:20.952018] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:21.107831] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:21.263573] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:21.414988] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:21.564497] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:21.715861] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:21.870539] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:22.031097] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:22.031354] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:39:22.031400] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4270 tests
[2025-10-10T23:39:22.031437] [INFO ] [CONFIGURE ] EPAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:39:22.031471] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-10T23:39:22.197506] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:22.354229] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:22.519429] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:22.685507] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:22.853827] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:23.023010] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:23.188107] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:23.359003] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:23.546217] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:23.758595] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:23.758880] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:39:23.758935] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4269 tests
[2025-10-10T23:39:23.759042] [INFO ] [CONFIGURE ] EPAM: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:39:23.759086] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-10T23:39:23.960234] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:24.136266] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:24.304137] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:24.462739] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:24.624091] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:24.781295] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:24.940593] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:25.098378] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:25.258107] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:25.423377] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:25.423558] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:39:25.423603] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4268 tests
[2025-10-10T23:39:25.423639] [INFO ] [CONFIGURE ] EPAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:39:25.423718] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-10T23:39:25.567426] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:25.729617] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:25.891659] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:26.056092] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:26.213771] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:26.368820] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:26.517147] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:26.662586] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:26.811931] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:26.959797] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:26.959953] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:39:26.959997] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4267 tests
[2025-10-10T23:39:26.960033] [INFO ] [CONFIGURE ] EPAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:39:26.960066] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T23:39:27.114440] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:27.264723] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:27.413528] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:39:27.562665] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:27.710668] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:27.861022] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:28.010091] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:28.153533] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:28.300566] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:28.444670] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:28.444839] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:39:28.444902] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4266 tests
[2025-10-10T23:39:28.444941] [INFO ] [CONFIGURE ] EPAM: Testing feature 20/29: add_price_rejection
[2025-10-10T23:39:28.444972] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-10T23:39:28.600067] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:28.750615] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:28.901731] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:29.052374] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:29.209345] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:29.360722] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:29.514940] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:29.672256] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:29.834408] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:29.992949] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:29.993114] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:39:29.993156] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4265 tests
[2025-10-10T23:39:29.993190] [INFO ] [CONFIGURE ] EPAM: Testing feature 21/29: add_range_position
[2025-10-10T23:39:29.993221] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-10T23:39:30.150520] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:30.315211] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:30.477073] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:30.636123] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:30.796449] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:30.961714] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:31.123145] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:31.287724] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:31.449583] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:31.620716] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:31.620900] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:39:31.620968] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4264 tests
[2025-10-10T23:39:31.621035] [INFO ] [CONFIGURE ] EPAM: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:39:31.621070] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-10T23:39:31.793996] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:31.971223] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:32.151534] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:32.328513] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:32.506231] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:32.687847] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:32.865301] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:39:33.045063] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:33.225238] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:33.410722] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:33.410945] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T23:39:33.411009] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4263 tests
[2025-10-10T23:39:33.411047] [INFO ] [CONFIGURE ] EPAM: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:39:33.411078] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-10T23:39:33.560940] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:33.713386] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:33.868346] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:39:34.021078] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:34.174286] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:34.328203] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:34.486489] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:34.640089] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:34.796288] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:34.952070] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:34.952232] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:39:34.952275] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4262 tests
[2025-10-10T23:39:34.952310] [INFO ] [CONFIGURE ] EPAM: Testing feature 24/29: add_rsi
[2025-10-10T23:39:34.952341] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:39:35.106697] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:35.257742] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:35.409307] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:35.563697] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:35.721338] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:35.876280] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:36.030540] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:36.204470] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:36.358307] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:36.514946] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:36.515118] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:39:36.515162] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4261 tests
[2025-10-10T23:39:36.515198] [INFO ] [CONFIGURE ] EPAM: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:39:36.515237] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-10T23:39:36.659524] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:36.806501] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:36.957214] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:37.113549] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:37.268727] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:37.434947] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:37.604529] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:37.769614] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:37.929024] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:38.082892] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:38.083058] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:39:38.083104] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4260 tests
[2025-10-10T23:39:38.083165] [INFO ] [CONFIGURE ] EPAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:39:38.083220] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T23:39:38.237285] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:38.393717] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:38.551150] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:38.704012] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:38.857351] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:39.026116] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:39:39.223900] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:39.384898] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:39.548490] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:39.710005] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:39.710251] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-10T23:39:39.710311] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4259 tests
[2025-10-10T23:39:39.710351] [INFO ] [CONFIGURE ] EPAM: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:39:39.710387] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-10T23:39:39.872209] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:40.036124] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:40.196241] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:40.356254] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:40.521282] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:40.685469] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:40.846712] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:39:41.007608] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:41.178117] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:41.346043] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:41.346279] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:39:41.346335] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4258 tests
[2025-10-10T23:39:41.346375] [INFO ] [CONFIGURE ] EPAM: Testing feature 28/29: add_volume_profile
[2025-10-10T23:39:41.346408] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-10T23:39:41.497941] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:41.646010] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:41.798541] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:41.946925] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:39:42.101448] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:42.258551] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:42.408206] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:42.564963] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:39:42.719132] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:42.874366] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:42.874566] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:39:42.874619] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4257 tests
[2025-10-10T23:39:42.874709] [INFO ] [CONFIGURE ] EPAM: Testing feature 29/29: add_vwap
[2025-10-10T23:39:42.874768] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-10T23:39:43.028821] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:39:43.181582] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:39:43.334573] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:39:43.485741] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:39:43.637940] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:43.789198] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:39:43.942398] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:39:44.095255] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:39:44.249405] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:39:44.410184] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:39:44.410414] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:39:44.410466] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4256 tests
[2025-10-10T23:39:44.410514] [INFO ] [CONFIGURE ] EPAM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:39:44.410569] [INFO ] [CONFIGURE ] EPAM: Best accuracy: 70.00%
[2025-10-10T23:39:44.410604] [INFO ] [CONFIGURE ] EPAM: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:39:44.410632] [INFO ] [CONFIGURE ] EPAM: Improvement over baseline: 20.00%
[2025-10-10T23:39:44.410699] [INFO ] [CONFIGURE ] EPAM: Total time: 45.7 seconds
[2025-10-10T23:39:44.410739] [INFO ] [CONFIGURE ] EPAM: Average time per feature: 1.6 seconds
[2025-10-10T23:39:44.410810] [INFO ] [CONFIGURE ] EPAM: Average speed: 0.63 features/sec
[2025-10-10T23:39:44.411496] [INFO ] [LOCAL     ] Saved configuration for EPAM: 2 features, 70.00% accuracy -> ./output/feature-sets/EPAM.json
[2025-10-10T23:39:44.411551] [INFO ] [CONFIGURE ] EPAM: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:39:44.411601] [INFO ] [sig       ] [74/220] Successfully configured EPAM | 0.02 sym/s | Total: 54.0m | ETA: 1.8h
[2025-10-10T23:39:44.411697] [INFO ] [sig       ] [75/220] Configuring ETV...
[2025-10-10T23:39:44.411767] [INFO ] [CONFIGURE ] ETV: Configurate test run.
[2025-10-10T23:39:44.411839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-10-10T23:39:44.427716] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETV'.
[2025-10-10T23:39:44.428156] [INFO ] [CONFIGURE ] ETV: Testing with 29 available features
[2025-10-10T23:39:44.428212] [INFO ] [CONFIGURE ] ETV: Establishing baseline with no features...
[2025-10-10T23:39:44.536454] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:44.640207] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:39:44.745600] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:39:44.848444] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:44.952913] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:45.055227] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:45.156784] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:45.262993] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:45.373125] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:39:45.477496] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:45.477684] [INFO ] [CONFIGURE ] ETV: Baseline score (no features): 40.00%
[2025-10-10T23:39:45.477760] [INFO ] [CONFIGURE ] ETV: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:39:45.477805] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:39:45.589069] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:45.704436] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:45.815611] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:39:45.928544] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:46.042088] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:46.155121] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:46.282586] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:46.403543] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:46.524625] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:46.648948] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:46.649112] [INFO ] [CONFIGURE ] ETV: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:39:46.649158] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4255 tests
[2025-10-10T23:39:46.649193] [INFO ] [CONFIGURE ] ETV: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:39:46.649226] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:39:46.790626] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:46.942217] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:39:47.098448] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:47.252950] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:39:47.411021] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:47.570267] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:47.729454] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:47.889795] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:48.050684] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:48.212853] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:48.213035] [INFO ] [CONFIGURE ] ETV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:39:48.213080] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4254 tests
[2025-10-10T23:39:48.213136] [INFO ] [CONFIGURE ] ETV: Testing feature 3/29: add_daily_returns
[2025-10-10T23:39:48.213210] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:39:48.356261] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:48.513726] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:48.663090] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:39:48.808402] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:48.954210] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:39:49.093521] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:49.222027] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:49.352166] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:39:49.482667] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:49.612892] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:49.613109] [INFO ] [CONFIGURE ] ETV: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:39:49.613174] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4253 tests
[2025-10-10T23:39:49.613221] [INFO ] [CONFIGURE ] ETV: Testing feature 4/29: add_ema
[2025-10-10T23:39:49.613277] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:39:49.751163] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:49.889323] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:39:50.028536] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:50.175488] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:39:50.324165] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:50.463181] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:50.604188] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:50.742466] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:50.886556] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:51.028295] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:51.028461] [INFO ] [CONFIGURE ] ETV: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:39:51.028505] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4252 tests
[2025-10-10T23:39:51.028562] [INFO ] [CONFIGURE ] ETV: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:39:51.028619] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:39:51.176903] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:51.327457] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:51.479578] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:51.627140] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:51.777381] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:51.928531] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:52.077718] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:39:52.227584] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:52.379835] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:52.532865] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:52.532998] [INFO ] [CONFIGURE ] ETV: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-10T23:39:52.533043] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4251 tests
[2025-10-10T23:39:52.533078] [INFO ] [CONFIGURE ] ETV: Testing feature 6/29: add_failed_moves
[2025-10-10T23:39:52.533110] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-10T23:39:52.689055] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:52.842564] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:52.999507] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:39:53.156764] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:53.315531] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:53.474480] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:53.634062] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:39:53.814760] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:53.982219] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:54.145948] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:54.146115] [INFO ] [CONFIGURE ] ETV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:39:54.146159] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4250 tests
[2025-10-10T23:39:54.146193] [INFO ] [CONFIGURE ] ETV: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:39:54.146224] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-10T23:39:54.295920] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:54.446803] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:54.604369] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:54.756095] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:39:54.910129] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:55.064586] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:55.221804] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:55.376291] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:39:55.537187] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:55.693329] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:55.693492] [INFO ] [CONFIGURE ] ETV: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:39:55.693536] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4249 tests
[2025-10-10T23:39:55.693568] [INFO ] [CONFIGURE ] ETV: Testing feature 8/29: add_macd
[2025-10-10T23:39:55.693599] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-10T23:39:55.864386] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:56.038137] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:56.212228] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:56.391191] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:39:56.568093] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:56.744315] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:56.920527] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:57.104007] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:39:57.284725] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:57.464469] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:57.464689] [INFO ] [CONFIGURE ] ETV: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:39:57.464754] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4248 tests
[2025-10-10T23:39:57.464793] [INFO ] [CONFIGURE ] ETV: Testing feature 9/29: add_mfi
[2025-10-10T23:39:57.464826] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-10T23:39:57.633898] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:57.798843] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:57.979219] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:58.167312] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:39:58.349340] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:39:58.513698] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:39:58.678454] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:39:58.843782] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:39:59.016852] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:39:59.185517] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:39:59.185747] [INFO ] [CONFIGURE ] ETV: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:39:59.185901] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4247 tests
[2025-10-10T23:39:59.185955] [INFO ] [CONFIGURE ] ETV: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:39:59.185990] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:39:59.365122] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:39:59.551981] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:39:59.730336] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:39:59.907437] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:00.085206] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:00.265060] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:00.444904] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:00.658229] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:00.854851] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:01.045406] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:01.045604] [INFO ] [CONFIGURE ] ETV: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:40:01.045677] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4246 tests
[2025-10-10T23:40:01.045732] [INFO ] [CONFIGURE ] ETV: Testing feature 11/29: add_obv_daily
[2025-10-10T23:40:01.045766] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-10T23:40:01.201406] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:01.360390] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:01.514799] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:01.673957] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:01.835839] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:01.997567] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:02.150163] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:02.300879] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:02.453095] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:02.605522] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:02.605717] [INFO ] [CONFIGURE ] ETV: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:40:02.605777] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4245 tests
[2025-10-10T23:40:02.605816] [INFO ] [CONFIGURE ] ETV: Testing feature 12/29: add_obv_interval
[2025-10-10T23:40:02.605849] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-10T23:40:02.757879] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:02.907097] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:03.059066] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:03.214026] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:03.364573] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:03.516239] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:03.691285] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:03.841412] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:03.998456] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:04.163906] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:04.164130] [INFO ] [CONFIGURE ] ETV: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:40:04.164179] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4244 tests
[2025-10-10T23:40:04.164217] [INFO ] [CONFIGURE ] ETV: Testing feature 13/29: add_opening_strength
[2025-10-10T23:40:04.164251] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:40:04.384932] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:04.583635] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:04.814955] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:05.047294] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:05.235534] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:05.407509] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:05.581369] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:05.741525] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:05.902009] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:06.062274] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:06.062488] [INFO ] [CONFIGURE ] ETV: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-10T23:40:06.062551] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4243 tests
[2025-10-10T23:40:06.062590] [INFO ] [CONFIGURE ] ETV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:40:06.062622] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-10T23:40:06.223754] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:06.389882] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:06.551150] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:06.724049] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:06.885744] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:07.053497] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:07.218843] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:07.384733] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:07.565201] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:07.776581] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:07.776857] [INFO ] [CONFIGURE ] ETV: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:40:07.776918] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4242 tests
[2025-10-10T23:40:07.776978] [INFO ] [CONFIGURE ] ETV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:40:07.777050] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-10T23:40:07.929737] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:08.083297] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:08.238076] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:08.391065] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:08.544020] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:08.695563] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:08.848443] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:09.000975] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:09.159416] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:09.324066] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:09.324291] [INFO ] [CONFIGURE ] ETV: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:40:09.324348] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4241 tests
[2025-10-10T23:40:09.324388] [INFO ] [CONFIGURE ] ETV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:40:09.324423] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-10T23:40:09.489845] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:09.653750] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:09.812742] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:09.975060] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:10.137511] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:10.304965] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:10.472532] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:10.643717] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:10.809041] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:10.966020] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:10.966189] [INFO ] [CONFIGURE ] ETV: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:40:10.966232] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4240 tests
[2025-10-10T23:40:10.966266] [INFO ] [CONFIGURE ] ETV: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:40:10.966298] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-10T23:40:11.122178] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:11.280551] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:11.445081] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:11.614070] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:11.780790] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:11.948831] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:12.122930] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:12.291942] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:12.460993] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:12.634035] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:12.634214] [INFO ] [CONFIGURE ] ETV: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:40:12.634259] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4239 tests
[2025-10-10T23:40:12.634294] [INFO ] [CONFIGURE ] ETV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:40:12.634325] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-10T23:40:12.786239] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:12.931678] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:13.077861] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:13.228914] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:13.377556] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:13.527105] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:13.683044] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:13.851861] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:14.001716] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:14.152069] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:14.152252] [INFO ] [CONFIGURE ] ETV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:40:14.152314] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4238 tests
[2025-10-10T23:40:14.152351] [INFO ] [CONFIGURE ] ETV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:40:14.152384] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-10T23:40:14.307940] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:14.459762] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:14.614405] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:14.769260] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:14.928604] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:15.082061] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:15.233495] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:15.387860] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:15.542356] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:15.703989] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:15.704178] [INFO ] [CONFIGURE ] ETV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:40:15.704238] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4237 tests
[2025-10-10T23:40:15.704277] [INFO ] [CONFIGURE ] ETV: Testing feature 20/29: add_price_rejection
[2025-10-10T23:40:15.704400] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-10T23:40:15.871658] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:16.032404] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:16.194253] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:16.354583] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:16.522034] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:16.684390] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:16.846262] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:17.010069] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:17.179490] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:17.342969] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:17.343136] [INFO ] [CONFIGURE ] ETV: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:40:17.343180] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4236 tests
[2025-10-10T23:40:17.343214] [INFO ] [CONFIGURE ] ETV: Testing feature 21/29: add_range_position
[2025-10-10T23:40:17.343245] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-10T23:40:17.511662] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:17.687381] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:17.882112] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:18.055276] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:18.223859] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:18.394911] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:18.568901] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:18.739221] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:18.908302] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:19.078464] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:19.078659] [INFO ] [CONFIGURE ] ETV: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:40:19.078723] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4235 tests
[2025-10-10T23:40:19.078760] [INFO ] [CONFIGURE ] ETV: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:40:19.078791] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-10T23:40:19.263330] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:19.444430] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:40:19.624898] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:19.805491] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:20.000324] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:20.193952] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:20.376351] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:20.565870] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:20.761306] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:20.955889] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:20.956073] [INFO ] [CONFIGURE ] ETV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:40:20.956120] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4234 tests
[2025-10-10T23:40:20.956157] [INFO ] [CONFIGURE ] ETV: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:40:20.956192] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-10T23:40:21.115856] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:21.276890] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:21.443675] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:21.619419] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:21.786109] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:21.946632] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:22.116448] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:22.279551] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:22.441117] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:22.608170] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:22.608406] [INFO ] [CONFIGURE ] ETV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:40:22.608490] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4233 tests
[2025-10-10T23:40:22.608717] [INFO ] [CONFIGURE ] ETV: Testing feature 24/29: add_rsi
[2025-10-10T23:40:22.608771] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-10T23:40:22.791376] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:22.971104] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:23.154169] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:23.341764] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:23.526834] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:23.709965] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:23.893803] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:24.080017] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:24.283927] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:24.469434] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:40:24.469599] [INFO ] [CONFIGURE ] ETV: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:40:24.469663] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4232 tests
[2025-10-10T23:40:24.469722] [INFO ] [CONFIGURE ] ETV: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:40:24.469756] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-10T23:40:24.626623] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:24.784093] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:24.943986] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:25.101837] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:25.260759] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:25.418749] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:25.581814] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:25.744434] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:25.909888] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:26.075831] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:26.076016] [INFO ] [CONFIGURE ] ETV: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:40:26.076061] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4231 tests
[2025-10-10T23:40:26.076098] [INFO ] [CONFIGURE ] ETV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:40:26.076132] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-10T23:40:26.240279] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:26.407600] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:26.573896] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:26.740525] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:26.906741] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:27.071777] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:27.237090] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:27.401926] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:27.571091] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:27.751156] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:27.751372] [INFO ] [CONFIGURE ] ETV: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:40:27.751444] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4230 tests
[2025-10-10T23:40:27.751506] [INFO ] [CONFIGURE ] ETV: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:40:27.751566] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-10T23:40:27.948182] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:28.123182] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:28.292789] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:28.456473] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:28.620563] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:28.787452] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:28.956065] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:40:29.124632] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:29.288863] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:29.455312] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:29.455473] [INFO ] [CONFIGURE ] ETV: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:40:29.455517] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4229 tests
[2025-10-10T23:40:29.455552] [INFO ] [CONFIGURE ] ETV: Testing feature 28/29: add_volume_profile
[2025-10-10T23:40:29.455583] [INFO ] [CONFIGURE ] ETV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-10T23:40:29.612766] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:29.768727] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:40:29.920937] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:30.074942] [DEBUG] [FORECASTER] ETV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:30.232104] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:30.389822] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:30.549787] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:40:30.711362] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:30.872338] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:31.035146] [DEBUG] [FORECASTER] ETV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:40:31.035313] [INFO ] [CONFIGURE ] ETV: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:40:31.035357] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4228 tests
[2025-10-10T23:40:31.035471] [INFO ] [CONFIGURE ] ETV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:40:31.035528] [INFO ] [CONFIGURE ] ETV: Best accuracy: 90.00%
[2025-10-10T23:40:31.035577] [INFO ] [CONFIGURE ] ETV: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:40:31.035633] [INFO ] [CONFIGURE ] ETV: Improvement over baseline: 50.00%
[2025-10-10T23:40:31.035705] [INFO ] [CONFIGURE ] ETV: Total time: 45.6 seconds
[2025-10-10T23:40:31.035744] [INFO ] [CONFIGURE ] ETV: Average time per feature: 1.6 seconds
[2025-10-10T23:40:31.035775] [INFO ] [CONFIGURE ] ETV: Average speed: 0.64 features/sec
[2025-10-10T23:40:31.036342] [INFO ] [LOCAL     ] Saved configuration for ETV: 3 features, 90.00% accuracy -> ./output/feature-sets/ETV.json
[2025-10-10T23:40:31.036397] [INFO ] [CONFIGURE ] ETV: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-10T23:40:31.036448] [INFO ] [sig       ] [75/220] Successfully configured ETV | 0.02 sym/s | Total: 54.8m | ETA: 1.8h
[2025-10-10T23:40:31.036526] [INFO ] [sig       ] [76/220] Configuring FOA...
[2025-10-10T23:40:31.036596] [INFO ] [CONFIGURE ] FOA: Configurate test run.
[2025-10-10T23:40:31.036708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-10-10T23:40:31.050932] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOA'.
[2025-10-10T23:40:31.051268] [INFO ] [CONFIGURE ] FOA: Testing with 29 available features
[2025-10-10T23:40:31.051331] [INFO ] [CONFIGURE ] FOA: Establishing baseline with no features...
[2025-10-10T23:40:31.157865] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:31.260879] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:40:31.364234] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:31.467361] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:31.571752] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:31.678616] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:31.785702] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:31.897135] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:32.007632] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:32.118102] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:32.118239] [INFO ] [CONFIGURE ] FOA: Baseline score (no features): 50.00%
[2025-10-10T23:40:32.118283] [INFO ] [CONFIGURE ] FOA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:40:32.118316] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:40:32.238267] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:32.359291] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:40:32.477211] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:32.592666] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:32.707940] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:32.824102] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:32.940961] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:33.058592] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:33.173782] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:33.289616] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:33.289817] [INFO ] [CONFIGURE ] FOA: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:40:33.289867] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4227 tests
[2025-10-10T23:40:33.289901] [INFO ] [CONFIGURE ] FOA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:40:33.289932] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:40:33.429970] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:33.581958] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:33.721486] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:33.860613] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:34.002603] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:34.146560] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:34.296078] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:40:34.437666] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:34.579028] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:34.723856] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:34.724055] [INFO ] [CONFIGURE ] FOA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:40:34.724133] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4226 tests
[2025-10-10T23:40:34.724171] [INFO ] [CONFIGURE ] FOA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:40:34.724201] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:40:34.850698] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:34.970123] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:35.087816] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:35.206304] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:35.332428] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:35.457674] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:35.585189] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:35.714343] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:35.844500] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:35.975417] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:35.975616] [INFO ] [CONFIGURE ] FOA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:40:35.975705] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4225 tests
[2025-10-10T23:40:35.975805] [INFO ] [CONFIGURE ] FOA: Testing feature 4/29: add_ema
[2025-10-10T23:40:35.975848] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:40:36.113996] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:36.255536] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:36.408607] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:36.550384] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:36.695388] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:36.854332] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:37.033151] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:37.187575] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:37.344504] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:37.501539] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:37.501745] [INFO ] [CONFIGURE ] FOA: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:40:37.501803] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4224 tests
[2025-10-10T23:40:37.501862] [INFO ] [CONFIGURE ] FOA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:40:37.501920] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:40:37.670038] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:37.832135] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:37.995843] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:38.164035] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:38.321884] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:38.479842] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:38.638636] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:38.809918] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:38.974276] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:39.144210] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:39.144396] [INFO ] [CONFIGURE ] FOA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:40:39.144442] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4223 tests
[2025-10-10T23:40:39.144479] [INFO ] [CONFIGURE ] FOA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:40:39.144511] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:40:39.287869] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:39.427571] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:40:39.549624] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:39.678405] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:39.806290] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:39.928334] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:40.052327] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:40.174710] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:40.298461] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:40.422238] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:40.422386] [INFO ] [CONFIGURE ] FOA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:40:40.422428] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4222 tests
[2025-10-10T23:40:40.422462] [INFO ] [CONFIGURE ] FOA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:40:40.422493] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:40:40.535300] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:40.651285] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:40.768702] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:40.884887] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:41.005478] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:41.124806] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:41.245599] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:41.365890] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:41.489393] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:41.614098] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:41.614277] [INFO ] [CONFIGURE ] FOA: KEPT add_lag_shelf (score: 70.00%)
[2025-10-10T23:40:41.614322] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4221 tests
[2025-10-10T23:40:41.614356] [INFO ] [CONFIGURE ] FOA: Testing feature 8/29: add_macd
[2025-10-10T23:40:41.614387] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-10T23:40:41.767446] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:41.925566] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:42.086311] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:42.238626] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:42.390706] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:42.551309] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:42.704721] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:42.857662] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:43.011782] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:43.165932] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:43.166142] [INFO ] [CONFIGURE ] FOA: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:40:43.166191] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4220 tests
[2025-10-10T23:40:43.166227] [INFO ] [CONFIGURE ] FOA: Testing feature 9/29: add_mfi
[2025-10-10T23:40:43.166259] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-10T23:40:43.301338] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:43.432779] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:43.567040] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:43.705942] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:43.847039] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:43.996423] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:44.136929] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:44.274344] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:44.412687] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:44.552853] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:44.553044] [INFO ] [CONFIGURE ] FOA: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:40:44.553101] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4219 tests
[2025-10-10T23:40:44.553140] [INFO ] [CONFIGURE ] FOA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:40:44.553172] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:40:44.702980] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:44.849626] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:44.996469] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:45.143136] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:45.289324] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:45.436133] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:45.584968] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:45.736179] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:45.889862] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:46.046525] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:46.046759] [INFO ] [CONFIGURE ] FOA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:40:46.046817] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4218 tests
[2025-10-10T23:40:46.046857] [INFO ] [CONFIGURE ] FOA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:40:46.046892] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-10T23:40:46.174924] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:46.298701] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:46.422131] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:46.547177] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:46.676806] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:46.803893] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:46.937879] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:47.069826] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:47.201500] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:47.331337] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:47.331521] [INFO ] [CONFIGURE ] FOA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:40:47.331567] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4217 tests
[2025-10-10T23:40:47.331602] [INFO ] [CONFIGURE ] FOA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:40:47.331633] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-10T23:40:47.454187] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:47.576157] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:40:47.698992] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:47.822298] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:40:47.946448] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:48.075914] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:48.201215] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:48.326157] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:48.453348] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:48.580121] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:48.580281] [INFO ] [CONFIGURE ] FOA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:40:48.580325] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4216 tests
[2025-10-10T23:40:48.580360] [INFO ] [CONFIGURE ] FOA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:40:48.580390] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:40:48.712273] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:48.846878] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:48.982076] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:49.116472] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:49.253024] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:49.406908] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:49.544037] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:49.680879] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:40:49.824279] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:40:49.974332] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:49.974541] [INFO ] [CONFIGURE ] FOA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:40:49.974606] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4215 tests
[2025-10-10T23:40:49.974681] [INFO ] [CONFIGURE ] FOA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:40:49.974745] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-10T23:40:50.124060] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:50.275582] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:50.424494] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:50.573195] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:50.721271] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:50.878269] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:51.032270] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:51.185336] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:51.331500] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:51.479556] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:40:51.479754] [INFO ] [CONFIGURE ] FOA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:40:51.479808] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4214 tests
[2025-10-10T23:40:51.479843] [INFO ] [CONFIGURE ] FOA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:40:51.479875] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-10T23:40:51.603776] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:51.728556] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:51.854577] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:51.986121] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:52.112424] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:52.251761] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:52.421225] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:52.551675] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:52.693793] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:52.834610] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:52.834869] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:40:52.834922] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4213 tests
[2025-10-10T23:40:52.834959] [INFO ] [CONFIGURE ] FOA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:40:52.834991] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-10T23:40:52.967363] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:40:53.099134] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:53.231516] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:53.359712] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:53.489239] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:53.623625] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:40:53.758549] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:53.890115] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:54.023830] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:54.156506] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:54.156704] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:40:54.156787] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4212 tests
[2025-10-10T23:40:54.156847] [INFO ] [CONFIGURE ] FOA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:40:54.156882] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-10T23:40:54.292634] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:54.429529] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:54.565832] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:54.702663] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:54.839663] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:54.977855] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:55.121952] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:55.260565] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:55.400711] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:55.540360] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:40:55.540563] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:40:55.540608] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4211 tests
[2025-10-10T23:40:55.540664] [INFO ] [CONFIGURE ] FOA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:40:55.540722] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-10T23:40:55.672087] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:55.798971] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:55.929293] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:56.060271] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:56.185738] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:56.312858] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:56.447274] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:56.578824] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:56.707211] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:56.836007] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:56.836173] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:40:56.836238] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4210 tests
[2025-10-10T23:40:56.836297] [INFO ] [CONFIGURE ] FOA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:40:56.836331] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-10T23:40:56.978238] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:57.132948] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:57.299238] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:40:57.483515] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:57.653844] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:40:57.826722] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:58.001620] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:58.138896] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:58.270587] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:58.394418] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:58.394588] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:40:58.394633] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4209 tests
[2025-10-10T23:40:58.394712] [INFO ] [CONFIGURE ] FOA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:40:58.394755] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-10T23:40:58.525592] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:58.657509] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:40:58.793743] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:40:58.926785] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:40:59.058036] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:40:59.189032] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:40:59.320135] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:40:59.453269] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:40:59.586223] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:40:59.722959] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:40:59.723134] [INFO ] [CONFIGURE ] FOA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:40:59.723179] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4208 tests
[2025-10-10T23:40:59.723267] [INFO ] [CONFIGURE ] FOA: Testing feature 21/29: add_range_position
[2025-10-10T23:40:59.723319] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-10T23:40:59.859504] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:40:59.996113] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:00.132115] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:00.268830] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:00.409758] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:41:00.546112] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:00.697590] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:00.848451] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:00.997769] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:01.151754] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:01.151953] [INFO ] [CONFIGURE ] FOA: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:41:01.152024] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4207 tests
[2025-10-10T23:41:01.152079] [INFO ] [CONFIGURE ] FOA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:41:01.152136] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-10T23:41:01.312227] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:41:01.472134] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:01.628887] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:01.793109] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:01.956085] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:41:02.117731] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:02.276079] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:02.434868] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:02.597316] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:02.757512] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:02.757732] [INFO ] [CONFIGURE ] FOA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:41:02.757789] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4206 tests
[2025-10-10T23:41:02.757826] [INFO ] [CONFIGURE ] FOA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:41:02.757857] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-10T23:41:02.887625] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:41:03.018523] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:03.150552] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:03.283399] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:03.422743] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:03.559747] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:03.700300] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:03.832328] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:03.965049] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:04.097892] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:04.098047] [INFO ] [CONFIGURE ] FOA: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:41:04.098090] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4205 tests
[2025-10-10T23:41:04.098125] [INFO ] [CONFIGURE ] FOA: Testing feature 24/29: add_rsi
[2025-10-10T23:41:04.098155] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-10T23:41:04.244999] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:04.408350] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:04.598144] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:04.750734] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:04.910025] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:05.062581] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:05.213859] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:05.362293] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:05.512632] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:05.668113] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:05.668290] [INFO ] [CONFIGURE ] FOA: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:41:05.668335] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4204 tests
[2025-10-10T23:41:05.668373] [INFO ] [CONFIGURE ] FOA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:41:05.668407] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-10T23:41:05.793194] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:05.917543] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:06.040232] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:06.163797] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:06.290697] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:06.420374] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:06.551130] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:06.682273] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:06.813723] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:06.948731] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:06.948911] [INFO ] [CONFIGURE ] FOA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:41:06.948956] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4203 tests
[2025-10-10T23:41:06.948990] [INFO ] [CONFIGURE ] FOA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:41:06.949021] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-10T23:41:07.084411] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:41:07.211541] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:07.333608] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:07.458786] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:07.616196] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:07.755475] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:07.888286] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:08.022225] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:08.161965] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:08.300451] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:08.300623] [INFO ] [CONFIGURE ] FOA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:41:08.300698] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4202 tests
[2025-10-10T23:41:08.300768] [INFO ] [CONFIGURE ] FOA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:41:08.300826] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-10T23:41:08.446229] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:08.590026] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:08.728373] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:08.867273] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:41:09.012269] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:41:09.156099] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:09.298323] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:09.440719] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:09.603697] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:41:09.757366] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:09.757531] [INFO ] [CONFIGURE ] FOA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:41:09.757578] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4201 tests
[2025-10-10T23:41:09.757696] [INFO ] [CONFIGURE ] FOA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:41:09.757745] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-10T23:41:09.891254] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:10.018805] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:10.145387] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:10.273031] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:10.400531] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:10.533516] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:10.674486] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:10.804509] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:10.935920] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:11.066097] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:11.066231] [INFO ] [CONFIGURE ] FOA: KEPT add_volume_profile (score: 80.00%)
[2025-10-10T23:41:11.066274] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4200 tests
[2025-10-10T23:41:11.066308] [INFO ] [CONFIGURE ] FOA: Testing feature 29/29: add_vwap
[2025-10-10T23:41:11.066338] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile', 'add_vwap']
[2025-10-10T23:41:11.209390] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:11.352836] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:11.497543] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:11.642739] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:41:11.790950] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:11.943489] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:12.090338] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:12.238187] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:12.386153] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:41:12.535485] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:12.535665] [INFO ] [CONFIGURE ] FOA: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:41:12.535726] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4199 tests
[2025-10-10T23:41:12.535789] [INFO ] [CONFIGURE ] FOA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:41:12.535844] [INFO ] [CONFIGURE ] FOA: Best accuracy: 80.00%
[2025-10-10T23:41:12.535879] [INFO ] [CONFIGURE ] FOA: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-10T23:41:12.535909] [INFO ] [CONFIGURE ] FOA: Improvement over baseline: 30.00%
[2025-10-10T23:41:12.535936] [INFO ] [CONFIGURE ] FOA: Total time: 40.4 seconds
[2025-10-10T23:41:12.535963] [INFO ] [CONFIGURE ] FOA: Average time per feature: 1.4 seconds
[2025-10-10T23:41:12.535990] [INFO ] [CONFIGURE ] FOA: Average speed: 0.72 features/sec
[2025-10-10T23:41:12.536549] [INFO ] [LOCAL     ] Saved configuration for FOA: 3 features, 80.00% accuracy -> ./output/feature-sets/FOA.json
[2025-10-10T23:41:12.536604] [INFO ] [CONFIGURE ] FOA: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:41:12.536671] [INFO ] [sig       ] [76/220] Successfully configured FOA | 0.02 sym/s | Total: 55.5m | ETA: 1.8h
[2025-10-10T23:41:12.536748] [INFO ] [sig       ] [77/220] Configuring FVR...
[2025-10-10T23:41:12.536817] [INFO ] [CONFIGURE ] FVR: Configurate test run.
[2025-10-10T23:41:12.536888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'.
[2025-10-10T23:41:12.552768] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FVR'.
[2025-10-10T23:41:12.553203] [INFO ] [CONFIGURE ] FVR: Testing with 29 available features
[2025-10-10T23:41:12.553261] [INFO ] [CONFIGURE ] FVR: Establishing baseline with no features...
[2025-10-10T23:41:12.666677] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:12.778968] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:12.892969] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:13.008031] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:13.114912] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:13.226454] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:13.337282] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:13.447635] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:13.559339] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:13.675177] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:13.675326] [INFO ] [CONFIGURE ] FVR: Baseline score (no features): 50.00%
[2025-10-10T23:41:13.675370] [INFO ] [CONFIGURE ] FVR: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:41:13.675403] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:41:13.803089] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:13.927961] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:14.052418] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:14.172970] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:14.295175] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:14.421987] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:14.543062] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:14.667408] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:14.791455] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:14.918006] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:14.918166] [INFO ] [CONFIGURE ] FVR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:41:14.918209] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4198 tests
[2025-10-10T23:41:14.918320] [INFO ] [CONFIGURE ] FVR: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:41:14.918361] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:41:15.060042] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:15.200803] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:15.338792] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:15.476955] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:15.616175] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:15.755549] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:15.897789] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:16.047036] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:16.191943] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:16.336443] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:16.336615] [INFO ] [CONFIGURE ] FVR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:41:16.336708] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4197 tests
[2025-10-10T23:41:16.336854] [INFO ] [CONFIGURE ] FVR: Testing feature 3/29: add_daily_returns
[2025-10-10T23:41:16.336907] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:41:16.461084] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:16.587925] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:16.714182] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:16.841241] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:16.972734] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:17.117471] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:17.264956] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:17.409807] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:17.556140] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:17.703879] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:17.704122] [INFO ] [CONFIGURE ] FVR: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:41:17.704194] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4196 tests
[2025-10-10T23:41:17.704262] [INFO ] [CONFIGURE ] FVR: Testing feature 4/29: add_ema
[2025-10-10T23:41:17.704316] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:41:17.850229] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:17.988405] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:18.126349] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:18.264427] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:18.403749] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:18.544617] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:18.694840] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:18.838067] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:18.982083] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:19.127445] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:19.127614] [INFO ] [CONFIGURE ] FVR: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:41:19.127686] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4195 tests
[2025-10-10T23:41:19.127738] [INFO ] [CONFIGURE ] FVR: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:41:19.127770] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:41:19.272211] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:19.416384] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:19.561913] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:19.711184] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:19.887837] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:20.040690] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:20.193592] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:20.350681] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:20.520805] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:20.673210] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:20.673373] [INFO ] [CONFIGURE ] FVR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:41:20.673418] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4194 tests
[2025-10-10T23:41:20.673452] [INFO ] [CONFIGURE ] FVR: Testing feature 6/29: add_failed_moves
[2025-10-10T23:41:20.673482] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:41:20.804383] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:20.946477] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:21.092587] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:21.237788] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:21.369909] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:21.496524] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:21.624485] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:21.754884] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:21.891045] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:22.028119] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:22.028338] [INFO ] [CONFIGURE ] FVR: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:41:22.028389] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4193 tests
[2025-10-10T23:41:22.028426] [INFO ] [CONFIGURE ] FVR: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:41:22.028459] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:41:22.156942] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:22.277966] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:22.397432] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:22.523085] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:22.645964] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:22.765659] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:22.913092] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:23.038878] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:23.168311] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:23.300431] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:23.300595] [INFO ] [CONFIGURE ] FVR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:41:23.300639] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4192 tests
[2025-10-10T23:41:23.300720] [INFO ] [CONFIGURE ] FVR: Testing feature 8/29: add_macd
[2025-10-10T23:41:23.300757] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:41:23.459850] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:23.618476] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:23.781252] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:23.944236] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:24.109885] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:24.272665] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:24.436537] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:24.601914] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:24.768790] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:24.937585] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:24.937805] [INFO ] [CONFIGURE ] FVR: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:41:24.937859] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4191 tests
[2025-10-10T23:41:24.937898] [INFO ] [CONFIGURE ] FVR: Testing feature 9/29: add_mfi
[2025-10-10T23:41:24.937931] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:41:25.077818] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:25.217506] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:25.357429] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:25.497854] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:25.639244] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:25.783719] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:25.956907] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:26.101237] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:26.246896] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:26.394678] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:26.394917] [INFO ] [CONFIGURE ] FVR: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:41:26.394983] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4190 tests
[2025-10-10T23:41:26.395034] [INFO ] [CONFIGURE ] FVR: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:41:26.395096] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:41:26.560140] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:26.720287] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:26.882130] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:27.043523] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:27.205842] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:27.366259] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:27.522498] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:27.681151] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:27.837155] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:27.995177] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:27.995424] [INFO ] [CONFIGURE ] FVR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:41:27.995472] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4189 tests
[2025-10-10T23:41:27.995509] [INFO ] [CONFIGURE ] FVR: Testing feature 11/29: add_obv_daily
[2025-10-10T23:41:27.995541] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:41:28.126720] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:28.256856] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:28.387473] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:28.519091] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:28.652058] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:28.785684] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:28.958420] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:29.096525] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:29.235544] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:29.370570] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:29.370742] [INFO ] [CONFIGURE ] FVR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:41:29.370797] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4188 tests
[2025-10-10T23:41:29.370833] [INFO ] [CONFIGURE ] FVR: Testing feature 12/29: add_obv_interval
[2025-10-10T23:41:29.370864] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:41:29.499332] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:29.641953] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:29.772921] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:29.903386] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:30.035382] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:30.166785] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:30.300259] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:30.433270] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:30.568125] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:30.703830] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:30.704038] [INFO ] [CONFIGURE ] FVR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:41:30.704086] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4187 tests
[2025-10-10T23:41:30.704122] [INFO ] [CONFIGURE ] FVR: Testing feature 13/29: add_opening_strength
[2025-10-10T23:41:30.704158] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:41:30.846832] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:30.988351] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:31.129340] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:31.273776] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:31.416550] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:31.561606] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:31.703223] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:31.852579] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:32.028543] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:32.177072] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:32.177257] [INFO ] [CONFIGURE ] FVR: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:41:32.177302] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4186 tests
[2025-10-10T23:41:32.177337] [INFO ] [CONFIGURE ] FVR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:41:32.177367] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:41:32.319910] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:32.466073] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:32.609401] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:32.753205] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:32.899611] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:33.047232] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:33.194499] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:33.341283] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:33.489516] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:33.637165] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:33.637334] [INFO ] [CONFIGURE ] FVR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:41:33.637381] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4185 tests
[2025-10-10T23:41:33.637417] [INFO ] [CONFIGURE ] FVR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:41:33.637449] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:41:33.760014] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:33.883893] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:34.011371] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:34.135335] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:34.264171] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:34.389508] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:34.518137] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:34.649364] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:34.776436] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:34.914481] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:34.914687] [INFO ] [CONFIGURE ] FVR: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T23:41:34.914752] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4184 tests
[2025-10-10T23:41:34.914813] [INFO ] [CONFIGURE ] FVR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:41:34.914849] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:41:35.073949] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:35.208440] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:35.344288] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:35.479131] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:35.623637] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:35.763020] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:35.900342] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:36.039030] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:36.178329] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:36.319044] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:36.319229] [INFO ] [CONFIGURE ] FVR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:41:36.319277] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4183 tests
[2025-10-10T23:41:36.319318] [INFO ] [CONFIGURE ] FVR: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:41:36.319352] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:41:36.454023] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:36.589933] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:36.726558] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:36.864804] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:37.001383] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:37.143828] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:37.283087] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:37.423616] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:37.560927] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:37.704103] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:37.704310] [INFO ] [CONFIGURE ] FVR: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T23:41:37.704368] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4182 tests
[2025-10-10T23:41:37.704414] [INFO ] [CONFIGURE ] FVR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:41:37.704457] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:41:37.826941] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:37.949568] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:38.102150] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:38.221566] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:38.340603] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:38.467336] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:38.583703] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:38.704529] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:38.829659] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:38.955783] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:38.955948] [INFO ] [CONFIGURE ] FVR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:41:38.955992] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4181 tests
[2025-10-10T23:41:38.956026] [INFO ] [CONFIGURE ] FVR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:41:38.956057] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:41:39.100311] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:39.252791] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:39.376116] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:39.497395] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:39.620019] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:39.743238] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:39.871751] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:40.018934] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:40.149782] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:40.282716] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:40.282925] [INFO ] [CONFIGURE ] FVR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:41:40.282983] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4180 tests
[2025-10-10T23:41:40.283019] [INFO ] [CONFIGURE ] FVR: Testing feature 20/29: add_price_rejection
[2025-10-10T23:41:40.283051] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:41:40.414689] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:40.548668] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:40.686197] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:40.823942] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:40.958395] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:41.124056] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:41.261062] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:41.399138] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:41.540695] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:41.685757] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:41.685939] [INFO ] [CONFIGURE ] FVR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:41:41.685984] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4179 tests
[2025-10-10T23:41:41.686018] [INFO ] [CONFIGURE ] FVR: Testing feature 21/29: add_range_position
[2025-10-10T23:41:41.686050] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:41:41.834800] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:41.979661] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:41:42.131600] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:42.279516] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:42.422424] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:42.577515] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:42.736319] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:42.888263] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:43.055663] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:43.205438] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:43.205597] [INFO ] [CONFIGURE ] FVR: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T23:41:43.205663] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4178 tests
[2025-10-10T23:41:43.205722] [INFO ] [CONFIGURE ] FVR: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:41:43.205757] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:41:43.365456] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:41:43.521019] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:43.676762] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:43.832946] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:43.991072] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:44.184726] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:44.344589] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:44.507937] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:44.669348] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:44.841530] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:44.841760] [INFO ] [CONFIGURE ] FVR: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T23:41:44.841823] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4177 tests
[2025-10-10T23:41:44.841860] [INFO ] [CONFIGURE ] FVR: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:41:44.841891] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:41:44.975607] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:45.107956] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:45.242724] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:45.374935] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:45.512043] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:45.653129] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:45.791711] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:45.929906] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:46.072896] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:46.218048] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:46.218252] [INFO ] [CONFIGURE ] FVR: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-10T23:41:46.218301] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4176 tests
[2025-10-10T23:41:46.218337] [INFO ] [CONFIGURE ] FVR: Testing feature 24/29: add_rsi
[2025-10-10T23:41:46.218372] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:41:46.388501] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:46.547169] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:46.699068] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:46.852170] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:47.004189] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:47.156353] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:47.311058] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:47.464030] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:41:47.617197] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:47.771851] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:47.772020] [INFO ] [CONFIGURE ] FVR: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:41:47.772064] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4175 tests
[2025-10-10T23:41:47.772099] [INFO ] [CONFIGURE ] FVR: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:41:47.772130] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:41:47.897592] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:48.024190] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:48.154732] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:48.283497] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:48.412725] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:48.541255] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:48.671725] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:48.803737] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:48.936252] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:49.068197] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:49.068354] [INFO ] [CONFIGURE ] FVR: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:41:49.068397] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4174 tests
[2025-10-10T23:41:49.068431] [INFO ] [CONFIGURE ] FVR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:41:49.068462] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:41:49.202750] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:49.342488] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:49.501042] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:49.672514] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:49.848479] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:50.039486] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:50.219294] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:50.402345] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:50.559724] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:50.696406] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:50.696562] [INFO ] [CONFIGURE ] FVR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:41:50.696608] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4173 tests
[2025-10-10T23:41:50.696667] [INFO ] [CONFIGURE ] FVR: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:41:50.696723] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:41:50.832894] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:50.967610] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:51.112914] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:51.260026] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:51.405213] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:51.545621] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:51.703266] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:51.845936] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:51.989140] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:52.137564] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:52.137778] [INFO ] [CONFIGURE ] FVR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:41:52.137833] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4172 tests
[2025-10-10T23:41:52.137871] [INFO ] [CONFIGURE ] FVR: Testing feature 28/29: add_volume_profile
[2025-10-10T23:41:52.137904] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T23:41:52.276900] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:52.408503] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:52.539403] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:52.673182] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:52.808095] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:41:52.944254] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:53.079492] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:53.214808] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:53.357298] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:53.502344] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:53.502523] [INFO ] [CONFIGURE ] FVR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:41:53.502621] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4171 tests
[2025-10-10T23:41:53.502718] [INFO ] [CONFIGURE ] FVR: Testing feature 29/29: add_vwap
[2025-10-10T23:41:53.502770] [INFO ] [CONFIGURE ] FVR: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T23:41:53.640573] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:41:53.779877] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:41:53.926601] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:54.071723] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:41:54.210817] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:41:54.348667] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:41:54.487309] [DEBUG] [FORECASTER] FVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:54.626382] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:41:54.767928] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:41:54.926530] [DEBUG] [FORECASTER] FVR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:54.926782] [INFO ] [CONFIGURE ] FVR: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:41:54.926847] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4170 tests
[2025-10-10T23:41:54.926909] [INFO ] [CONFIGURE ] FVR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:41:54.926965] [INFO ] [CONFIGURE ] FVR: Best accuracy: 60.00%
[2025-10-10T23:41:54.927050] [INFO ] [CONFIGURE ] FVR: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T23:41:54.927113] [INFO ] [CONFIGURE ] FVR: Improvement over baseline: 10.00%
[2025-10-10T23:41:54.927150] [INFO ] [CONFIGURE ] FVR: Total time: 41.3 seconds
[2025-10-10T23:41:54.927184] [INFO ] [CONFIGURE ] FVR: Average time per feature: 1.4 seconds
[2025-10-10T23:41:54.927218] [INFO ] [CONFIGURE ] FVR: Average speed: 0.70 features/sec
[2025-10-10T23:41:54.927921] [INFO ] [LOCAL     ] Saved configuration for FVR: 1 features, 60.00% accuracy -> ./output/feature-sets/FVR.json
[2025-10-10T23:41:54.927975] [INFO ] [CONFIGURE ] FVR: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T23:41:54.928027] [INFO ] [sig       ] [77/220] Successfully configured FVR | 0.02 sym/s | Total: 56.2m | ETA: 1.7h
[2025-10-10T23:41:54.928104] [INFO ] [sig       ] [78/220] Configuring HAE...
[2025-10-10T23:41:54.928174] [INFO ] [CONFIGURE ] HAE: Configurate test run.
[2025-10-10T23:41:54.928246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-10-10T23:41:54.943860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAE'.
[2025-10-10T23:41:54.944257] [INFO ] [CONFIGURE ] HAE: Testing with 29 available features
[2025-10-10T23:41:54.944342] [INFO ] [CONFIGURE ] HAE: Establishing baseline with no features...
[2025-10-10T23:41:55.061359] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:41:55.172350] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:55.285214] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:55.398160] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:55.511213] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:55.632269] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:55.751313] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:41:55.869376] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:55.990227] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:41:56.108851] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:41:56.109011] [INFO ] [CONFIGURE ] HAE: Baseline score (no features): 40.00%
[2025-10-10T23:41:56.109055] [INFO ] [CONFIGURE ] HAE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:41:56.109089] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:41:56.233292] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:41:56.363225] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:56.498096] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:56.622266] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:56.749829] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:41:56.877409] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:57.006043] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:57.143863] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:57.275815] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:41:57.407437] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:57.407605] [INFO ] [CONFIGURE ] HAE: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:41:57.407676] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4169 tests
[2025-10-10T23:41:57.407732] [INFO ] [CONFIGURE ] HAE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:41:57.407767] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:41:57.555187] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:41:57.699157] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:41:57.847419] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:41:57.991401] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:58.135364] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:41:58.285421] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:58.431070] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:58.585076] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:41:58.743367] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:41:58.902635] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:41:58.902863] [INFO ] [CONFIGURE ] HAE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:41:58.902911] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4168 tests
[2025-10-10T23:41:58.902948] [INFO ] [CONFIGURE ] HAE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:41:58.902981] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:41:59.031802] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:41:59.165130] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:41:59.295634] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:41:59.431663] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:41:59.564424] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:41:59.698455] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:41:59.837335] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:41:59.975768] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:00.139126] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:00.281041] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:00.281195] [INFO ] [CONFIGURE ] HAE: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:42:00.281238] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4167 tests
[2025-10-10T23:42:00.281273] [INFO ] [CONFIGURE ] HAE: Testing feature 4/29: add_ema
[2025-10-10T23:42:00.281303] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:42:00.418673] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:00.556970] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:00.699428] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:00.838545] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:00.979305] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:01.121916] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:01.264999] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:01.411512] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:01.550810] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:01.712922] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:01.713164] [INFO ] [CONFIGURE ] HAE: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:42:01.713212] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4166 tests
[2025-10-10T23:42:01.713330] [INFO ] [CONFIGURE ] HAE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:42:01.713372] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:42:01.896275] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:02.056108] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:02.214162] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:02.365462] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:02.548271] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:02.698862] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:02.856996] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:03.013599] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:03.169471] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:03.340579] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:03.340868] [INFO ] [CONFIGURE ] HAE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:42:03.341051] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4165 tests
[2025-10-10T23:42:03.341110] [INFO ] [CONFIGURE ] HAE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:42:03.341146] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:42:03.488283] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:03.629781] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:03.760599] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:03.899430] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:04.031206] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:04.165026] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:04.301774] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:04.435430] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:04.573717] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:04.709959] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:04.710201] [INFO ] [CONFIGURE ] HAE: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:42:04.710252] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4164 tests
[2025-10-10T23:42:04.710288] [INFO ] [CONFIGURE ] HAE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:42:04.710319] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:42:04.835255] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:04.958803] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:05.081296] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:05.223075] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:05.348584] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:05.472026] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:05.598489] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:05.721041] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:05.843836] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:05.967777] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:05.967925] [INFO ] [CONFIGURE ] HAE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:42:05.967969] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4163 tests
[2025-10-10T23:42:05.968005] [INFO ] [CONFIGURE ] HAE: Testing feature 8/29: add_macd
[2025-10-10T23:42:05.968040] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:42:06.130784] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:06.294609] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:06.458851] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:06.624521] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:06.803022] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:06.989286] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:07.165674] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:07.353215] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:07.527867] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:07.697602] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:07.697824] [INFO ] [CONFIGURE ] HAE: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:42:07.697887] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4162 tests
[2025-10-10T23:42:07.697926] [INFO ] [CONFIGURE ] HAE: Testing feature 9/29: add_mfi
[2025-10-10T23:42:07.697957] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:42:07.833193] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:07.968379] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:08.109064] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:08.249765] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:08.389734] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:08.537934] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:08.683361] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:08.832566] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:08.979054] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:09.125348] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:09.125631] [INFO ] [CONFIGURE ] HAE: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:42:09.125719] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4161 tests
[2025-10-10T23:42:09.125764] [INFO ] [CONFIGURE ] HAE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:42:09.125797] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:42:09.287930] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:09.446541] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:09.612106] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:09.780228] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:09.956910] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:10.132949] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:10.306448] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:10.483816] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:10.664073] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:10.846285] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:10.846607] [INFO ] [CONFIGURE ] HAE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:42:10.846700] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4160 tests
[2025-10-10T23:42:10.846757] [INFO ] [CONFIGURE ] HAE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:42:10.846795] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:42:10.997373] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:11.146045] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:11.295130] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:11.441842] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:11.588136] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:11.724339] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:11.865848] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:12.004135] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:12.158086] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:12.298527] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:12.298762] [INFO ] [CONFIGURE ] HAE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:42:12.298840] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4159 tests
[2025-10-10T23:42:12.298899] [INFO ] [CONFIGURE ] HAE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:42:12.298934] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:42:12.433330] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:12.566053] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:12.699815] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:12.833058] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:12.967459] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:13.106673] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:13.244809] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:13.382609] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:13.520694] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:13.659837] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:13.660026] [INFO ] [CONFIGURE ] HAE: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:42:13.660071] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4158 tests
[2025-10-10T23:42:13.660106] [INFO ] [CONFIGURE ] HAE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:42:13.660136] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:42:13.799817] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:13.948057] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:14.091207] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:14.232534] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:14.375823] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:14.526624] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:14.699419] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:14.843381] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:14.988954] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:15.135667] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:15.135824] [INFO ] [CONFIGURE ] HAE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:42:15.135869] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4157 tests
[2025-10-10T23:42:15.135904] [INFO ] [CONFIGURE ] HAE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:42:15.135934] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:42:15.279721] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:15.430361] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:15.578055] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:15.721790] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:15.866561] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:16.013779] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:16.160485] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:16.314020] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:16.461091] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:16.609507] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:16.609686] [INFO ] [CONFIGURE ] HAE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:42:16.609763] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4156 tests
[2025-10-10T23:42:16.609813] [INFO ] [CONFIGURE ] HAE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:42:16.609892] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:42:16.734036] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:16.860038] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:16.985590] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:17.116539] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:17.248379] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:17.376463] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:17.506046] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:17.634023] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:17.767854] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:17.899485] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:17.899690] [INFO ] [CONFIGURE ] HAE: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:42:17.899754] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4155 tests
[2025-10-10T23:42:17.899794] [INFO ] [CONFIGURE ] HAE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:42:17.899826] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T23:42:18.036785] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:18.176372] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:18.316759] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:18.458014] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:18.599496] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:18.742686] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:18.898607] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:19.039361] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:19.181867] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:19.324001] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:19.324163] [INFO ] [CONFIGURE ] HAE: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-10T23:42:19.324207] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4154 tests
[2025-10-10T23:42:19.324243] [INFO ] [CONFIGURE ] HAE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:42:19.324275] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T23:42:19.467352] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:19.611078] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:19.759680] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:19.901837] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:20.045316] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:20.192225] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:20.338310] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:20.487750] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:20.637707] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:20.784101] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:20.784249] [INFO ] [CONFIGURE ] HAE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:42:20.784292] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4153 tests
[2025-10-10T23:42:20.784328] [INFO ] [CONFIGURE ] HAE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:42:20.784359] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-10T23:42:20.912498] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:21.041025] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:21.174238] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:21.315142] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:21.451725] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:21.588735] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:21.724584] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:21.859700] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:21.996912] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:22.136160] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:22.136368] [INFO ] [CONFIGURE ] HAE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:42:22.136440] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4152 tests
[2025-10-10T23:42:22.136499] [INFO ] [CONFIGURE ] HAE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:42:22.136536] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-10T23:42:22.269917] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:22.400614] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:22.535731] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:22.670137] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:22.811962] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:22.948139] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:23.085198] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:23.220852] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:23.359074] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:23.502322] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:23.502545] [INFO ] [CONFIGURE ] HAE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:42:23.502610] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4151 tests
[2025-10-10T23:42:23.502685] [INFO ] [CONFIGURE ] HAE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:42:23.502744] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-10T23:42:23.644920] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:23.798595] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:23.938151] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:24.080063] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:24.225521] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:24.373120] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:24.518475] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:24.665731] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:24.811414] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:24.961383] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:24.961583] [INFO ] [CONFIGURE ] HAE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:42:24.961668] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4150 tests
[2025-10-10T23:42:24.961737] [INFO ] [CONFIGURE ] HAE: Testing feature 21/29: add_range_position
[2025-10-10T23:42:24.961786] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-10T23:42:25.136001] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:25.293521] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:25.457396] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:25.648829] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:25.815630] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:25.979291] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:26.156562] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:26.328209] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:26.492346] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:26.665418] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:26.665755] [INFO ] [CONFIGURE ] HAE: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:42:26.665836] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4149 tests
[2025-10-10T23:42:26.665896] [INFO ] [CONFIGURE ] HAE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:42:26.665966] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-10T23:42:26.875213] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:27.077513] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:27.243179] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:27.410661] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:27.582662] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:27.753878] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:27.928070] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:28.106402] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:28.286820] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:28.469852] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:28.470026] [INFO ] [CONFIGURE ] HAE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:42:28.470073] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4148 tests
[2025-10-10T23:42:28.470110] [INFO ] [CONFIGURE ] HAE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:42:28.470142] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-10T23:42:28.619479] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:28.761338] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:28.908189] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:29.052524] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:29.199421] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:29.345329] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:29.489589] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:29.635697] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:29.785007] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:29.932459] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:29.932619] [INFO ] [CONFIGURE ] HAE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:42:29.932697] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4147 tests
[2025-10-10T23:42:29.932825] [INFO ] [CONFIGURE ] HAE: Testing feature 24/29: add_rsi
[2025-10-10T23:42:29.932880] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-10T23:42:30.098324] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:30.255625] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:30.425304] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:30.603337] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:30.774188] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:30.934852] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:31.096666] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:31.258962] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:31.423569] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:31.596040] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:31.596248] [INFO ] [CONFIGURE ] HAE: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:42:31.596307] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4146 tests
[2025-10-10T23:42:31.596344] [INFO ] [CONFIGURE ] HAE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:42:31.596375] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-10T23:42:31.730234] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:31.866255] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:32.005587] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:32.143876] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:32.287794] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:32.427528] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:32.570070] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:32.707790] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:32.886782] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:33.027744] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:33.027914] [INFO ] [CONFIGURE ] HAE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:42:33.027972] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4145 tests
[2025-10-10T23:42:33.028008] [INFO ] [CONFIGURE ] HAE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:42:33.028039] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-10T23:42:33.161139] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:33.298285] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:33.432231] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:33.590626] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:33.728566] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:33.867446] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:34.008639] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:34.150897] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:34.292247] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:34.434163] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:34.434330] [INFO ] [CONFIGURE ] HAE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:42:34.434375] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4144 tests
[2025-10-10T23:42:34.434411] [INFO ] [CONFIGURE ] HAE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:42:34.434443] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-10T23:42:34.599510] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:34.747710] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:34.894813] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:42:35.052412] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:35.216480] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:35.385590] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:35.564092] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:35.737627] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:35.931071] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:36.092549] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:36.092824] [INFO ] [CONFIGURE ] HAE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:42:36.092880] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4143 tests
[2025-10-10T23:42:36.092923] [INFO ] [CONFIGURE ] HAE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:42:36.092959] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-10T23:42:36.243470] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:36.400475] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:42:36.555121] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:36.706950] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:36.867581] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:37.023760] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:42:37.181296] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:37.336169] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:37.497839] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:42:37.658817] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:37.659060] [INFO ] [CONFIGURE ] HAE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:42:37.659105] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4142 tests
[2025-10-10T23:42:37.659197] [INFO ] [CONFIGURE ] HAE: Testing feature 29/29: add_vwap
[2025-10-10T23:42:37.659267] [INFO ] [CONFIGURE ] HAE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-10T23:42:37.813339] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:37.967214] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:38.118368] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:42:38.271541] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:42:38.428604] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:38.588090] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:38.742825] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:38.911438] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:42:39.076853] [DEBUG] [FORECASTER] HAE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:42:39.252469] [DEBUG] [FORECASTER] HAE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:39.252851] [INFO ] [CONFIGURE ] HAE: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:42:39.252907] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4141 tests
[2025-10-10T23:42:39.252958] [INFO ] [CONFIGURE ] HAE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:42:39.253053] [INFO ] [CONFIGURE ] HAE: Best accuracy: 80.00%
[2025-10-10T23:42:39.253107] [INFO ] [CONFIGURE ] HAE: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:42:39.253141] [INFO ] [CONFIGURE ] HAE: Improvement over baseline: 40.00%
[2025-10-10T23:42:39.253171] [INFO ] [CONFIGURE ] HAE: Total time: 43.1 seconds
[2025-10-10T23:42:39.253199] [INFO ] [CONFIGURE ] HAE: Average time per feature: 1.5 seconds
[2025-10-10T23:42:39.253228] [INFO ] [CONFIGURE ] HAE: Average speed: 0.67 features/sec
[2025-10-10T23:42:39.253905] [INFO ] [LOCAL     ] Saved configuration for HAE: 2 features, 80.00% accuracy -> ./output/feature-sets/HAE.json
[2025-10-10T23:42:39.253961] [INFO ] [CONFIGURE ] HAE: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:42:39.254024] [INFO ] [sig       ] [78/220] Successfully configured HAE | 0.02 sym/s | Total: 56.9m | ETA: 1.7h
[2025-10-10T23:42:39.254103] [INFO ] [sig       ] [79/220] Configuring HTH...
[2025-10-10T23:42:39.254175] [INFO ] [CONFIGURE ] HTH: Configurate test run.
[2025-10-10T23:42:39.254250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-10-10T23:42:39.270717] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTH'.
[2025-10-10T23:42:39.271309] [INFO ] [CONFIGURE ] HTH: Testing with 29 available features
[2025-10-10T23:42:39.271385] [INFO ] [CONFIGURE ] HTH: Establishing baseline with no features...
[2025-10-10T23:42:39.386572] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:39.506149] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:39.649839] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:39.774228] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:39.899796] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:40.025592] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:40.147128] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:40.269001] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:42:40.392805] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:42:40.515155] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:40.515399] [INFO ] [CONFIGURE ] HTH: Baseline score (no features): 50.00%
[2025-10-10T23:42:40.515455] [INFO ] [CONFIGURE ] HTH: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:42:40.515493] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:42:40.655036] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:40.791581] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:40.932890] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:41.068955] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:41.216302] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:41.361995] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:41.503952] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:41.635608] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:41.776821] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:41.926495] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:41.926794] [INFO ] [CONFIGURE ] HTH: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-10T23:42:41.926876] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4140 tests
[2025-10-10T23:42:41.926932] [INFO ] [CONFIGURE ] HTH: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:42:41.926970] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:42:42.094850] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:42.267982] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:42.463631] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:42:42.658889] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:42.844415] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:43.030069] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:43.190979] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:43.356209] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:43.524021] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:43.690026] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:43.690280] [INFO ] [CONFIGURE ] HTH: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-10T23:42:43.690328] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4139 tests
[2025-10-10T23:42:43.690437] [INFO ] [CONFIGURE ] HTH: Testing feature 3/29: add_daily_returns
[2025-10-10T23:42:43.690481] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:42:43.830211] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:43.973840] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:44.119922] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:44.261953] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:42:44.410629] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:44.547994] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:44.676220] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:44.808633] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:42:44.952092] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:45.094674] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:45.094902] [INFO ] [CONFIGURE ] HTH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:42:45.094950] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4138 tests
[2025-10-10T23:42:45.094989] [INFO ] [CONFIGURE ] HTH: Testing feature 4/29: add_ema
[2025-10-10T23:42:45.095024] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:42:45.247726] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:45.397852] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:45.551619] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:45.706477] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:45.856971] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:46.005063] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:46.162245] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:46.316741] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:46.472229] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:46.616518] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:46.616753] [INFO ] [CONFIGURE ] HTH: DISCARDED add_ema (score: 80.00%)
[2025-10-10T23:42:46.616811] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4137 tests
[2025-10-10T23:42:46.616849] [INFO ] [CONFIGURE ] HTH: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:42:46.616882] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:42:46.763409] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:46.907758] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:47.054139] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:47.200159] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:47.346794] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:47.506192] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:47.659500] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:47.810023] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:47.963009] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.123346] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.123544] [INFO ] [CONFIGURE ] HTH: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:42:48.123602] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4136 tests
[2025-10-10T23:42:48.123639] [INFO ] [CONFIGURE ] HTH: Testing feature 6/29: add_failed_moves
[2025-10-10T23:42:48.123739] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:42:48.254830] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.386834] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.520465] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.653219] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:48.794093] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:48.942349] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:49.078861] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:49.214015] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:49.349802] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:49.490142] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:49.490928] [INFO ] [CONFIGURE ] HTH: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:42:49.490989] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4135 tests
[2025-10-10T23:42:49.491030] [INFO ] [CONFIGURE ] HTH: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:42:49.491060] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:42:49.613470] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:49.737743] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:49.860262] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:42:49.989303] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:42:50.117827] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:50.242855] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:50.368883] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:50.496566] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:50.627715] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:50.756854] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:50.757157] [INFO ] [CONFIGURE ] HTH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:42:50.757220] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4134 tests
[2025-10-10T23:42:50.757258] [INFO ] [CONFIGURE ] HTH: Testing feature 8/29: add_macd
[2025-10-10T23:42:50.757290] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:42:50.918664] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:51.084424] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:51.253950] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:51.431905] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:42:51.598286] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:42:51.763208] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:51.933950] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:52.098364] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:52.269332] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:42:52.447537] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:52.447750] [INFO ] [CONFIGURE ] HTH: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:42:52.447812] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4133 tests
[2025-10-10T23:42:52.447863] [INFO ] [CONFIGURE ] HTH: Testing feature 9/29: add_mfi
[2025-10-10T23:42:52.447918] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:42:52.586611] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:52.724260] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:52.862597] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:53.004581] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:53.143043] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:53.282311] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:53.421931] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:53.563473] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:42:53.712352] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:53.854828] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:53.855024] [INFO ] [CONFIGURE ] HTH: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:42:53.855093] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4132 tests
[2025-10-10T23:42:53.855153] [INFO ] [CONFIGURE ] HTH: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:42:53.855189] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:42:54.009189] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:54.167445] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:54.329227] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:54.490449] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:54.655342] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:54.819806] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:54.980476] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:55.140966] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:55.296113] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:55.454236] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:55.454451] [INFO ] [CONFIGURE ] HTH: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-10T23:42:55.454513] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4131 tests
[2025-10-10T23:42:55.454550] [INFO ] [CONFIGURE ] HTH: Testing feature 11/29: add_obv_daily
[2025-10-10T23:42:55.454581] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:42:55.580556] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:55.707847] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:55.834400] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:55.961808] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:56.095714] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:56.228434] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:56.359306] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:56.497110] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:42:56.647803] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:56.790002] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:56.790187] [INFO ] [CONFIGURE ] HTH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:42:56.790237] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4130 tests
[2025-10-10T23:42:56.790274] [INFO ] [CONFIGURE ] HTH: Testing feature 12/29: add_obv_interval
[2025-10-10T23:42:56.790306] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:42:56.926866] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:57.065766] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:57.203805] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:42:57.339823] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:42:57.513217] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:57.648830] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:57.780382] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:42:57.917140] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:42:58.050386] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:58.193866] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:42:58.194050] [INFO ] [CONFIGURE ] HTH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:42:58.194095] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4129 tests
[2025-10-10T23:42:58.194133] [INFO ] [CONFIGURE ] HTH: Testing feature 13/29: add_opening_strength
[2025-10-10T23:42:58.194165] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:42:58.342081] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:42:58.486659] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:42:58.622374] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:42:58.760214] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:42:58.901020] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:42:59.044319] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:42:59.183604] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:42:59.322371] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:42:59.463636] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:42:59.604249] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:42:59.604464] [INFO ] [CONFIGURE ] HTH: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:42:59.604521] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4128 tests
[2025-10-10T23:42:59.604562] [INFO ] [CONFIGURE ] HTH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:42:59.604593] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:42:59.748813] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:42:59.889760] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:00.033600] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:00.177785] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:00.323892] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:00.468730] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:00.619060] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:00.772083] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:43:00.922747] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:01.070116] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:01.070321] [INFO ] [CONFIGURE ] HTH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:43:01.070368] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4127 tests
[2025-10-10T23:43:01.070406] [INFO ] [CONFIGURE ] HTH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:43:01.070440] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:43:01.194219] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:43:01.321516] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:01.450987] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:01.576166] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:01.703625] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:01.829233] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:01.955064] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.083527] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.211283] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.334549] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.334782] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:43:02.334833] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4126 tests
[2025-10-10T23:43:02.334870] [INFO ] [CONFIGURE ] HTH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:43:02.334902] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:43:02.469906] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:43:02.596336] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.728147] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:02.859177] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:02.992884] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:03.132163] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:03.281345] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:03.423112] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:03.582461] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:03.721237] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:03.721406] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:43:03.721450] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4125 tests
[2025-10-10T23:43:03.721485] [INFO ] [CONFIGURE ] HTH: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:43:03.721516] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:43:03.855617] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:43:03.991844] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:04.127607] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:04.271274] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:04.425308] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:04.571973] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:04.711535] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:04.852147] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:04.998352] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:05.152150] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:05.152428] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:43:05.152488] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4124 tests
[2025-10-10T23:43:05.152530] [INFO ] [CONFIGURE ] HTH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:43:05.152566] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:43:05.295314] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:05.431711] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:05.560101] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:43:05.689898] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:05.823284] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:05.975249] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:06.113321] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:06.250261] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:06.407522] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:43:06.595897] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:06.596137] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:43:06.596205] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4123 tests
[2025-10-10T23:43:06.596246] [INFO ] [CONFIGURE ] HTH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:43:06.596311] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:43:06.732730] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:06.871763] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.008058] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.142550] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.278037] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:07.419560] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:07.561494] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:07.700892] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.841075] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.982783] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:07.983036] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:43:07.983093] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4122 tests
[2025-10-10T23:43:07.983130] [INFO ] [CONFIGURE ] HTH: Testing feature 20/29: add_price_rejection
[2025-10-10T23:43:07.983161] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:43:08.125368] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:08.267543] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:08.422460] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:43:08.568048] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:08.729086] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:08.917773] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:09.075212] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:09.224403] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:43:09.359316] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:09.509781] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:09.510284] [INFO ] [CONFIGURE ] HTH: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:43:09.510349] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4121 tests
[2025-10-10T23:43:09.510390] [INFO ] [CONFIGURE ] HTH: Testing feature 21/29: add_range_position
[2025-10-10T23:43:09.510423] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:43:09.674813] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:43:09.836102] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:10.008173] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:43:10.160199] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:10.314573] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:10.472473] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:10.627884] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:10.787455] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:43:10.947663] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:11.115449] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:11.115755] [INFO ] [CONFIGURE ] HTH: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:43:11.115820] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4120 tests
[2025-10-10T23:43:11.115864] [INFO ] [CONFIGURE ] HTH: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:43:11.115901] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:43:11.300404] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:11.483824] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:11.654512] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:11.832331] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:12.006162] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:12.176393] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:12.346667] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:12.524288] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:12.706313] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:43:12.882867] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:12.883127] [INFO ] [CONFIGURE ] HTH: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:43:12.883178] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4119 tests
[2025-10-10T23:43:12.883217] [INFO ] [CONFIGURE ] HTH: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:43:12.883250] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:43:13.024844] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:13.167534] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:13.311492] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:13.459774] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:13.618841] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:13.769530] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:13.913003] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:14.060338] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.201167] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.354526] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.355471] [INFO ] [CONFIGURE ] HTH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-10T23:43:14.355533] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4118 tests
[2025-10-10T23:43:14.355586] [INFO ] [CONFIGURE ] HTH: Testing feature 24/29: add_rsi
[2025-10-10T23:43:14.355663] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:43:14.520035] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.677213] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.840236] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:14.996225] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:15.155816] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:15.321737] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:15.482799] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:15.643625] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:15.804973] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:15.965591] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:15.965828] [INFO ] [CONFIGURE ] HTH: DISCARDED add_rsi (score: 80.00%)
[2025-10-10T23:43:15.965894] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4117 tests
[2025-10-10T23:43:15.965933] [INFO ] [CONFIGURE ] HTH: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:43:15.965966] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:43:16.094945] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:16.226804] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:16.359624] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:16.491138] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:16.620626] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:16.750584] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:16.887198] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:17.018176] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:17.151881] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:17.288085] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:17.288259] [INFO ] [CONFIGURE ] HTH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:43:17.288305] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4116 tests
[2025-10-10T23:43:17.288364] [INFO ] [CONFIGURE ] HTH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:43:17.288424] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:43:17.425788] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:17.566672] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:17.705129] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:43:17.855394] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:18.006042] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:18.150844] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:18.299666] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:18.454354] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:43:18.602798] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:18.760999] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:18.761394] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:43:18.761475] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4115 tests
[2025-10-10T23:43:18.761546] [INFO ] [CONFIGURE ] HTH: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:43:18.761617] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:43:18.918665] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:19.066688] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:19.215867] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:19.362087] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:19.508816] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:19.666530] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:19.826679] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:19.984488] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:20.143436] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:43:20.299112] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:20.299367] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:43:20.299419] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4114 tests
[2025-10-10T23:43:20.299461] [INFO ] [CONFIGURE ] HTH: Testing feature 28/29: add_volume_profile
[2025-10-10T23:43:20.299498] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T23:43:20.454616] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:20.601431] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:20.744411] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:20.890800] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:21.033317] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:21.178870] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:21.323293] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:21.469071] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:43:21.613042] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:43:21.804491] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:21.804728] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:43:21.804788] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4113 tests
[2025-10-10T23:43:21.804858] [INFO ] [CONFIGURE ] HTH: Testing feature 29/29: add_vwap
[2025-10-10T23:43:21.804917] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T23:43:21.948784] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:22.090983] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:22.238104] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:43:22.400453] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:22.564297] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:22.716200] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:43:22.869443] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:23.019882] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:43:23.172032] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:43:23.332974] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:23.333235] [INFO ] [CONFIGURE ] HTH: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:43:23.333286] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4112 tests
[2025-10-10T23:43:23.333364] [INFO ] [CONFIGURE ] HTH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:43:23.333423] [INFO ] [CONFIGURE ] HTH: Best accuracy: 80.00%
[2025-10-10T23:43:23.333458] [INFO ] [CONFIGURE ] HTH: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T23:43:23.333486] [INFO ] [CONFIGURE ] HTH: Improvement over baseline: 30.00%
[2025-10-10T23:43:23.333513] [INFO ] [CONFIGURE ] HTH: Total time: 42.8 seconds
[2025-10-10T23:43:23.333539] [INFO ] [CONFIGURE ] HTH: Average time per feature: 1.5 seconds
[2025-10-10T23:43:23.333567] [INFO ] [CONFIGURE ] HTH: Average speed: 0.68 features/sec
[2025-10-10T23:43:23.334784] [INFO ] [LOCAL     ] Saved configuration for HTH: 1 features, 80.00% accuracy -> ./output/feature-sets/HTH.json
[2025-10-10T23:43:23.334855] [INFO ] [CONFIGURE ] HTH: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-10T23:43:23.334952] [INFO ] [sig       ] [79/220] Successfully configured HTH | 0.02 sym/s | Total: 57.7m | ETA: 1.7h
[2025-10-10T23:43:23.335055] [INFO ] [sig       ] [80/220] Configuring IIIN...
[2025-10-10T23:43:23.335151] [INFO ] [CONFIGURE ] IIIN: Configurate test run.
[2025-10-10T23:43:23.335240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-10-10T23:43:23.361541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIIN'.
[2025-10-10T23:43:23.362210] [INFO ] [CONFIGURE ] IIIN: Testing with 29 available features
[2025-10-10T23:43:23.362279] [INFO ] [CONFIGURE ] IIIN: Establishing baseline with no features...
[2025-10-10T23:43:23.490904] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:23.617477] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:23.745107] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:23.877159] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:24.025888] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:24.147628] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:24.271285] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:24.396434] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:43:24.513144] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:24.629683] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:24.629843] [INFO ] [CONFIGURE ] IIIN: Baseline score (no features): 60.00%
[2025-10-10T23:43:24.629886] [INFO ] [CONFIGURE ] IIIN: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:43:24.629918] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:43:24.756916] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:24.882031] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:25.004829] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:25.129273] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:25.256452] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:25.384285] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:25.513020] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:25.644784] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:43:25.773938] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:25.902153] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:43:25.902315] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:43:25.902359] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4111 tests
[2025-10-10T23:43:25.902392] [INFO ] [CONFIGURE ] IIIN: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:43:25.902423] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:43:26.031037] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:26.161812] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:26.303517] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:26.443494] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:26.580138] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:26.719883] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:26.864776] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:27.006471] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:27.147891] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:27.292864] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:27.293146] [INFO ] [CONFIGURE ] IIIN: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-10T23:43:27.293198] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4110 tests
[2025-10-10T23:43:27.293232] [INFO ] [CONFIGURE ] IIIN: Testing feature 3/29: add_daily_returns
[2025-10-10T23:43:27.293264] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:43:27.434835] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:43:27.582053] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:43:27.720066] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:27.873375] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:28.007833] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:28.155199] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:28.312956] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:28.455434] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:28.600123] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:28.745154] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:28.745375] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:43:28.745441] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4109 tests
[2025-10-10T23:43:28.745490] [INFO ] [CONFIGURE ] IIIN: Testing feature 4/29: add_ema
[2025-10-10T23:43:28.745547] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:43:28.902198] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:29.057546] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:29.218495] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:29.372684] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:29.529341] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:29.694633] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:29.847149] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:29.999935] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:30.159855] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:30.323792] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:30.324042] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:43:30.324102] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4108 tests
[2025-10-10T23:43:30.324140] [INFO ] [CONFIGURE ] IIIN: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:43:30.324171] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:43:30.495198] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:30.680664] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:43:30.854465] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:43:31.023318] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:31.194090] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:31.378167] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:31.558554] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:31.743487] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:31.919371] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:32.078791] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:32.079028] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:43:32.079080] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4107 tests
[2025-10-10T23:43:32.079116] [INFO ] [CONFIGURE ] IIIN: Testing feature 6/29: add_failed_moves
[2025-10-10T23:43:32.079147] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:43:32.214876] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:32.349818] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:32.489955] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:32.626297] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:32.762827] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:32.899897] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:33.037606] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:33.176049] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:33.314974] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:33.459838] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:33.460081] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:43:33.460129] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4106 tests
[2025-10-10T23:43:33.460167] [INFO ] [CONFIGURE ] IIIN: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:43:33.460203] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:43:33.595775] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:33.730550] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:33.865533] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:34.007592] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:34.145094] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:34.283395] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:34.421788] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:34.570019] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:34.709676] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:34.857675] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:34.857858] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:43:34.857905] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4105 tests
[2025-10-10T23:43:34.857940] [INFO ] [CONFIGURE ] IIIN: Testing feature 8/29: add_macd
[2025-10-10T23:43:34.857973] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:43:35.054552] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:35.233087] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:35.409160] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:35.587037] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:35.770543] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:35.943720] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:36.120409] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:36.296848] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:36.474700] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:36.658980] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:36.659258] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:43:36.659323] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4104 tests
[2025-10-10T23:43:36.659385] [INFO ] [CONFIGURE ] IIIN: Testing feature 9/29: add_mfi
[2025-10-10T23:43:36.659418] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:43:36.805912] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:36.989235] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:37.159259] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:37.323201] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:37.483410] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:37.642552] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:37.795763] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:37.939014] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:38.090961] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:38.238093] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:38.238310] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:43:38.238365] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4103 tests
[2025-10-10T23:43:38.238405] [INFO ] [CONFIGURE ] IIIN: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:43:38.238439] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:43:38.400507] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:38.625991] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:38.834916] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:39.015879] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:39.199543] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:39.381164] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:39.557203] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:39.738747] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:39.918621] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:40.102744] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:40.103028] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:43:40.103096] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4102 tests
[2025-10-10T23:43:40.103237] [INFO ] [CONFIGURE ] IIIN: Testing feature 11/29: add_obv_daily
[2025-10-10T23:43:40.103280] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:43:40.256825] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:40.415032] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:40.566542] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:43:40.718692] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:40.874928] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:41.041369] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:41.198774] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:43:41.356097] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:41.532190] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:41.684338] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:41.684769] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:43:41.685080] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4101 tests
[2025-10-10T23:43:41.685131] [INFO ] [CONFIGURE ] IIIN: Testing feature 12/29: add_obv_interval
[2025-10-10T23:43:41.685171] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:43:41.853708] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:42.003480] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:43:42.148178] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:43:42.293162] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:42.447250] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:42.597492] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:42.751450] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:42.918412] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:43.077510] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:43.227990] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:43.228191] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:43:43.228240] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4100 tests
[2025-10-10T23:43:43.228278] [INFO ] [CONFIGURE ] IIIN: Testing feature 13/29: add_opening_strength
[2025-10-10T23:43:43.228313] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:43:43.386488] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:43.541788] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:43:43.710785] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:43.870312] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:44.025211] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:44.180095] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:44.348303] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:44.508905] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:43:44.661546] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:44.814004] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:44.814245] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:43:44.814306] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4099 tests
[2025-10-10T23:43:44.814345] [INFO ] [CONFIGURE ] IIIN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:43:44.814378] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:43:44.960622] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:45.106277] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:45.256308] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:45.417027] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:45.574922] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:45.729303] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:45.889204] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:46.094477] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:46.257556] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:46.416753] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:46.417022] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:43:46.417088] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4098 tests
[2025-10-10T23:43:46.417127] [INFO ] [CONFIGURE ] IIIN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:43:46.417159] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:43:46.552630] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:46.695281] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:46.838019] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:46.976698] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:47.117349] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:47.254427] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:47.390976] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:47.537685] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:47.682108] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:47.825293] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:47.825491] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:43:47.825539] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4097 tests
[2025-10-10T23:43:47.825579] [INFO ] [CONFIGURE ] IIIN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:43:47.825620] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:43:47.970319] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:48.111959] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:48.255226] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:48.400731] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:48.558158] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:48.709367] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:48.855579] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:49.008754] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:49.175113] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:49.329125] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:49.329405] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:43:49.329467] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4096 tests
[2025-10-10T23:43:49.329505] [INFO ] [CONFIGURE ] IIIN: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:43:49.329538] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:43:49.486179] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:49.640913] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:49.793372] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:49.954377] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:50.127284] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:50.304180] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:50.514777] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:50.732136] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:50.971071] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:51.177416] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:51.177717] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:43:51.177785] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4095 tests
[2025-10-10T23:43:51.177828] [INFO ] [CONFIGURE ] IIIN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:43:51.177864] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:43:51.331681] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:51.474826] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:51.623811] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:51.774442] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:51.935487] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:52.077562] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:52.228987] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:52.385992] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:52.540371] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:52.702537] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:52.703039] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:43:52.703118] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4094 tests
[2025-10-10T23:43:52.703162] [INFO ] [CONFIGURE ] IIIN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:43:52.703200] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:43:52.847369] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:52.986097] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:53.128387] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:53.264410] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:53.404102] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:53.540965] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:53.688938] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:53.868507] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:54.035432] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:54.178315] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:54.178536] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:43:54.178587] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4093 tests
[2025-10-10T23:43:54.178624] [INFO ] [CONFIGURE ] IIIN: Testing feature 20/29: add_price_rejection
[2025-10-10T23:43:54.178690] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:43:54.328790] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:54.488920] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:54.636953] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:54.790543] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:54.962669] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:55.133147] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:55.308845] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:55.520120] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:55.684670] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:55.874612] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:55.874959] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:43:55.875041] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4092 tests
[2025-10-10T23:43:55.875108] [INFO ] [CONFIGURE ] IIIN: Testing feature 21/29: add_range_position
[2025-10-10T23:43:55.875150] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-10T23:43:56.033259] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:56.187297] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:43:56.340265] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:56.491286] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:56.645224] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:43:56.795598] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:56.946505] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:57.128955] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:57.281968] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:57.437103] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:57.437403] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:43:57.437468] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4091 tests
[2025-10-10T23:43:57.437508] [INFO ] [CONFIGURE ] IIIN: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:43:57.437541] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:43:57.617966] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:57.791481] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:57.984573] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:58.149898] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:43:58.310306] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:43:58.482869] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:43:58.660664] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:43:58.830793] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:43:59.004346] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:43:59.175484] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:43:59.175723] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:43:59.175798] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4090 tests
[2025-10-10T23:43:59.175855] [INFO ] [CONFIGURE ] IIIN: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:43:59.175889] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:43:59.315424] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:43:59.474589] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:43:59.616319] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:43:59.757545] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:43:59.904460] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:00.049572] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:00.192014] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:00.346429] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:00.498476] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:00.650609] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:00.650840] [INFO ] [CONFIGURE ] IIIN: KEPT add_recent_range_context (score: 80.00%)
[2025-10-10T23:44:00.650892] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4089 tests
[2025-10-10T23:44:00.650948] [INFO ] [CONFIGURE ] IIIN: Testing feature 24/29: add_rsi
[2025-10-10T23:44:00.651006] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-10T23:44:00.832494] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:01.004866] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:44:01.187495] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:01.359107] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:01.535956] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:01.714517] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:01.889239] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:02.071020] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:02.246270] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:02.421658] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:44:02.421844] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:44:02.421890] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4088 tests
[2025-10-10T23:44:02.421925] [INFO ] [CONFIGURE ] IIIN: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:44:02.421956] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-10T23:44:02.572093] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:02.719749] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:44:02.867078] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:03.020365] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:03.170122] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:03.320195] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:03.474951] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:03.625095] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:03.776363] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:03.933214] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:03.933444] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:44:03.933505] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4087 tests
[2025-10-10T23:44:03.933544] [INFO ] [CONFIGURE ] IIIN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:44:03.933578] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-10T23:44:04.083397] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:04.232575] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:44:04.379578] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:04.524210] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:04.678070] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:04.834291] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:04.986529] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:05.138557] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:05.290545] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:05.443065] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:05.443336] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:44:05.443454] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4086 tests
[2025-10-10T23:44:05.443510] [INFO ] [CONFIGURE ] IIIN: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:44:05.443545] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-10T23:44:05.619398] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:05.780566] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:44:05.938620] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:06.099771] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:06.277219] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:06.461320] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:06.644840] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:06.815136] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:44:06.985956] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:07.151291] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:07.151495] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:44:07.151543] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4085 tests
[2025-10-10T23:44:07.151579] [INFO ] [CONFIGURE ] IIIN: Testing feature 28/29: add_volume_profile
[2025-10-10T23:44:07.151612] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_profile']
[2025-10-10T23:44:07.310514] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:07.460456] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:44:07.651171] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:07.809587] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:07.960420] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:44:08.113155] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:08.270466] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:08.421079] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:08.572730] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:08.728722] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:08.728951] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:44:08.729015] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4084 tests
[2025-10-10T23:44:08.729067] [INFO ] [CONFIGURE ] IIIN: Testing feature 29/29: add_vwap
[2025-10-10T23:44:08.729122] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_vwap']
[2025-10-10T23:44:08.881563] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:09.032492] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:44:09.188480] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:09.343023] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:09.500018] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:44:09.660765] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:09.830253] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:44:10.003713] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:44:10.200160] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:10.379817] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:10.380036] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:44:10.380084] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4083 tests
[2025-10-10T23:44:10.380147] [INFO ] [CONFIGURE ] IIIN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:44:10.380341] [INFO ] [CONFIGURE ] IIIN: Best accuracy: 80.00%
[2025-10-10T23:44:10.380382] [INFO ] [CONFIGURE ] IIIN: Best feature set (2 features): ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:44:10.380412] [INFO ] [CONFIGURE ] IIIN: Improvement over baseline: 20.00%
[2025-10-10T23:44:10.380449] [INFO ] [CONFIGURE ] IIIN: Total time: 45.8 seconds
[2025-10-10T23:44:10.380519] [INFO ] [CONFIGURE ] IIIN: Average time per feature: 1.6 seconds
[2025-10-10T23:44:10.380570] [INFO ] [CONFIGURE ] IIIN: Average speed: 0.63 features/sec
[2025-10-10T23:44:10.381326] [INFO ] [LOCAL     ] Saved configuration for IIIN: 2 features, 80.00% accuracy -> ./output/feature-sets/IIIN.json
[2025-10-10T23:44:10.381380] [INFO ] [CONFIGURE ] IIIN: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:44:10.381441] [INFO ] [sig       ] [80/220] Successfully configured IIIN | 0.02 sym/s | Total: 58.4m | ETA: 1.7h
[2025-10-10T23:44:10.381519] [INFO ] [sig       ] [81/220] Configuring JPC...
[2025-10-10T23:44:10.381590] [INFO ] [CONFIGURE ] JPC: Configurate test run.
[2025-10-10T23:44:10.381684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-10-10T23:44:10.399760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JPC'.
[2025-10-10T23:44:10.400199] [INFO ] [CONFIGURE ] JPC: Testing with 29 available features
[2025-10-10T23:44:10.400254] [INFO ] [CONFIGURE ] JPC: Establishing baseline with no features...
[2025-10-10T23:44:10.510334] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:10.627973] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:10.752540] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:10.875524] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:10.996532] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:11.119399] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:11.244013] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:11.369681] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:11.490758] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:11.610433] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:11.610613] [INFO ] [CONFIGURE ] JPC: Baseline score (no features): 60.00%
[2025-10-10T23:44:11.610692] [INFO ] [CONFIGURE ] JPC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:44:11.610742] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:44:11.737296] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:11.873114] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:12.002893] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:12.130137] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:12.257073] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:12.385127] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:12.518034] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:12.652066] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:12.782570] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:12.916076] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:12.916292] [INFO ] [CONFIGURE ] JPC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:44:12.916339] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4082 tests
[2025-10-10T23:44:12.916373] [INFO ] [CONFIGURE ] JPC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:44:12.916405] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:44:13.051995] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:13.184778] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:13.316027] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:13.455364] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:13.591925] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:13.746936] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:13.877568] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:14.007940] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:14.138030] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:14.269178] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:14.269358] [INFO ] [CONFIGURE ] JPC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:44:14.269402] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4081 tests
[2025-10-10T23:44:14.269438] [INFO ] [CONFIGURE ] JPC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:44:14.269467] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_daily_returns']
[2025-10-10T23:44:14.381676] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:14.500997] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:14.615182] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:14.729800] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:14.844491] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:14.961599] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:15.079275] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:15.194691] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:15.315747] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:15.433909] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:15.434183] [INFO ] [CONFIGURE ] JPC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:44:15.434246] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4080 tests
[2025-10-10T23:44:15.434285] [INFO ] [CONFIGURE ] JPC: Testing feature 4/29: add_ema
[2025-10-10T23:44:15.434377] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_ema']
[2025-10-10T23:44:15.562343] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:15.691490] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:15.822123] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:15.950463] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:16.078321] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:16.211039] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:16.342401] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:16.473493] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:16.602859] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:16.764171] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:16.764358] [INFO ] [CONFIGURE ] JPC: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:44:16.764403] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4079 tests
[2025-10-10T23:44:16.764438] [INFO ] [CONFIGURE ] JPC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:44:16.764469] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:44:16.897311] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:17.031672] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:17.168957] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:17.303410] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:17.438962] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:17.579934] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:17.717562] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:17.854327] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:44:18.010837] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:18.157939] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:18.158188] [INFO ] [CONFIGURE ] JPC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:44:18.158251] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4078 tests
[2025-10-10T23:44:18.158289] [INFO ] [CONFIGURE ] JPC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:44:18.158330] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_failed_moves']
[2025-10-10T23:44:18.279009] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:18.400281] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:18.518360] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:18.636747] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:18.755910] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:18.880872] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:19.001291] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:19.122930] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:19.244819] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:19.367444] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:19.367625] [INFO ] [CONFIGURE ] JPC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:44:19.367723] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4077 tests
[2025-10-10T23:44:19.367780] [INFO ] [CONFIGURE ] JPC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:44:19.367814] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_lag_shelf']
[2025-10-10T23:44:19.477751] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:19.588749] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:19.707922] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:19.819234] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:19.930282] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:20.040586] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:20.160148] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:20.279719] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:20.400452] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:20.522100] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:20.522335] [INFO ] [CONFIGURE ] JPC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:44:20.522398] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4076 tests
[2025-10-10T23:44:20.522436] [INFO ] [CONFIGURE ] JPC: Testing feature 8/29: add_macd
[2025-10-10T23:44:20.522469] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:44:20.693042] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:20.840290] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:20.987292] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:21.138689] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:21.287256] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:21.437328] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:21.593259] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:21.741800] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:21.891469] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:22.047931] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:44:22.048126] [INFO ] [CONFIGURE ] JPC: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:44:22.048180] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4075 tests
[2025-10-10T23:44:22.048325] [INFO ] [CONFIGURE ] JPC: Testing feature 9/29: add_mfi
[2025-10-10T23:44:22.048383] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_mfi']
[2025-10-10T23:44:22.170932] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:22.293430] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:22.423922] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:22.546234] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:22.672072] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:22.848503] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:22.974637] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:23.100244] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:23.225494] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:23.355056] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:23.355306] [INFO ] [CONFIGURE ] JPC: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:44:23.355357] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4074 tests
[2025-10-10T23:44:23.355392] [INFO ] [CONFIGURE ] JPC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:44:23.355425] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:44:23.496926] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:23.634473] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:23.778328] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:23.919209] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:24.059665] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:24.204214] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:24.356110] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:24.508354] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:24.654916] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:24.797700] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:24.797908] [INFO ] [CONFIGURE ] JPC: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:44:24.797954] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4073 tests
[2025-10-10T23:44:24.797987] [INFO ] [CONFIGURE ] JPC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:44:24.798019] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-10T23:44:24.948746] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:25.099937] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:25.248076] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:25.399377] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:25.558563] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:25.725418] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:25.925581] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:26.079313] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:26.232846] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:26.386253] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:44:26.386576] [INFO ] [CONFIGURE ] JPC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:44:26.386636] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4072 tests
[2025-10-10T23:44:26.386712] [INFO ] [CONFIGURE ] JPC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:44:26.386750] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-10T23:44:26.530346] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:26.678484] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:26.825901] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:26.981015] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:27.132270] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:27.286195] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:27.434854] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:27.585300] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:27.734407] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:27.885837] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:27.886071] [INFO ] [CONFIGURE ] JPC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:44:27.886119] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4071 tests
[2025-10-10T23:44:27.886155] [INFO ] [CONFIGURE ] JPC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:44:27.886189] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:44:28.062057] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:28.234613] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:28.404980] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:28.586864] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:28.763360] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:28.972445] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:29.149202] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:29.341743] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:29.541777] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:29.717194] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:29.717416] [INFO ] [CONFIGURE ] JPC: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:44:29.717463] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4070 tests
[2025-10-10T23:44:29.717500] [INFO ] [CONFIGURE ] JPC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:44:29.717533] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-10T23:44:29.875967] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:30.033856] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:30.191361] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:30.350483] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:30.514540] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:30.678462] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:30.846904] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:31.021991] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:31.190559] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:44:31.349825] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:31.350101] [INFO ] [CONFIGURE ] JPC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:44:31.350155] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4069 tests
[2025-10-10T23:44:31.350193] [INFO ] [CONFIGURE ] JPC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:44:31.350226] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-10T23:44:31.492926] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:31.639136] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:31.780851] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:31.949795] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:32.099860] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:32.253106] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:32.405127] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:32.557478] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:32.748151] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:32.912824] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:32.913121] [INFO ] [CONFIGURE ] JPC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:44:32.913189] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4068 tests
[2025-10-10T23:44:32.913230] [INFO ] [CONFIGURE ] JPC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:44:32.913265] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-10T23:44:33.074999] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:33.237320] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:33.401240] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:33.563775] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:33.723997] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:33.883066] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:34.050193] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:34.207937] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:34.370146] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:34.537204] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:34.537442] [INFO ] [CONFIGURE ] JPC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:44:34.537490] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4067 tests
[2025-10-10T23:44:34.537529] [INFO ] [CONFIGURE ] JPC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:44:34.537565] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-10T23:44:34.688047] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:34.840016] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:35.032563] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:35.195236] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:35.353388] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:35.510306] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:35.669045] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:35.833819] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:35.991142] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:36.140894] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:36.141140] [INFO ] [CONFIGURE ] JPC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:44:36.141185] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4066 tests
[2025-10-10T23:44:36.141220] [INFO ] [CONFIGURE ] JPC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:44:36.141251] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-10T23:44:36.287137] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:36.429808] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:36.573167] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:36.715213] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:36.864085] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:37.009076] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:37.154210] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:37.297361] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:37.452979] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:37.603524] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:37.603819] [INFO ] [CONFIGURE ] JPC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:44:37.603874] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4065 tests
[2025-10-10T23:44:37.603912] [INFO ] [CONFIGURE ] JPC: Testing feature 20/29: add_price_rejection
[2025-10-10T23:44:37.603944] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-10T23:44:37.759978] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:37.920240] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:38.077217] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:38.234478] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:38.392979] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:38.563140] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:38.719488] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:38.877230] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:39.041352] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:39.205767] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:39.206008] [INFO ] [CONFIGURE ] JPC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:44:39.206071] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4064 tests
[2025-10-10T23:44:39.206114] [INFO ] [CONFIGURE ] JPC: Testing feature 21/29: add_range_position
[2025-10-10T23:44:39.206146] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-10T23:44:39.365684] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:39.524350] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:39.687218] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:39.848034] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:40.011900] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:40.195564] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:40.373490] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:40.548609] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:40.726334] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:40.911624] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:40.911938] [INFO ] [CONFIGURE ] JPC: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:44:40.911994] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4063 tests
[2025-10-10T23:44:40.912033] [INFO ] [CONFIGURE ] JPC: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:44:40.912064] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-10T23:44:41.136732] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:41.320329] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:41.506576] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:41.686799] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:41.867662] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:42.062842] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:42.257924] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:42.472973] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:42.714129] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:42.974792] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:42.975057] [INFO ] [CONFIGURE ] JPC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:44:42.975304] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4062 tests
[2025-10-10T23:44:42.975393] [INFO ] [CONFIGURE ] JPC: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:44:42.975458] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-10T23:44:43.185498] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:43.363006] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:43.525778] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:43.683545] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:43.839285] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:44.000523] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:44.166778] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:44.329192] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:44.493141] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:44.671793] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:44.672042] [INFO ] [CONFIGURE ] JPC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:44:44.672091] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4061 tests
[2025-10-10T23:44:44.672293] [INFO ] [CONFIGURE ] JPC: Testing feature 24/29: add_rsi
[2025-10-10T23:44:44.672638] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-10T23:44:44.857924] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:45.032878] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:45.205766] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:45.384357] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:45.561995] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:45.743014] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:45.922759] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:46.097871] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:46.272892] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:46.450869] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:46.451081] [INFO ] [CONFIGURE ] JPC: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:44:46.451127] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4060 tests
[2025-10-10T23:44:46.451162] [INFO ] [CONFIGURE ] JPC: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:44:46.451194] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-10T23:44:46.603074] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:46.751242] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:46.898258] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:47.043891] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:47.196484] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:47.346025] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:47.495934] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:47.650311] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:47.802976] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:47.957469] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:47.957666] [INFO ] [CONFIGURE ] JPC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:44:47.958129] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4059 tests
[2025-10-10T23:44:47.958188] [INFO ] [CONFIGURE ] JPC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:44:47.958223] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-10T23:44:48.113293] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:48.275028] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:48.428901] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:48.582128] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:48.738198] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:48.901624] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:49.063254] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:49.222634] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:49.388158] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:49.562687] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:49.562914] [INFO ] [CONFIGURE ] JPC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:44:49.562961] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4058 tests
[2025-10-10T23:44:49.563000] [INFO ] [CONFIGURE ] JPC: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:44:49.563033] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-10T23:44:49.723148] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:49.890610] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:50.070471] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:50.234263] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:44:50.398388] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:50.570099] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:50.740007] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:44:50.909792] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:51.086706] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:51.252022] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:51.252224] [INFO ] [CONFIGURE ] JPC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:44:51.252268] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4057 tests
[2025-10-10T23:44:51.252379] [INFO ] [CONFIGURE ] JPC: Testing feature 28/29: add_volume_profile
[2025-10-10T23:44:51.252433] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-10T23:44:51.399179] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:51.548420] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:51.698345] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:51.850041] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:52.002693] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:52.155002] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:44:52.311499] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:52.465723] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:52.618706] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:52.772376] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:52.772633] [INFO ] [CONFIGURE ] JPC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:44:52.772777] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4056 tests
[2025-10-10T23:44:52.772832] [INFO ] [CONFIGURE ] JPC: Testing feature 29/29: add_vwap
[2025-10-10T23:44:52.772897] [INFO ] [CONFIGURE ] JPC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-10T23:44:52.925540] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:53.081935] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:53.250033] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:53.425781] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:44:53.587486] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:53.755018] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:44:53.925545] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:44:54.089447] [DEBUG] [FORECASTER] JPC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:54.265080] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:44:54.430759] [DEBUG] [FORECASTER] JPC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:44:54.431010] [INFO ] [CONFIGURE ] JPC: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:44:54.431063] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4055 tests
[2025-10-10T23:44:54.431115] [INFO ] [CONFIGURE ] JPC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:44:54.431172] [INFO ] [CONFIGURE ] JPC: Best accuracy: 70.00%
[2025-10-10T23:44:54.431208] [INFO ] [CONFIGURE ] JPC: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:44:54.431239] [INFO ] [CONFIGURE ] JPC: Improvement over baseline: 10.00%
[2025-10-10T23:44:54.431267] [INFO ] [CONFIGURE ] JPC: Total time: 42.8 seconds
[2025-10-10T23:44:54.431295] [INFO ] [CONFIGURE ] JPC: Average time per feature: 1.5 seconds
[2025-10-10T23:44:54.431323] [INFO ] [CONFIGURE ] JPC: Average speed: 0.68 features/sec
[2025-10-10T23:44:54.432108] [INFO ] [LOCAL     ] Saved configuration for JPC: 2 features, 70.00% accuracy -> ./output/feature-sets/JPC.json
[2025-10-10T23:44:54.432165] [INFO ] [CONFIGURE ] JPC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:44:54.432270] [INFO ] [sig       ] [81/220] Successfully configured JPC | 0.02 sym/s | Total: 59.2m | ETA: 1.7h
[2025-10-10T23:44:54.432349] [INFO ] [sig       ] [82/220] Configuring KMX...
[2025-10-10T23:44:54.432421] [INFO ] [CONFIGURE ] KMX: Configurate test run.
[2025-10-10T23:44:54.432495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-10-10T23:44:54.448079] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMX'.
[2025-10-10T23:44:54.448432] [INFO ] [CONFIGURE ] KMX: Testing with 29 available features
[2025-10-10T23:44:54.448488] [INFO ] [CONFIGURE ] KMX: Establishing baseline with no features...
[2025-10-10T23:44:54.559162] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:54.669769] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:54.780193] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:54.891896] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:44:55.006336] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:44:55.119229] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:44:55.231972] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:44:55.344938] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:55.456928] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:44:55.569295] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:44:55.569570] [INFO ] [CONFIGURE ] KMX: Baseline score (no features): 30.00%
[2025-10-10T23:44:55.569663] [INFO ] [CONFIGURE ] KMX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:44:55.569720] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:44:55.696141] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:55.821501] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:55.945099] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:44:56.069995] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:44:56.200031] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:56.327112] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:44:56.453998] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:44:56.586086] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:44:56.716835] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:44:56.852161] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:44:56.852384] [INFO ] [CONFIGURE ] KMX: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:44:56.852433] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4054 tests
[2025-10-10T23:44:56.852473] [INFO ] [CONFIGURE ] KMX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:44:56.852509] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:44:56.996138] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:44:57.144992] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:44:57.287732] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:57.436543] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:44:57.580464] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:57.725720] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:44:57.868146] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:44:58.023431] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:58.170280] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:44:58.319131] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:44:58.319330] [INFO ] [CONFIGURE ] KMX: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-10T23:44:58.319460] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4053 tests
[2025-10-10T23:44:58.319507] [INFO ] [CONFIGURE ] KMX: Testing feature 3/29: add_daily_returns
[2025-10-10T23:44:58.319542] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:44:58.448557] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:58.580197] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:44:58.710525] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:44:58.839091] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:44:58.971570] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:44:59.105157] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:44:59.236826] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:44:59.376830] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:44:59.548179] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:44:59.682547] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:44:59.682754] [INFO ] [CONFIGURE ] KMX: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:44:59.682808] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4052 tests
[2025-10-10T23:44:59.682861] [INFO ] [CONFIGURE ] KMX: Testing feature 4/29: add_ema
[2025-10-10T23:44:59.682918] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:44:59.827273] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:44:59.967190] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:00.108981] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:00.258238] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:00.402410] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:00.546871] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:00.691933] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:00.850265] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:00.995906] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:01.141629] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:01.141834] [INFO ] [CONFIGURE ] KMX: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:45:01.141915] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4051 tests
[2025-10-10T23:45:01.141961] [INFO ] [CONFIGURE ] KMX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:45:01.141992] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:45:01.293485] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:01.457557] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:01.617621] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:01.773467] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:01.940181] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:02.132404] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:02.294166] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:02.484241] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:02.674979] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:02.856278] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:02.856579] [INFO ] [CONFIGURE ] KMX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:45:02.856667] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4050 tests
[2025-10-10T23:45:02.856733] [INFO ] [CONFIGURE ] KMX: Testing feature 6/29: add_failed_moves
[2025-10-10T23:45:02.856772] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:45:03.014034] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:03.164109] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:03.302058] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:03.439805] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:03.581586] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:03.734516] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:03.883865] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:04.031964] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:04.177495] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:04.355696] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:04.355938] [INFO ] [CONFIGURE ] KMX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:45:04.355988] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4049 tests
[2025-10-10T23:45:04.356029] [INFO ] [CONFIGURE ] KMX: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:45:04.356066] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:45:04.498469] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:04.632301] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:04.763204] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:04.898915] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:05.044979] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:05.180175] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:05.319559] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:05.466753] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:05.641055] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:05.788754] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:05.788968] [INFO ] [CONFIGURE ] KMX: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-10T23:45:05.789044] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4048 tests
[2025-10-10T23:45:05.789104] [INFO ] [CONFIGURE ] KMX: Testing feature 8/29: add_macd
[2025-10-10T23:45:05.789143] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:45:06.000160] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:06.175337] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:06.357894] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:06.543173] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:06.716619] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:06.891770] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:07.067835] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:07.250045] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:07.418046] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:07.587217] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:07.587452] [INFO ] [CONFIGURE ] KMX: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:45:07.587516] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4047 tests
[2025-10-10T23:45:07.587565] [INFO ] [CONFIGURE ] KMX: Testing feature 9/29: add_mfi
[2025-10-10T23:45:07.587622] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:45:07.732343] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:07.875553] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:08.024994] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:08.167852] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:08.315538] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:08.460252] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:08.604682] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:08.747870] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:08.892527] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:09.036217] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:09.036409] [INFO ] [CONFIGURE ] KMX: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:45:09.036456] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4046 tests
[2025-10-10T23:45:09.036493] [INFO ] [CONFIGURE ] KMX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:45:09.036525] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:45:09.192871] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:09.350901] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:09.517384] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:09.673055] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:09.827812] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:09.986387] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:10.144873] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:10.305360] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:10.467815] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:10.637250] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:10.637504] [INFO ] [CONFIGURE ] KMX: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:45:10.637562] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4045 tests
[2025-10-10T23:45:10.637604] [INFO ] [CONFIGURE ] KMX: Testing feature 11/29: add_obv_daily
[2025-10-10T23:45:10.637637] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:45:10.769968] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:10.898875] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:11.029978] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:11.167279] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:11.309176] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:11.440789] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:11.571921] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:11.749665] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:11.883865] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:12.019299] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:12.019528] [INFO ] [CONFIGURE ] KMX: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T23:45:12.019574] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4044 tests
[2025-10-10T23:45:12.019610] [INFO ] [CONFIGURE ] KMX: Testing feature 12/29: add_obv_interval
[2025-10-10T23:45:12.019661] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:45:12.149134] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:12.276260] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:12.410379] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:12.541635] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:12.672505] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:12.804219] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:12.947800] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:13.083154] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:13.216758] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:13.349589] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:13.349788] [INFO ] [CONFIGURE ] KMX: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:45:13.349838] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4043 tests
[2025-10-10T23:45:13.349888] [INFO ] [CONFIGURE ] KMX: Testing feature 13/29: add_opening_strength
[2025-10-10T23:45:13.349944] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:45:13.484824] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:13.612797] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:13.743141] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:13.877620] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:14.013871] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:14.143386] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:14.274510] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:14.414827] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:14.554724] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:14.694951] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:14.695116] [INFO ] [CONFIGURE ] KMX: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:45:14.695158] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4042 tests
[2025-10-10T23:45:14.695192] [INFO ] [CONFIGURE ] KMX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:45:14.695221] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:45:14.828069] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:14.960330] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:15.094025] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:15.230134] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:15.366511] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:15.502805] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:15.640387] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:15.776243] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:15.914178] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:16.051394] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:16.051577] [INFO ] [CONFIGURE ] KMX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:45:16.051623] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4041 tests
[2025-10-10T23:45:16.051691] [INFO ] [CONFIGURE ] KMX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:45:16.051739] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:45:16.166403] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:16.280567] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:16.395224] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:16.512561] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:16.629886] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:16.747705] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:16.865380] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:16.983314] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:17.103195] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:17.223919] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:17.224149] [INFO ] [CONFIGURE ] KMX: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-10T23:45:17.224201] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4040 tests
[2025-10-10T23:45:17.224236] [INFO ] [CONFIGURE ] KMX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:45:17.224266] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:45:17.355297] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:17.480099] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:17.607490] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:17.737607] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:17.868753] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:17.998976] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:18.129806] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:18.256414] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:18.380868] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:18.508933] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:18.509093] [INFO ] [CONFIGURE ] KMX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:45:18.509136] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4039 tests
[2025-10-10T23:45:18.509170] [INFO ] [CONFIGURE ] KMX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:45:18.509200] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:45:18.634612] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:18.758572] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:18.882787] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:19.009187] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:19.142155] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:19.282601] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:19.418793] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:19.554898] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:19.689022] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:19.825160] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:19.825391] [INFO ] [CONFIGURE ] KMX: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T23:45:19.825450] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4038 tests
[2025-10-10T23:45:19.825489] [INFO ] [CONFIGURE ] KMX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:45:19.825522] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:45:19.943930] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:20.068661] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:20.191430] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:20.323250] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:20.441728] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:20.562775] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:20.682043] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:20.829691] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:20.950604] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:21.076097] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:21.076343] [INFO ] [CONFIGURE ] KMX: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-10T23:45:21.076408] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4037 tests
[2025-10-10T23:45:21.076447] [INFO ] [CONFIGURE ] KMX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:45:21.076479] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:45:21.192402] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:21.310583] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:21.427232] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:21.544326] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:21.662191] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:21.780086] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:21.901600] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:22.020175] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:22.141697] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:22.264791] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:22.264969] [INFO ] [CONFIGURE ] KMX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:45:22.265013] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4036 tests
[2025-10-10T23:45:22.265048] [INFO ] [CONFIGURE ] KMX: Testing feature 20/29: add_price_rejection
[2025-10-10T23:45:22.265079] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:45:22.398969] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:22.530829] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:22.660223] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:22.788803] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:22.923036] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:23.074446] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:23.202639] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:23.340575] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:23.470181] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:23.601058] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:23.601204] [INFO ] [CONFIGURE ] KMX: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:45:23.601248] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4035 tests
[2025-10-10T23:45:23.601283] [INFO ] [CONFIGURE ] KMX: Testing feature 21/29: add_range_position
[2025-10-10T23:45:23.601313] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:45:23.737515] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:23.876059] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:24.016947] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:24.159283] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:24.318134] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:24.484611] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:24.628244] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:24.766897] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:24.907685] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:25.054479] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:25.054702] [INFO ] [CONFIGURE ] KMX: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:45:25.054762] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4034 tests
[2025-10-10T23:45:25.054801] [INFO ] [CONFIGURE ] KMX: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:45:25.054834] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:45:25.204243] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:25.359471] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:25.519624] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:25.674076] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:25.831174] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:25.986601] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:26.140536] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:26.292138] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:26.444575] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:26.602981] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:26.603599] [INFO ] [CONFIGURE ] KMX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:45:26.603683] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4033 tests
[2025-10-10T23:45:26.603737] [INFO ] [CONFIGURE ] KMX: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:45:26.603819] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:45:26.731323] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:26.890080] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:27.015597] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:27.142830] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:27.287734] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:27.419448] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:27.549363] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:27.682043] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:27.830136] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:27.966242] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:27.966414] [INFO ] [CONFIGURE ] KMX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:45:27.966459] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4032 tests
[2025-10-10T23:45:27.966507] [INFO ] [CONFIGURE ] KMX: Testing feature 24/29: add_rsi
[2025-10-10T23:45:27.966563] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:45:28.111566] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:28.255940] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:28.409484] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:28.560232] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:28.711734] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:28.862183] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:29.007555] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:29.154340] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:29.301980] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:29.454381] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:29.454541] [INFO ] [CONFIGURE ] KMX: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T23:45:29.454603] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4031 tests
[2025-10-10T23:45:29.454662] [INFO ] [CONFIGURE ] KMX: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:45:29.454718] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:45:29.580628] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:29.728387] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:29.862683] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:29.996552] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:30.144285] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:30.291455] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:30.445904] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:30.594193] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:30.735421] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:30.872388] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:30.872583] [INFO ] [CONFIGURE ] KMX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:45:30.872629] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4030 tests
[2025-10-10T23:45:30.872706] [INFO ] [CONFIGURE ] KMX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:45:30.872759] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:45:31.009705] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:31.138942] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:31.270493] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:31.403527] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:31.543694] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:31.682371] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:31.819403] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:31.958234] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:32.094046] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:32.227895] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:32.228064] [INFO ] [CONFIGURE ] KMX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T23:45:32.228138] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4029 tests
[2025-10-10T23:45:32.228205] [INFO ] [CONFIGURE ] KMX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:45:32.228344] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:45:32.362833] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:32.501168] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:32.636603] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:32.772077] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:32.910090] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:33.052253] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:33.191842] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:33.330160] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:33.469510] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:33.614117] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:33.614308] [INFO ] [CONFIGURE ] KMX: KEPT add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:45:33.614370] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4028 tests
[2025-10-10T23:45:33.614407] [INFO ] [CONFIGURE ] KMX: Testing feature 28/29: add_volume_profile
[2025-10-10T23:45:33.614438] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-10T23:45:33.772714] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:45:33.920080] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:45:34.066102] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:34.215456] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:34.361162] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:34.506295] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:34.658660] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:34.806745] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:34.957388] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:35.124003] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:45:35.124209] [INFO ] [CONFIGURE ] KMX: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-10T23:45:35.124255] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4027 tests
[2025-10-10T23:45:35.124304] [INFO ] [CONFIGURE ] KMX: Testing feature 29/29: add_vwap
[2025-10-10T23:45:35.124362] [INFO ] [CONFIGURE ] KMX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_vwap']
[2025-10-10T23:45:35.317849] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:45:35.539544] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:45:35.790890] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:45:36.087974] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:36.269333] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:45:36.453803] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:36.627024] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:45:36.784872] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:36.942412] [DEBUG] [FORECASTER] KMX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:37.101990] [DEBUG] [FORECASTER] KMX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:45:37.102160] [INFO ] [CONFIGURE ] KMX: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T23:45:37.102205] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4026 tests
[2025-10-10T23:45:37.102258] [INFO ] [CONFIGURE ] KMX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:45:37.102315] [INFO ] [CONFIGURE ] KMX: Best accuracy: 60.00%
[2025-10-10T23:45:37.102350] [INFO ] [CONFIGURE ] KMX: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:45:37.102381] [INFO ] [CONFIGURE ] KMX: Improvement over baseline: 30.00%
[2025-10-10T23:45:37.102409] [INFO ] [CONFIGURE ] KMX: Total time: 41.5 seconds
[2025-10-10T23:45:37.102439] [INFO ] [CONFIGURE ] KMX: Average time per feature: 1.4 seconds
[2025-10-10T23:45:37.102469] [INFO ] [CONFIGURE ] KMX: Average speed: 0.70 features/sec
[2025-10-10T23:45:37.103142] [INFO ] [LOCAL     ] Saved configuration for KMX: 2 features, 60.00% accuracy -> ./output/feature-sets/KMX.json
[2025-10-10T23:45:37.103199] [INFO ] [CONFIGURE ] KMX: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T23:45:37.103269] [INFO ] [sig       ] [82/220] Successfully configured KMX | 0.02 sym/s | Total: 59.9m | ETA: 1.7h
[2025-10-10T23:45:37.103348] [INFO ] [sig       ] [83/220] Configuring LGI...
[2025-10-10T23:45:37.103427] [INFO ] [CONFIGURE ] LGI: Configurate test run.
[2025-10-10T23:45:37.103502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-10-10T23:45:37.119055] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LGI'.
[2025-10-10T23:45:37.119431] [INFO ] [CONFIGURE ] LGI: Testing with 29 available features
[2025-10-10T23:45:37.119488] [INFO ] [CONFIGURE ] LGI: Establishing baseline with no features...
[2025-10-10T23:45:37.225793] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:37.332055] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:37.435000] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:37.539703] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:45:37.644763] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:37.750033] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:37.855746] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:37.961785] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:38.066222] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:38.171264] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:38.171415] [INFO ] [CONFIGURE ] LGI: Baseline score (no features): 50.00%
[2025-10-10T23:45:38.171522] [INFO ] [CONFIGURE ] LGI: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:45:38.171562] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:45:38.284834] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:38.404045] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:38.518486] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:38.634296] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:38.752662] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:38.873981] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:38.989298] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:39.102930] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:39.217719] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:39.337343] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:39.337536] [INFO ] [CONFIGURE ] LGI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:45:39.337593] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4025 tests
[2025-10-10T23:45:39.337630] [INFO ] [CONFIGURE ] LGI: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:45:39.337698] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:45:39.475941] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:39.612009] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:39.745234] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:39.884900] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:40.022429] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:40.159742] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:40.298529] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:40.441288] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:40.600005] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:40.742633] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:45:40.742883] [INFO ] [CONFIGURE ] LGI: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-10T23:45:40.742933] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4024 tests
[2025-10-10T23:45:40.742970] [INFO ] [CONFIGURE ] LGI: Testing feature 3/29: add_daily_returns
[2025-10-10T23:45:40.743001] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:45:40.883532] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:41.019397] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:41.155698] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:41.291869] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:41.430449] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:41.567888] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:41.704996] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:41.842155] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:41.981060] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:42.122069] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:42.122199] [INFO ] [CONFIGURE ] LGI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T23:45:42.122243] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4023 tests
[2025-10-10T23:45:42.122277] [INFO ] [CONFIGURE ] LGI: Testing feature 4/29: add_ema
[2025-10-10T23:45:42.122307] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-10T23:45:42.270899] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:42.419090] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:42.568040] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:42.717306] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:42.867106] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:43.019239] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:43.169502] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:43.320835] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:43.485414] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:43.644849] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:43.645077] [INFO ] [CONFIGURE ] LGI: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:45:43.645125] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4022 tests
[2025-10-10T23:45:43.645162] [INFO ] [CONFIGURE ] LGI: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:45:43.645193] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:45:43.795349] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:43.956241] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:44.115076] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:44.278212] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:44.439900] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:44.602265] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:44.762178] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:44.923405] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:45.084369] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:45:45.242933] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:45.243112] [INFO ] [CONFIGURE ] LGI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:45:45.243160] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4021 tests
[2025-10-10T23:45:45.243195] [INFO ] [CONFIGURE ] LGI: Testing feature 6/29: add_failed_moves
[2025-10-10T23:45:45.243225] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:45:45.379130] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:45.516457] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:45.653100] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:45.790664] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:45.928742] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:46.068208] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:46.207536] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:46.347551] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:46.488411] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:46.630602] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:45:46.630755] [INFO ] [CONFIGURE ] LGI: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:45:46.630806] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4020 tests
[2025-10-10T23:45:46.630842] [INFO ] [CONFIGURE ] LGI: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:45:46.630872] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:45:46.761954] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:46.894286] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:47.027175] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:47.163729] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:47.322557] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:47.480799] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:47.641939] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:47.814869] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:47.983629] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:48.170422] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:48.170685] [INFO ] [CONFIGURE ] LGI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:45:48.170751] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4019 tests
[2025-10-10T23:45:48.170796] [INFO ] [CONFIGURE ] LGI: Testing feature 8/29: add_macd
[2025-10-10T23:45:48.170841] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:45:48.363715] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:48.554890] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:48.746100] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:48.945561] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:49.142378] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:49.338866] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:49.536486] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:49.722182] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:49.904230] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:50.082397] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:45:50.082615] [INFO ] [CONFIGURE ] LGI: DISCARDED add_macd (score: 80.00%)
[2025-10-10T23:45:50.082703] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4018 tests
[2025-10-10T23:45:50.082752] [INFO ] [CONFIGURE ] LGI: Testing feature 9/29: add_mfi
[2025-10-10T23:45:50.082785] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-10T23:45:50.230422] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:50.380056] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:50.532467] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:50.682256] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:50.833375] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:50.996686] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:51.189284] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:51.340684] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:51.494000] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:51.664015] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:51.664294] [INFO ] [CONFIGURE ] LGI: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:45:51.664346] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4017 tests
[2025-10-10T23:45:51.664388] [INFO ] [CONFIGURE ] LGI: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:45:51.664424] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:45:51.840420] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:52.005461] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:52.171741] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:52.337881] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:52.507672] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:52.677555] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:52.849376] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:53.022724] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:53.199738] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:53.391354] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:53.391582] [INFO ] [CONFIGURE ] LGI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:45:53.391629] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4016 tests
[2025-10-10T23:45:53.391704] [INFO ] [CONFIGURE ] LGI: Testing feature 11/29: add_obv_daily
[2025-10-10T23:45:53.391751] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:45:53.574869] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:53.766098] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:53.968544] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:54.144616] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:54.314165] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:54.481213] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:45:54.646970] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:54.817267] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:54.996338] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:55.166192] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:55.166402] [INFO ] [CONFIGURE ] LGI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:45:55.166458] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4015 tests
[2025-10-10T23:45:55.166502] [INFO ] [CONFIGURE ] LGI: Testing feature 12/29: add_obv_interval
[2025-10-10T23:45:55.166537] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:45:55.326362] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:55.490956] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:55.662121] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:55.835298] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:56.001078] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:56.165592] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:56.336553] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:56.504399] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:45:56.671837] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:56.840079] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:56.840451] [INFO ] [CONFIGURE ] LGI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:45:56.840518] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4014 tests
[2025-10-10T23:45:56.840566] [INFO ] [CONFIGURE ] LGI: Testing feature 13/29: add_opening_strength
[2025-10-10T23:45:56.840627] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:45:57.015262] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:57.183293] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:57.354026] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:57.523309] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:57.698501] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:57.871733] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:58.050284] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:45:58.214672] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:45:58.395861] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:45:58.571637] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:45:58.571891] [INFO ] [CONFIGURE ] LGI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:45:58.571939] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4013 tests
[2025-10-10T23:45:58.571979] [INFO ] [CONFIGURE ] LGI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:45:58.572013] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:45:58.744798] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:45:58.938465] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:45:59.119468] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:45:59.292833] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:45:59.476839] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:45:59.672204] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:45:59.850022] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:00.038675] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:00.230706] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:00.412134] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:00.412369] [INFO ] [CONFIGURE ] LGI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:46:00.412457] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4012 tests
[2025-10-10T23:46:00.412535] [INFO ] [CONFIGURE ] LGI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:46:00.412595] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:46:00.574543] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:00.730451] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:00.893339] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:01.053114] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:01.219794] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:01.383049] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:01.544461] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:01.709590] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:01.876207] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:02.043223] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:02.043517] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:46:02.043584] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4011 tests
[2025-10-10T23:46:02.043629] [INFO ] [CONFIGURE ] LGI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:46:02.043703] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:46:02.209425] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:02.370291] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:02.538639] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:02.705896] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:02.882963] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:03.056145] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:03.229348] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:03.400508] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:03.586606] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:03.764364] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:03.764607] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:46:03.764681] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4010 tests
[2025-10-10T23:46:03.764739] [INFO ] [CONFIGURE ] LGI: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:46:03.764774] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:46:03.933919] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:04.111403] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:04.300670] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:04.488197] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:04.660272] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:04.837488] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:05.016442] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:05.188275] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:05.361761] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:05.553252] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:05.553504] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:46:05.553558] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4009 tests
[2025-10-10T23:46:05.553712] [INFO ] [CONFIGURE ] LGI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:46:05.553778] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:46:05.694062] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:05.836099] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:05.978073] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:06.124979] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:06.270299] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:06.416359] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:06.566363] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:06.723132] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:06.874471] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:07.021584] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:07.021818] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-10T23:46:07.021882] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4008 tests
[2025-10-10T23:46:07.021920] [INFO ] [CONFIGURE ] LGI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:46:07.021951] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:46:07.163044] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:07.306031] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:07.452634] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:07.595100] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:07.739589] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:07.884287] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:08.032078] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:08.182877] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:08.333218] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:08.502128] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:08.502354] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:46:08.502406] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4007 tests
[2025-10-10T23:46:08.502447] [INFO ] [CONFIGURE ] LGI: Testing feature 20/29: add_price_rejection
[2025-10-10T23:46:08.502482] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:46:08.673547] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:08.836389] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:09.001914] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:09.158928] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:09.312170] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:09.463753] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:09.617873] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:09.772879] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:09.926505] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:10.085287] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:10.085446] [INFO ] [CONFIGURE ] LGI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:46:10.085491] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4006 tests
[2025-10-10T23:46:10.085527] [INFO ] [CONFIGURE ] LGI: Testing feature 21/29: add_range_position
[2025-10-10T23:46:10.085559] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-10T23:46:10.244460] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:10.407095] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:10.580625] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:10.745382] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:10.911781] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:11.076473] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:11.243954] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:11.410191] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:11.594131] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:11.755636] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:11.755836] [INFO ] [CONFIGURE ] LGI: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:46:11.755893] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4005 tests
[2025-10-10T23:46:11.755935] [INFO ] [CONFIGURE ] LGI: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:46:11.755967] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:46:11.929178] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:12.100548] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:12.274005] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:12.455247] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:12.648860] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:12.843514] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:13.037105] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:13.217296] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:13.399756] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:13.583314] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:13.583576] [INFO ] [CONFIGURE ] LGI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:46:13.583633] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4004 tests
[2025-10-10T23:46:13.583713] [INFO ] [CONFIGURE ] LGI: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:46:13.583796] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:46:13.734758] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:13.885347] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:14.044345] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:14.196477] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:14.349318] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:14.500536] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:14.654178] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:14.805235] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:14.960434] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:15.114527] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:15.114730] [INFO ] [CONFIGURE ] LGI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:46:15.114790] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4003 tests
[2025-10-10T23:46:15.114860] [INFO ] [CONFIGURE ] LGI: Testing feature 24/29: add_rsi
[2025-10-10T23:46:15.114920] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:46:15.280239] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:15.448477] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:15.613792] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:15.820897] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:16.009812] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:16.200787] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:16.366608] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:16.533417] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:16.700825] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:16.867536] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:16.867718] [INFO ] [CONFIGURE ] LGI: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:46:16.867774] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4002 tests
[2025-10-10T23:46:16.867863] [INFO ] [CONFIGURE ] LGI: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:46:16.867904] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-10T23:46:17.010607] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:17.155373] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:17.300351] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:17.448131] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:17.604138] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:17.760036] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:17.912854] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:18.064402] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:18.216417] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:18.373296] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:18.373520] [INFO ] [CONFIGURE ] LGI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:46:18.373584] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4001 tests
[2025-10-10T23:46:18.373623] [INFO ] [CONFIGURE ] LGI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:46:18.373695] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-10T23:46:18.521580] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:18.670817] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:18.838260] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:18.985629] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:19.138875] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:19.287634] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:19.432549] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:19.578749] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:19.725200] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:19.872781] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:19.872955] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:46:19.873002] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4000 tests
[2025-10-10T23:46:19.873037] [INFO ] [CONFIGURE ] LGI: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:46:19.873068] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-10T23:46:20.025820] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:20.180735] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:20.336734] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:20.495188] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:20.651073] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:20.808887] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:20.967271] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:21.124347] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:21.283864] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:21.443040] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:21.443209] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:46:21.443252] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3999 tests
[2025-10-10T23:46:21.443288] [INFO ] [CONFIGURE ] LGI: Testing feature 28/29: add_volume_profile
[2025-10-10T23:46:21.443317] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-10T23:46:21.587173] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:21.735828] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:21.881722] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:22.023848] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:22.166296] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:22.327856] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:22.479403] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:22.628373] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:22.780322] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:22.930526] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:22.930726] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:46:22.930782] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3998 tests
[2025-10-10T23:46:22.930837] [INFO ] [CONFIGURE ] LGI: Testing feature 29/29: add_vwap
[2025-10-10T23:46:22.930893] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-10T23:46:23.077061] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:46:23.224192] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:23.376320] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:46:23.526241] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:46:23.676068] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:23.825766] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:46:23.979292] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:46:24.138052] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:46:24.313419] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:24.463791] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:24.463968] [INFO ] [CONFIGURE ] LGI: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:46:24.464012] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3997 tests
[2025-10-10T23:46:24.464101] [INFO ] [CONFIGURE ] LGI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:46:24.464160] [INFO ] [CONFIGURE ] LGI: Best accuracy: 80.00%
[2025-10-10T23:46:24.464194] [INFO ] [CONFIGURE ] LGI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:46:24.464224] [INFO ] [CONFIGURE ] LGI: Improvement over baseline: 30.00%
[2025-10-10T23:46:24.464251] [INFO ] [CONFIGURE ] LGI: Total time: 46.3 seconds
[2025-10-10T23:46:24.464277] [INFO ] [CONFIGURE ] LGI: Average time per feature: 1.6 seconds
[2025-10-10T23:46:24.464303] [INFO ] [CONFIGURE ] LGI: Average speed: 0.63 features/sec
[2025-10-10T23:46:24.465215] [INFO ] [LOCAL     ] Saved configuration for LGI: 2 features, 80.00% accuracy -> ./output/feature-sets/LGI.json
[2025-10-10T23:46:24.465270] [INFO ] [CONFIGURE ] LGI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:46:24.465334] [INFO ] [sig       ] [83/220] Successfully configured LGI | 0.02 sym/s | Total: 1.0h | ETA: 1.7h
[2025-10-10T23:46:24.465424] [INFO ] [sig       ] [84/220] Configuring MFG...
[2025-10-10T23:46:24.465520] [INFO ] [CONFIGURE ] MFG: Configurate test run.
[2025-10-10T23:46:24.465615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-10-10T23:46:24.482782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFG'.
[2025-10-10T23:46:24.483183] [INFO ] [CONFIGURE ] MFG: Testing with 29 available features
[2025-10-10T23:46:24.483240] [INFO ] [CONFIGURE ] MFG: Establishing baseline with no features...
[2025-10-10T23:46:24.580530] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:24.677203] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:24.775885] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:24.883623] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:24.989488] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:25.098011] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:46:25.211843] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:25.322385] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:25.432828] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:25.542799] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:25.542988] [INFO ] [CONFIGURE ] MFG: Baseline score (no features): 40.00%
[2025-10-10T23:46:25.543036] [INFO ] [CONFIGURE ] MFG: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:46:25.543079] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:46:25.665374] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:25.784139] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:25.903968] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:26.024450] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:26.143969] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:26.260013] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:26.375859] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:26.492594] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:26.610632] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:26.733747] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:26.733923] [INFO ] [CONFIGURE ] MFG: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:46:26.733967] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3996 tests
[2025-10-10T23:46:26.734003] [INFO ] [CONFIGURE ] MFG: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:46:26.734036] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:46:26.881526] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:27.035997] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:27.201613] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:46:27.355408] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:27.509311] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:46:27.684369] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:27.922487] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:28.133110] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:28.349418] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:28.559921] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:28.560204] [INFO ] [CONFIGURE ] MFG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:46:28.560269] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3995 tests
[2025-10-10T23:46:28.560310] [INFO ] [CONFIGURE ] MFG: Testing feature 3/29: add_daily_returns
[2025-10-10T23:46:28.560342] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:46:28.708400] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:28.841112] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:28.962456] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:29.082398] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:29.208676] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:29.332347] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:29.466868] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:29.588485] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:29.711298] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:29.841333] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:29.841506] [INFO ] [CONFIGURE ] MFG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:46:29.841549] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3994 tests
[2025-10-10T23:46:29.841586] [INFO ] [CONFIGURE ] MFG: Testing feature 4/29: add_ema
[2025-10-10T23:46:29.841617] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:46:29.982834] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:30.128515] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:30.268178] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:30.407288] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:30.545833] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:30.685840] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:30.829361] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:30.987362] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:31.134228] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:31.276510] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:31.276719] [INFO ] [CONFIGURE ] MFG: DISCARDED add_ema (score: 40.00%)
[2025-10-10T23:46:31.276778] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 3993 tests
[2025-10-10T23:46:31.276816] [INFO ] [CONFIGURE ] MFG: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:46:31.276847] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:46:31.422881] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:31.569739] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:31.720767] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:46:31.869124] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:32.017953] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:32.165095] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:32.319480] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:32.468386] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:32.617938] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:32.768071] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:32.768247] [INFO ] [CONFIGURE ] MFG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:46:32.768300] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3992 tests
[2025-10-10T23:46:32.768343] [INFO ] [CONFIGURE ] MFG: Testing feature 6/29: add_failed_moves
[2025-10-10T23:46:32.768381] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:46:32.899940] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:33.028161] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:33.154183] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:33.280202] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:33.415262] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:33.544039] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:33.673240] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:33.801132] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:33.931620] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:34.067450] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:34.067662] [INFO ] [CONFIGURE ] MFG: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:46:34.067725] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3991 tests
[2025-10-10T23:46:34.067773] [INFO ] [CONFIGURE ] MFG: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:46:34.067829] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:46:34.182801] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:34.297559] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:34.414431] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:34.533547] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:34.650630] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:34.769707] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:34.889499] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:35.009062] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:35.130965] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:35.256037] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:35.256207] [INFO ] [CONFIGURE ] MFG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:46:35.256252] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3990 tests
[2025-10-10T23:46:35.256289] [INFO ] [CONFIGURE ] MFG: Testing feature 8/29: add_macd
[2025-10-10T23:46:35.256325] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:46:35.413621] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:35.564631] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:35.719516] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:46:35.878181] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:36.037907] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:36.190949] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:36.350318] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:36.505943] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:36.659168] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:36.817453] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:36.817623] [INFO ] [CONFIGURE ] MFG: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:46:36.817700] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3989 tests
[2025-10-10T23:46:36.817748] [INFO ] [CONFIGURE ] MFG: Testing feature 9/29: add_mfi
[2025-10-10T23:46:36.817782] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:46:36.942990] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:37.070132] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:37.195670] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:37.323242] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:37.453487] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:37.582070] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:37.710302] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:37.840096] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:37.974814] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:38.105572] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:38.105738] [INFO ] [CONFIGURE ] MFG: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T23:46:38.105793] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3988 tests
[2025-10-10T23:46:38.105832] [INFO ] [CONFIGURE ] MFG: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:46:38.105864] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:46:38.247494] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:38.389812] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:38.539876] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:46:38.683596] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:38.826701] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:38.970835] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:46:39.127137] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:39.273268] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:39.419605] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:39.567992] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:39.568155] [INFO ] [CONFIGURE ] MFG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:46:39.568197] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3987 tests
[2025-10-10T23:46:39.568231] [INFO ] [CONFIGURE ] MFG: Testing feature 11/29: add_obv_daily
[2025-10-10T23:46:39.568262] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:46:39.693169] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:39.813445] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:39.936316] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:46:40.076970] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:40.206856] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:40.333739] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:40.457956] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:40.585520] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:40.710979] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:40.840135] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:40.840424] [INFO ] [CONFIGURE ] MFG: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-10T23:46:40.840495] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3986 tests
[2025-10-10T23:46:40.840554] [INFO ] [CONFIGURE ] MFG: Testing feature 12/29: add_obv_interval
[2025-10-10T23:46:40.840589] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:46:40.962922] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:41.087299] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:41.212763] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:41.337423] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:41.460610] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:41.584673] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:41.708506] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:41.838958] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:41.964846] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:42.088502] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:42.088702] [INFO ] [CONFIGURE ] MFG: KEPT add_obv_interval (score: 70.00%)
[2025-10-10T23:46:42.088762] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3985 tests
[2025-10-10T23:46:42.088890] [INFO ] [CONFIGURE ] MFG: Testing feature 13/29: add_opening_strength
[2025-10-10T23:46:42.088942] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:46:42.224790] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:42.361753] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:42.501852] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:42.639252] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:42.776259] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:42.915060] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:43.089303] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:43.226540] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:43.366154] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:43.518441] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:43.518852] [INFO ] [CONFIGURE ] MFG: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:46:43.518915] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3984 tests
[2025-10-10T23:46:43.518957] [INFO ] [CONFIGURE ] MFG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:46:43.518990] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:46:43.664082] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:43.803981] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:43.943723] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:44.092941] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:44.240541] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:44.390606] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:46:44.540484] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:44.689154] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:44.834745] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:44.987284] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:44.987487] [INFO ] [CONFIGURE ] MFG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:46:44.987537] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3983 tests
[2025-10-10T23:46:44.987575] [INFO ] [CONFIGURE ] MFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:46:44.987606] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-10T23:46:45.116049] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:45.240781] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:45.368429] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:45.495228] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:45.626713] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:45.756890] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:45.894666] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:46.026099] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:46.152758] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:46.279687] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:46.279818] [INFO ] [CONFIGURE ] MFG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:46:46.279861] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3982 tests
[2025-10-10T23:46:46.279895] [INFO ] [CONFIGURE ] MFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:46:46.279925] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-10T23:46:46.409996] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:46:46.540428] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:46.671050] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:46.801856] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:46.933738] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:47.073976] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:47.206671] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:47.340906] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:47.475888] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:47.611201] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:47.611372] [INFO ] [CONFIGURE ] MFG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:46:47.611433] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3981 tests
[2025-10-10T23:46:47.611471] [INFO ] [CONFIGURE ] MFG: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:46:47.611502] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-10T23:46:47.745535] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:47.880992] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:48.017771] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:48.160400] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:48.334768] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:48.498544] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:48.640216] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:48.788282] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:48.934074] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:49.091152] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:49.091322] [INFO ] [CONFIGURE ] MFG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:46:49.091368] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3980 tests
[2025-10-10T23:46:49.091406] [INFO ] [CONFIGURE ] MFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:46:49.091463] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-10T23:46:49.244194] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:49.376319] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:49.506896] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:49.645255] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:49.776987] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:49.903840] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:50.035882] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:50.166975] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:50.298010] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:50.430235] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:50.430418] [INFO ] [CONFIGURE ] MFG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:46:50.430464] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3979 tests
[2025-10-10T23:46:50.430500] [INFO ] [CONFIGURE ] MFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:46:50.430531] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-10T23:46:50.572140] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:50.697544] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:50.826181] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:50.953156] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:51.082606] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:51.210471] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:51.338556] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:51.467492] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:51.601279] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:51.738437] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:51.738619] [INFO ] [CONFIGURE ] MFG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:46:51.738700] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3978 tests
[2025-10-10T23:46:51.738752] [INFO ] [CONFIGURE ] MFG: Testing feature 20/29: add_price_rejection
[2025-10-10T23:46:51.738787] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection']
[2025-10-10T23:46:51.877147] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:52.018333] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:52.184067] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:52.320543] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:52.464016] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:52.603492] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:46:52.755831] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:52.893772] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:53.034412] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:53.176584] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:53.176760] [INFO ] [CONFIGURE ] MFG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:46:53.176816] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3977 tests
[2025-10-10T23:46:53.176853] [INFO ] [CONFIGURE ] MFG: Testing feature 21/29: add_range_position
[2025-10-10T23:46:53.176885] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position']
[2025-10-10T23:46:53.319045] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:53.466866] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:53.612272] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:53.770207] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:53.925047] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:46:54.085306] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:54.229426] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:54.378598] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:54.524034] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:54.674351] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:54.674567] [INFO ] [CONFIGURE ] MFG: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:46:54.674630] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3976 tests
[2025-10-10T23:46:54.674704] [INFO ] [CONFIGURE ] MFG: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:46:54.674747] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility']
[2025-10-10T23:46:54.831478] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:55.002293] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:55.168599] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:55.337357] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:46:55.503473] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:55.665485] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:55.825868] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:46:55.996136] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:56.162715] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:56.328520] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:56.328706] [INFO ] [CONFIGURE ] MFG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:46:56.328764] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3975 tests
[2025-10-10T23:46:56.328963] [INFO ] [CONFIGURE ] MFG: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:46:56.329020] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context']
[2025-10-10T23:46:56.491516] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:56.657357] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:56.817111] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:56.978346] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:57.141659] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:57.306294] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:57.469394] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:57.622828] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:46:57.774138] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:46:57.937897] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:46:57.938605] [INFO ] [CONFIGURE ] MFG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:46:57.938702] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3974 tests
[2025-10-10T23:46:57.938776] [INFO ] [CONFIGURE ] MFG: Testing feature 24/29: add_rsi
[2025-10-10T23:46:57.938837] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-10T23:46:58.121116] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:58.309454] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:46:58.515538] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:46:58.693844] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:46:58.867838] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:46:59.051822] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:46:59.210930] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:46:59.367313] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:46:59.532092] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:46:59.693403] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:46:59.693542] [INFO ] [CONFIGURE ] MFG: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:46:59.693586] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3973 tests
[2025-10-10T23:46:59.693620] [INFO ] [CONFIGURE ] MFG: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:46:59.693680] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution']
[2025-10-10T23:46:59.825479] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:46:59.982752] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:47:00.116157] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:47:00.250451] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:47:00.392401] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:00.544207] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:00.692046] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:47:00.844208] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:47:00.995756] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:01.139833] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:01.139996] [INFO ] [CONFIGURE ] MFG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:47:01.140042] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3972 tests
[2025-10-10T23:47:01.140078] [INFO ] [CONFIGURE ] MFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:47:01.140110] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-10T23:47:01.280978] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:47:01.427538] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:47:01.566795] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:47:01.706232] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:47:01.847361] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:01.991157] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:02.132327] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:47:02.272352] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:47:02.418855] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:02.560292] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:02.560470] [INFO ] [CONFIGURE ] MFG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:47:02.560514] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3971 tests
[2025-10-10T23:47:02.560548] [INFO ] [CONFIGURE ] MFG: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:47:02.560579] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-10T23:47:02.705634] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:47:02.852601] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:47:03.002105] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:47:03.149039] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:47:03.325160] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:03.485786] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:03.639565] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:47:03.791516] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:47:03.949983] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:04.103797] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:04.103963] [INFO ] [CONFIGURE ] MFG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:47:04.104012] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3970 tests
[2025-10-10T23:47:04.104049] [INFO ] [CONFIGURE ] MFG: Testing feature 28/29: add_volume_profile
[2025-10-10T23:47:04.104080] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile']
[2025-10-10T23:47:04.241660] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:47:04.380944] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:47:04.549942] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:47:04.682045] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:47:04.815291] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:04.951301] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:05.088409] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:47:05.230514] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:47:05.372355] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:05.516277] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:05.516471] [INFO ] [CONFIGURE ] MFG: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-10T23:47:05.516514] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3969 tests
[2025-10-10T23:47:05.516576] [INFO ] [CONFIGURE ] MFG: Testing feature 29/29: add_vwap
[2025-10-10T23:47:05.516633] [INFO ] [CONFIGURE ] MFG: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap']
[2025-10-10T23:47:05.652873] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:47:05.792673] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:47:05.928730] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:47:06.066457] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:47:06.202766] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:06.339302] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:06.477919] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:06.618666] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:47:06.758182] [DEBUG] [FORECASTER] MFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:06.897327] [DEBUG] [FORECASTER] MFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:06.897488] [INFO ] [CONFIGURE ] MFG: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:47:06.897533] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3968 tests
[2025-10-10T23:47:06.897596] [INFO ] [CONFIGURE ] MFG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:47:06.897679] [INFO ] [CONFIGURE ] MFG: Best accuracy: 70.00%
[2025-10-10T23:47:06.897733] [INFO ] [CONFIGURE ] MFG: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:47:06.897796] [INFO ] [CONFIGURE ] MFG: Improvement over baseline: 30.00%
[2025-10-10T23:47:06.897871] [INFO ] [CONFIGURE ] MFG: Total time: 41.4 seconds
[2025-10-10T23:47:06.897930] [INFO ] [CONFIGURE ] MFG: Average time per feature: 1.4 seconds
[2025-10-10T23:47:06.897968] [INFO ] [CONFIGURE ] MFG: Average speed: 0.70 features/sec
[2025-10-10T23:47:06.898588] [INFO ] [LOCAL     ] Saved configuration for MFG: 2 features, 70.00% accuracy -> ./output/feature-sets/MFG.json
[2025-10-10T23:47:06.898666] [INFO ] [CONFIGURE ] MFG: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:47:06.898749] [INFO ] [sig       ] [84/220] Successfully configured MFG | 0.02 sym/s | Total: 1.0h | ETA: 1.7h
[2025-10-10T23:47:06.898856] [INFO ] [sig       ] [85/220] Configuring MPV...
[2025-10-10T23:47:06.898930] [INFO ] [CONFIGURE ] MPV: Configurate test run.
[2025-10-10T23:47:06.899004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-10-10T23:47:06.916859] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPV'.
[2025-10-10T23:47:06.917335] [INFO ] [CONFIGURE ] MPV: Testing with 29 available features
[2025-10-10T23:47:06.917407] [INFO ] [CONFIGURE ] MPV: Establishing baseline with no features...
[2025-10-10T23:47:07.020685] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:07.122561] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:07.229551] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:47:07.332881] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:07.437604] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:07.568495] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:07.679128] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:07.798147] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:07.918268] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:08.035332] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:08.035504] [INFO ] [CONFIGURE ] MPV: Baseline score (no features): 60.00%
[2025-10-10T23:47:08.035547] [INFO ] [CONFIGURE ] MPV: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:47:08.035580] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:47:08.151211] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:08.264151] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:08.376300] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:08.489196] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:08.603751] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:08.722284] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:08.839305] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:08.957690] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:09.074524] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:09.200809] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:09.201006] [INFO ] [CONFIGURE ] MPV: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:47:09.201067] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3967 tests
[2025-10-10T23:47:09.201105] [INFO ] [CONFIGURE ] MPV: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:47:09.201136] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:47:09.348896] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:09.503360] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:09.656630] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:09.810076] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:09.963109] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:10.122420] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:10.282214] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:10.439067] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:10.620255] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:10.760149] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:10.760319] [INFO ] [CONFIGURE ] MPV: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-10T23:47:10.760363] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3966 tests
[2025-10-10T23:47:10.760397] [INFO ] [CONFIGURE ] MPV: Testing feature 3/29: add_daily_returns
[2025-10-10T23:47:10.760430] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:47:10.888974] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:11.020060] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:11.148777] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:11.273198] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:11.395618] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:11.522338] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:11.646297] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:11.771528] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:11.896308] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:12.025662] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:12.025890] [INFO ] [CONFIGURE ] MPV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T23:47:12.025942] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3965 tests
[2025-10-10T23:47:12.025992] [INFO ] [CONFIGURE ] MPV: Testing feature 4/29: add_ema
[2025-10-10T23:47:12.026049] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:47:12.160548] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:12.296057] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:12.436272] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:12.573849] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:12.711075] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:12.847335] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:12.988032] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:13.126078] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:13.264040] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:13.407410] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:13.407608] [INFO ] [CONFIGURE ] MPV: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:47:13.407692] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3964 tests
[2025-10-10T23:47:13.407756] [INFO ] [CONFIGURE ] MPV: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:47:13.407813] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:47:13.549549] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:13.700614] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:13.852073] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:14.000717] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:14.157898] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:14.307510] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:14.470307] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:47:14.631960] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:14.785548] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:14.939005] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:14.939217] [INFO ] [CONFIGURE ] MPV: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:47:14.939261] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3963 tests
[2025-10-10T23:47:14.939297] [INFO ] [CONFIGURE ] MPV: Testing feature 6/29: add_failed_moves
[2025-10-10T23:47:14.939329] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:47:15.073727] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:15.210678] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:15.342824] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:15.477787] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:15.612965] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:15.755180] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:15.897899] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:16.029379] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:16.164293] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:16.296958] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:16.297140] [INFO ] [CONFIGURE ] MPV: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:47:16.297202] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3962 tests
[2025-10-10T23:47:16.297241] [INFO ] [CONFIGURE ] MPV: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:47:16.297272] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:47:16.417175] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:16.539135] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:16.688465] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:16.809911] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:16.931875] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:17.058586] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:17.185557] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:17.310279] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:17.436660] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:17.568914] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:17.569114] [INFO ] [CONFIGURE ] MPV: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:47:17.569168] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3961 tests
[2025-10-10T23:47:17.569226] [INFO ] [CONFIGURE ] MPV: Testing feature 8/29: add_macd
[2025-10-10T23:47:17.569261] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:47:17.727372] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:17.886009] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:47:18.047711] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:18.207251] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:18.366886] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:18.527602] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:18.685888] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:18.843827] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:19.007840] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:19.177279] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:19.177468] [INFO ] [CONFIGURE ] MPV: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:47:19.177529] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3960 tests
[2025-10-10T23:47:19.177567] [INFO ] [CONFIGURE ] MPV: Testing feature 9/29: add_mfi
[2025-10-10T23:47:19.177597] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:47:19.322884] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:19.474783] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:19.610965] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:19.754039] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:19.892907] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:20.036950] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:20.177683] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:20.318860] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:20.460147] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:20.601587] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:20.601801] [INFO ] [CONFIGURE ] MPV: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:47:20.601852] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3959 tests
[2025-10-10T23:47:20.601889] [INFO ] [CONFIGURE ] MPV: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:47:20.601920] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:47:20.755523] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:20.919754] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:21.075333] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:21.231752] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:21.396539] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:21.553625] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:21.709418] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:21.870260] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:22.024253] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:22.180110] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:22.180273] [INFO ] [CONFIGURE ] MPV: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:47:22.180318] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3958 tests
[2025-10-10T23:47:22.180352] [INFO ] [CONFIGURE ] MPV: Testing feature 11/29: add_obv_daily
[2025-10-10T23:47:22.180382] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:47:22.307895] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:22.440613] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:22.569518] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:22.740059] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:22.878294] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:23.017582] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:23.153012] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:23.293781] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:23.432917] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:23.573495] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:23.573731] [INFO ] [CONFIGURE ] MPV: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:47:23.573792] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3957 tests
[2025-10-10T23:47:23.573830] [INFO ] [CONFIGURE ] MPV: Testing feature 12/29: add_obv_interval
[2025-10-10T23:47:23.573861] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:47:23.704600] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:23.837098] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:23.969428] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:24.105397] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:24.248431] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:24.383148] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:24.522360] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:24.660246] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:24.808262] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:24.942168] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:24.942370] [INFO ] [CONFIGURE ] MPV: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:47:24.942422] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3956 tests
[2025-10-10T23:47:24.942458] [INFO ] [CONFIGURE ] MPV: Testing feature 13/29: add_opening_strength
[2025-10-10T23:47:24.942492] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:47:25.082559] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:25.234756] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:25.370721] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:47:25.506115] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:25.642730] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:25.808532] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:25.940907] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:26.074300] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:26.206914] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:26.341451] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:26.341620] [INFO ] [CONFIGURE ] MPV: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:47:26.341695] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3955 tests
[2025-10-10T23:47:26.341743] [INFO ] [CONFIGURE ] MPV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:47:26.341774] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:47:26.475430] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:26.609478] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:26.744437] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:26.878955] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:27.013071] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:27.148045] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:27.282489] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:27.418007] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:27.553780] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:27.691462] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:27.691622] [INFO ] [CONFIGURE ] MPV: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:47:27.691698] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3954 tests
[2025-10-10T23:47:27.691746] [INFO ] [CONFIGURE ] MPV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:47:27.691779] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:47:27.807665] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:27.922602] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:28.039546] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:28.161902] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:28.296250] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:28.420455] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:28.545427] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:28.672487] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:28.823456] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:28.946226] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:28.946408] [INFO ] [CONFIGURE ] MPV: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:47:28.946452] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3953 tests
[2025-10-10T23:47:28.946488] [INFO ] [CONFIGURE ] MPV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:47:28.946519] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:47:29.073131] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:29.202985] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:29.333122] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:29.461608] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:29.597393] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:29.725222] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:29.852979] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:29.979508] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:30.109751] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:30.238597] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:30.238831] [INFO ] [CONFIGURE ] MPV: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:47:30.238880] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3952 tests
[2025-10-10T23:47:30.238916] [INFO ] [CONFIGURE ] MPV: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:47:30.238946] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:47:30.366793] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:30.497633] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:30.626350] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:30.758597] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:30.890779] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:31.022511] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:31.152827] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:31.283781] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:31.414463] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:31.546373] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:31.546515] [INFO ] [CONFIGURE ] MPV: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:47:31.546557] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3951 tests
[2025-10-10T23:47:31.546592] [INFO ] [CONFIGURE ] MPV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:47:31.546622] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:47:31.665935] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:31.794223] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:31.921025] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:32.038432] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:32.157466] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:32.274150] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:32.390860] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:32.510069] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:32.631422] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:32.754871] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:32.755038] [INFO ] [CONFIGURE ] MPV: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:47:32.755083] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3950 tests
[2025-10-10T23:47:32.755120] [INFO ] [CONFIGURE ] MPV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:47:32.755152] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:47:32.885670] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:33.005068] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:33.121465] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:33.238801] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:33.357203] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:33.476440] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:33.595225] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:33.715745] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:33.834601] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:33.955945] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:33.956105] [INFO ] [CONFIGURE ] MPV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:47:33.956148] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3949 tests
[2025-10-10T23:47:33.956182] [INFO ] [CONFIGURE ] MPV: Testing feature 20/29: add_price_rejection
[2025-10-10T23:47:33.956214] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:47:34.080665] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:34.224324] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:34.358161] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:34.492965] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:34.633534] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:34.770532] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:34.911466] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:35.059969] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:35.203909] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:35.350007] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:35.350239] [INFO ] [CONFIGURE ] MPV: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:47:35.350304] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3948 tests
[2025-10-10T23:47:35.350345] [INFO ] [CONFIGURE ] MPV: Testing feature 21/29: add_range_position
[2025-10-10T23:47:35.350379] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:47:35.494969] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:35.639463] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:35.793465] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:35.986385] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:36.195760] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:36.395666] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:36.589403] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:36.790481] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:36.992665] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:37.165824] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:37.166008] [INFO ] [CONFIGURE ] MPV: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:47:37.166054] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3947 tests
[2025-10-10T23:47:37.166091] [INFO ] [CONFIGURE ] MPV: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:47:37.166125] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:47:37.346788] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:37.513590] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:37.670365] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:37.830137] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:37.990352] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:38.152635] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:38.326909] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:38.513145] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:38.695389] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:38.875438] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:38.875751] [INFO ] [CONFIGURE ] MPV: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:47:38.875815] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3946 tests
[2025-10-10T23:47:38.875858] [INFO ] [CONFIGURE ] MPV: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:47:38.875892] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:47:39.013346] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:39.145490] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:39.278248] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:39.413891] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:39.548477] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:39.682455] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:39.819627] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:39.954965] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:40.089554] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:40.230268] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:40.230691] [INFO ] [CONFIGURE ] MPV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:47:40.230754] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3945 tests
[2025-10-10T23:47:40.230804] [INFO ] [CONFIGURE ] MPV: Testing feature 24/29: add_rsi
[2025-10-10T23:47:40.230865] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:47:40.380597] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:40.531575] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:40.686098] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:40.837323] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:40.990028] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:41.150493] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:41.303150] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:41.459756] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:41.622410] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:41.782204] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:41.782393] [INFO ] [CONFIGURE ] MPV: KEPT add_rsi (score: 80.00%)
[2025-10-10T23:47:41.782437] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3944 tests
[2025-10-10T23:47:41.782476] [INFO ] [CONFIGURE ] MPV: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:47:41.782509] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-10T23:47:41.941710] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:42.104032] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:42.267738] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:42.439445] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:42.611496] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:42.778757] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:42.941310] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:43.101679] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:43.261357] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:43.428003] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:43.428229] [INFO ] [CONFIGURE ] MPV: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:47:43.428296] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3943 tests
[2025-10-10T23:47:43.428503] [INFO ] [CONFIGURE ] MPV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:47:43.428621] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-10T23:47:43.589750] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:43.755494] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:43.924673] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:44.086461] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:44.255900] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:44.419614] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:44.583829] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:44.758012] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:44.928109] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:45.124230] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:45.125263] [INFO ] [CONFIGURE ] MPV: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:47:45.125341] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3942 tests
[2025-10-10T23:47:45.125404] [INFO ] [CONFIGURE ] MPV: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:47:45.125442] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-10T23:47:45.296994] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:45.470345] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:45.651587] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:45.866542] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:46.048063] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:46.222804] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:46.392954] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:46.568400] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:46.741734] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:46.918790] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:46.918974] [INFO ] [CONFIGURE ] MPV: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:47:46.919037] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3941 tests
[2025-10-10T23:47:46.919084] [INFO ] [CONFIGURE ] MPV: Testing feature 28/29: add_volume_profile
[2025-10-10T23:47:46.919140] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-10T23:47:47.073543] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:47.224562] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:47.381315] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:47.534331] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:47.688062] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:47.845426] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:47.998816] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:47:48.154042] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:48.314439] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:48.471629] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:48.471830] [INFO ] [CONFIGURE ] MPV: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:47:48.471877] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3940 tests
[2025-10-10T23:47:48.471933] [INFO ] [CONFIGURE ] MPV: Testing feature 29/29: add_vwap
[2025-10-10T23:47:48.471990] [INFO ] [CONFIGURE ] MPV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-10T23:47:48.627555] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:48.813120] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:49.001097] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:49.179272] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:49.349590] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:49.518754] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:49.691366] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:47:49.862303] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:47:50.068854] [DEBUG] [FORECASTER] MPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:47:50.237244] [DEBUG] [FORECASTER] MPV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:50.237405] [INFO ] [CONFIGURE ] MPV: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:47:50.237449] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3939 tests
[2025-10-10T23:47:50.237499] [INFO ] [CONFIGURE ] MPV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:47:50.237556] [INFO ] [CONFIGURE ] MPV: Best accuracy: 80.00%
[2025-10-10T23:47:50.237590] [INFO ] [CONFIGURE ] MPV: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:47:50.237619] [INFO ] [CONFIGURE ] MPV: Improvement over baseline: 20.00%
[2025-10-10T23:47:50.237684] [INFO ] [CONFIGURE ] MPV: Total time: 42.2 seconds
[2025-10-10T23:47:50.237730] [INFO ] [CONFIGURE ] MPV: Average time per feature: 1.5 seconds
[2025-10-10T23:47:50.237760] [INFO ] [CONFIGURE ] MPV: Average speed: 0.69 features/sec
[2025-10-10T23:47:50.238461] [INFO ] [LOCAL     ] Saved configuration for MPV: 3 features, 80.00% accuracy -> ./output/feature-sets/MPV.json
[2025-10-10T23:47:50.238517] [INFO ] [CONFIGURE ] MPV: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:47:50.238566] [INFO ] [sig       ] [85/220] Successfully configured MPV | 0.02 sym/s | Total: 1.0h | ETA: 1.6h
[2025-10-10T23:47:50.238659] [INFO ] [sig       ] [86/220] Configuring MPW...
[2025-10-10T23:47:50.238730] [INFO ] [CONFIGURE ] MPW: Configurate test run.
[2025-10-10T23:47:50.238842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-10-10T23:47:50.254677] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPW'.
[2025-10-10T23:47:50.255061] [INFO ] [CONFIGURE ] MPW: Testing with 29 available features
[2025-10-10T23:47:50.255115] [INFO ] [CONFIGURE ] MPW: Establishing baseline with no features...
[2025-10-10T23:47:50.369734] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:50.485903] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:50.608558] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:50.723252] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:50.838886] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:50.952663] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:51.066723] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:51.177621] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:47:51.287468] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:51.399309] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:51.399553] [INFO ] [CONFIGURE ] MPW: Baseline score (no features): 40.00%
[2025-10-10T23:47:51.399601] [INFO ] [CONFIGURE ] MPW: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:47:51.399637] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:47:51.527189] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:51.648239] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:51.770381] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:51.894215] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:47:52.016541] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:52.139806] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:52.266300] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:52.407830] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:47:52.551988] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:52.693239] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:52.693487] [INFO ] [CONFIGURE ] MPW: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:47:52.693541] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3938 tests
[2025-10-10T23:47:52.693578] [INFO ] [CONFIGURE ] MPW: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:47:52.693609] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:47:52.838081] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:52.982699] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:47:53.124476] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:53.266493] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:53.409111] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:53.553338] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:53.702014] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:53.866709] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:47:54.012975] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:54.144842] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:54.145021] [INFO ] [CONFIGURE ] MPW: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-10T23:47:54.145071] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3937 tests
[2025-10-10T23:47:54.145128] [INFO ] [CONFIGURE ] MPW: Testing feature 3/29: add_daily_returns
[2025-10-10T23:47:54.145164] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:47:54.275925] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:54.408233] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:47:54.541754] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:54.674297] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:54.808076] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:54.943006] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:55.094743] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:55.241683] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:47:55.393357] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:55.541922] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:47:55.542195] [INFO ] [CONFIGURE ] MPW: KEPT add_daily_returns (score: 70.00%)
[2025-10-10T23:47:55.542263] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3936 tests
[2025-10-10T23:47:55.542306] [INFO ] [CONFIGURE ] MPW: Testing feature 4/29: add_ema
[2025-10-10T23:47:55.542341] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-10T23:47:55.715498] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:55.883916] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:47:56.049324] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:56.215253] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:56.383284] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:56.557895] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:47:56.729252] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:56.891363] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:47:57.056264] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:57.228029] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:57.228313] [INFO ] [CONFIGURE ] MPW: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:47:57.228371] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3935 tests
[2025-10-10T23:47:57.228422] [INFO ] [CONFIGURE ] MPW: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:47:57.228481] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:47:57.401461] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:57.585474] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:47:57.758891] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:57.926196] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:58.104929] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:58.281636] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:47:58.455099] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:47:58.623164] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:47:58.792478] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:47:58.961019] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:47:58.961257] [INFO ] [CONFIGURE ] MPW: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:47:58.961315] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3934 tests
[2025-10-10T23:47:58.961352] [INFO ] [CONFIGURE ] MPW: Testing feature 6/29: add_failed_moves
[2025-10-10T23:47:58.961383] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-10T23:47:59.096861] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:47:59.242946] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:47:59.382983] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:47:59.561223] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:47:59.706758] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:47:59.852823] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:00.002242] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:00.150422] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:00.306076] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:00.456056] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:00.456223] [INFO ] [CONFIGURE ] MPW: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:48:00.456267] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3933 tests
[2025-10-10T23:48:00.456302] [INFO ] [CONFIGURE ] MPW: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:48:00.456334] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:48:00.591161] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:00.727609] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:00.860356] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:01.008725] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:01.158669] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:01.304725] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:01.451768] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:01.603406] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:01.751876] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:01.913478] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:01.913755] [INFO ] [CONFIGURE ] MPW: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:48:01.913822] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3932 tests
[2025-10-10T23:48:01.913864] [INFO ] [CONFIGURE ] MPW: Testing feature 8/29: add_macd
[2025-10-10T23:48:01.913900] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:48:02.099874] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:02.281831] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:02.458861] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:02.647286] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:02.822659] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:03.001384] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:03.177899] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:03.357851] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:03.535190] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:03.718132] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:03.718339] [INFO ] [CONFIGURE ] MPW: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:48:03.718407] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3931 tests
[2025-10-10T23:48:03.718467] [INFO ] [CONFIGURE ] MPW: Testing feature 9/29: add_mfi
[2025-10-10T23:48:03.718502] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-10T23:48:03.871266] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:04.020462] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:04.186661] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:04.359393] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:04.515727] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:04.686862] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:04.860151] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:05.035668] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:05.213476] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:05.367091] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:05.367303] [INFO ] [CONFIGURE ] MPW: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:48:05.367381] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3930 tests
[2025-10-10T23:48:05.367453] [INFO ] [CONFIGURE ] MPW: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:48:05.367497] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:48:05.528012] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:05.697900] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:05.861503] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:06.034078] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:06.199351] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:06.376996] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:06.548473] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:06.719901] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:48:06.889494] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:07.061143] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:07.061297] [INFO ] [CONFIGURE ] MPW: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:48:07.061340] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3929 tests
[2025-10-10T23:48:07.061375] [INFO ] [CONFIGURE ] MPW: Testing feature 11/29: add_obv_daily
[2025-10-10T23:48:07.061407] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-10T23:48:07.207617] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:07.351659] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:07.500121] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:07.646184] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:07.792009] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:07.942546] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:08.087878] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:08.234445] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:08.387993] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:08.533845] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:08.534007] [INFO ] [CONFIGURE ] MPW: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:48:08.534066] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3928 tests
[2025-10-10T23:48:08.534126] [INFO ] [CONFIGURE ] MPW: Testing feature 12/29: add_obv_interval
[2025-10-10T23:48:08.534161] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-10T23:48:08.695267] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:08.837264] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:08.978342] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:09.118375] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:09.266799] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:09.407734] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:09.548956] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:09.694847] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:09.836231] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:09.980696] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:09.980892] [INFO ] [CONFIGURE ] MPW: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:48:09.980940] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3927 tests
[2025-10-10T23:48:09.980976] [INFO ] [CONFIGURE ] MPW: Testing feature 13/29: add_opening_strength
[2025-10-10T23:48:09.981008] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:48:10.130164] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:10.275457] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:10.438803] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:10.597988] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:10.752586] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:10.906502] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:11.061799] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:11.219419] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:11.374195] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:11.529939] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:11.530112] [INFO ] [CONFIGURE ] MPW: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-10T23:48:11.530155] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3926 tests
[2025-10-10T23:48:11.530190] [INFO ] [CONFIGURE ] MPW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:48:11.530222] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:48:11.728855] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:11.904373] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:12.065163] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:12.222966] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:12.380208] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:12.540284] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:12.702057] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:12.864125] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:13.030857] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:13.194371] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:13.194542] [INFO ] [CONFIGURE ] MPW: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:48:13.194585] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3925 tests
[2025-10-10T23:48:13.194619] [INFO ] [CONFIGURE ] MPW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:48:13.194680] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:48:13.350717] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:13.507355] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:13.647155] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:13.790043] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:13.940467] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:14.087364] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:14.231742] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:14.382114] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:48:14.526864] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:14.677030] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:14.677259] [INFO ] [CONFIGURE ] MPW: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:48:14.677323] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3924 tests
[2025-10-10T23:48:14.677364] [INFO ] [CONFIGURE ] MPW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:48:14.677398] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-10T23:48:14.828436] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:14.987259] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:15.136218] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:15.291539] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:15.443865] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:15.599485] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:15.754620] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:15.912883] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:16.072081] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:16.231628] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:16.231833] [INFO ] [CONFIGURE ] MPW: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:48:16.231879] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3923 tests
[2025-10-10T23:48:16.231914] [INFO ] [CONFIGURE ] MPW: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:48:16.231945] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-10T23:48:16.390116] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:16.551002] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:16.705528] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:16.855124] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:17.005300] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:17.162601] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:17.330049] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:17.493759] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:17.658585] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:17.835961] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:17.836193] [INFO ] [CONFIGURE ] MPW: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:48:17.836245] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3922 tests
[2025-10-10T23:48:17.836288] [INFO ] [CONFIGURE ] MPW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:48:17.836329] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-10T23:48:17.988107] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:18.133099] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:18.276094] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:18.434098] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:18.576159] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:18.720194] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:18.860166] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:19.001264] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:19.145429] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:19.284835] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:19.284976] [INFO ] [CONFIGURE ] MPW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:48:19.285019] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3921 tests
[2025-10-10T23:48:19.285055] [INFO ] [CONFIGURE ] MPW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:48:19.285086] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-10T23:48:19.418890] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:19.558047] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:19.694997] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:19.830158] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:19.974243] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:20.111238] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:20.252632] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:20.398811] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:20.537407] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:20.676471] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:20.676610] [INFO ] [CONFIGURE ] MPW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:48:20.676681] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3920 tests
[2025-10-10T23:48:20.676734] [INFO ] [CONFIGURE ] MPW: Testing feature 20/29: add_price_rejection
[2025-10-10T23:48:20.676767] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-10T23:48:20.865131] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:21.012468] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:21.158932] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:21.307782] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:21.455335] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:21.604068] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:21.756336] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:21.905149] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:48:22.055745] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:22.212962] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:22.214995] [INFO ] [CONFIGURE ] MPW: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:48:22.215067] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3919 tests
[2025-10-10T23:48:22.215458] [INFO ] [CONFIGURE ] MPW: Testing feature 21/29: add_range_position
[2025-10-10T23:48:22.215518] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-10T23:48:22.389231] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:22.582970] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:22.746613] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:22.905065] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:23.067276] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:23.228991] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:23.399359] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:23.596683] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:48:23.776631] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:23.950592] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:23.950826] [INFO ] [CONFIGURE ] MPW: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:48:23.950891] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3918 tests
[2025-10-10T23:48:23.950930] [INFO ] [CONFIGURE ] MPW: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:48:23.950999] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-10T23:48:24.119783] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:24.285963] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:24.462917] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:24.629962] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:24.804943] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:24.974603] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:25.149278] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:25.320128] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:25.489895] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:25.662881] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:25.663123] [INFO ] [CONFIGURE ] MPW: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:48:25.663196] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3917 tests
[2025-10-10T23:48:25.663254] [INFO ] [CONFIGURE ] MPW: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:48:25.663291] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-10T23:48:25.806514] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:25.961008] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:26.122050] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:26.264407] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:26.404965] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:26.549624] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:26.692594] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:26.831807] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:26.984661] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:27.137083] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:27.137268] [INFO ] [CONFIGURE ] MPW: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:48:27.137312] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3916 tests
[2025-10-10T23:48:27.137512] [INFO ] [CONFIGURE ] MPW: Testing feature 24/29: add_rsi
[2025-10-10T23:48:27.137577] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-10T23:48:27.302841] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:27.469029] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:27.630986] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:27.795768] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:27.958014] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:28.155627] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:28.387876] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:28.616953] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:28.837949] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:29.057635] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:29.057919] [INFO ] [CONFIGURE ] MPW: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:48:29.057990] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3915 tests
[2025-10-10T23:48:29.058059] [INFO ] [CONFIGURE ] MPW: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:48:29.058305] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-10T23:48:29.208792] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:29.352243] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:29.500183] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:29.639237] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:29.780461] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:29.957767] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:30.096383] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:30.235011] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:30.376317] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:30.515620] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:30.515812] [INFO ] [CONFIGURE ] MPW: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:48:30.515860] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3914 tests
[2025-10-10T23:48:30.515894] [INFO ] [CONFIGURE ] MPW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:48:30.515976] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-10T23:48:30.736265] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:30.898913] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:31.050960] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:31.205621] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:31.363764] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:31.522208] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:31.685895] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:31.852974] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:32.003124] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:32.151212] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:32.151408] [INFO ] [CONFIGURE ] MPW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:48:32.151453] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3913 tests
[2025-10-10T23:48:32.151490] [INFO ] [CONFIGURE ] MPW: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:48:32.151522] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-10T23:48:32.300191] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:32.447359] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:32.595822] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:32.743717] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:32.893013] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:33.051183] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:33.212613] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:33.370408] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:33.527844] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:33.687245] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:33.687453] [INFO ] [CONFIGURE ] MPW: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:48:33.687498] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3912 tests
[2025-10-10T23:48:33.687534] [INFO ] [CONFIGURE ] MPW: Testing feature 28/29: add_volume_profile
[2025-10-10T23:48:33.687567] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-10T23:48:33.832139] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:33.978424] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:48:34.123937] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:34.266259] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:48:34.409857] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:34.565376] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:34.711505] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:34.859507] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:35.003214] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:35.139790] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:35.139986] [INFO ] [CONFIGURE ] MPW: KEPT add_volume_profile (score: 80.00%)
[2025-10-10T23:48:35.140035] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3911 tests
[2025-10-10T23:48:35.140070] [INFO ] [CONFIGURE ] MPW: Testing feature 29/29: add_vwap
[2025-10-10T23:48:35.140101] [INFO ] [CONFIGURE ] MPW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile', 'add_vwap']
[2025-10-10T23:48:35.297094] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:48:35.455724] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:48:35.615944] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:35.778540] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:48:35.936189] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:36.099257] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:36.263037] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:36.425739] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:48:36.592554] [DEBUG] [FORECASTER] MPW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:36.757694] [DEBUG] [FORECASTER] MPW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:36.757880] [INFO ] [CONFIGURE ] MPW: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:48:36.757925] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3910 tests
[2025-10-10T23:48:36.757962] [INFO ] [CONFIGURE ] MPW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:48:36.757991] [INFO ] [CONFIGURE ] MPW: Best accuracy: 80.00%
[2025-10-10T23:48:36.758022] [INFO ] [CONFIGURE ] MPW: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-10T23:48:36.758050] [INFO ] [CONFIGURE ] MPW: Improvement over baseline: 40.00%
[2025-10-10T23:48:36.758076] [INFO ] [CONFIGURE ] MPW: Total time: 45.4 seconds
[2025-10-10T23:48:36.758101] [INFO ] [CONFIGURE ] MPW: Average time per feature: 1.6 seconds
[2025-10-10T23:48:36.758130] [INFO ] [CONFIGURE ] MPW: Average speed: 0.64 features/sec
[2025-10-10T23:48:36.758688] [INFO ] [LOCAL     ] Saved configuration for MPW: 3 features, 80.00% accuracy -> ./output/feature-sets/MPW.json
[2025-10-10T23:48:36.758752] [INFO ] [CONFIGURE ] MPW: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:48:36.758837] [INFO ] [sig       ] [86/220] Successfully configured MPW | 0.02 sym/s | Total: 1.0h | ETA: 1.6h
[2025-10-10T23:48:36.758906] [INFO ] [sig       ] [87/220] Configuring MPX...
[2025-10-10T23:48:36.758981] [INFO ] [CONFIGURE ] MPX: Configurate test run.
[2025-10-10T23:48:36.759032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-10-10T23:48:36.771312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPX'.
[2025-10-10T23:48:36.771738] [INFO ] [CONFIGURE ] MPX: Testing with 29 available features
[2025-10-10T23:48:36.771793] [INFO ] [CONFIGURE ] MPX: Establishing baseline with no features...
[2025-10-10T23:48:36.872201] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:36.972522] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:48:37.072329] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:37.173260] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:37.275868] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:37.379378] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:37.483081] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:37.589685] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:48:37.694286] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:37.800116] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:37.800297] [INFO ] [CONFIGURE ] MPX: Baseline score (no features): 20.00%
[2025-10-10T23:48:37.800340] [INFO ] [CONFIGURE ] MPX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:48:37.800374] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:48:37.914505] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:38.021850] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:38.130539] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:38.239636] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:38.347726] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:38.460589] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:38.570857] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:38.682374] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:38.791920] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:38.903976] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:38.904168] [INFO ] [CONFIGURE ] MPX: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:48:38.904230] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3909 tests
[2025-10-10T23:48:38.904272] [INFO ] [CONFIGURE ] MPX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:48:38.904305] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:48:39.055888] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:39.187797] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:39.336777] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:39.487508] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:39.627137] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:39.766551] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:39.907175] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:40.046939] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:40.191540] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:40.334730] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:40.334928] [INFO ] [CONFIGURE ] MPX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:48:40.335004] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3908 tests
[2025-10-10T23:48:40.335040] [INFO ] [CONFIGURE ] MPX: Testing feature 3/29: add_daily_returns
[2025-10-10T23:48:40.335070] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:48:40.456682] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:40.579074] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:48:40.702556] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:40.828227] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:40.952817] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:41.082898] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:41.208027] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:41.334187] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:41.460498] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:41.587851] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:41.588012] [INFO ] [CONFIGURE ] MPX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:48:41.588055] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3907 tests
[2025-10-10T23:48:41.588110] [INFO ] [CONFIGURE ] MPX: Testing feature 4/29: add_ema
[2025-10-10T23:48:41.588165] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:48:41.723121] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:41.862980] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:42.002984] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:42.147163] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:42.296339] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:42.454138] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:42.603061] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:42.761531] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:42.910197] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:43.058612] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:43.058853] [INFO ] [CONFIGURE ] MPX: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:48:43.058941] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3906 tests
[2025-10-10T23:48:43.059040] [INFO ] [CONFIGURE ] MPX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:48:43.059100] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:48:43.211586] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:43.361232] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:43.510271] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:43.663714] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:43.812340] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:43.962085] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:44.119128] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:48:44.276633] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:44.428352] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:44.585225] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:44.585444] [INFO ] [CONFIGURE ] MPX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:48:44.585490] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3905 tests
[2025-10-10T23:48:44.585526] [INFO ] [CONFIGURE ] MPX: Testing feature 6/29: add_failed_moves
[2025-10-10T23:48:44.585557] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:48:44.712488] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:44.840994] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:44.969756] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:45.130252] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:45.261048] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:45.402177] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:45.545636] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:45.686452] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:45.834057] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:45.972619] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:45.972859] [INFO ] [CONFIGURE ] MPX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:48:45.972974] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3904 tests
[2025-10-10T23:48:45.973023] [INFO ] [CONFIGURE ] MPX: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:48:45.973056] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:48:46.104334] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:46.253003] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:46.395146] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:46.534049] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:46.675726] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:46.806358] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:46.933750] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:47.063355] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:47.193057] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:47.327955] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:47.328227] [INFO ] [CONFIGURE ] MPX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:48:47.328300] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3903 tests
[2025-10-10T23:48:47.328358] [INFO ] [CONFIGURE ] MPX: Testing feature 8/29: add_macd
[2025-10-10T23:48:47.328393] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:48:47.491283] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:47.655945] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:47.819766] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:47.986167] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:48.181161] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:48.341767] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:48.505660] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:48:48.669018] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:48.832158] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:48.998027] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:48.998239] [INFO ] [CONFIGURE ] MPX: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:48:48.998297] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3902 tests
[2025-10-10T23:48:48.998335] [INFO ] [CONFIGURE ] MPX: Testing feature 9/29: add_mfi
[2025-10-10T23:48:48.998366] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:48:49.130964] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:49.264582] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:49.399029] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:49.541785] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:49.678897] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:49.816360] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:49.953156] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:50.096412] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:50.234840] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:50.385814] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:50.385998] [INFO ] [CONFIGURE ] MPX: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:48:50.386042] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3901 tests
[2025-10-10T23:48:50.386083] [INFO ] [CONFIGURE ] MPX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:48:50.386115] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:48:50.557007] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:50.730598] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:50.907372] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:51.066460] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:51.223984] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:51.377679] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:48:51.585449] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:51.768277] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:51.940197] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:52.116358] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:52.116602] [INFO ] [CONFIGURE ] MPX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:48:52.116707] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3900 tests
[2025-10-10T23:48:52.116771] [INFO ] [CONFIGURE ] MPX: Testing feature 11/29: add_obv_daily
[2025-10-10T23:48:52.116811] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:48:52.254458] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:52.383939] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:52.517363] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:52.650872] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:52.781483] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:52.912510] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:53.043102] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:53.174914] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:53.310477] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:53.441229] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:53.441388] [INFO ] [CONFIGURE ] MPX: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:48:53.441432] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3899 tests
[2025-10-10T23:48:53.441466] [INFO ] [CONFIGURE ] MPX: Testing feature 12/29: add_obv_interval
[2025-10-10T23:48:53.441496] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:48:53.568093] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:53.694911] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:48:53.826023] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:53.954921] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:54.084128] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:54.259584] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:54.402503] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:54.541812] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:54.670101] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:54.803927] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:54.804118] [INFO ] [CONFIGURE ] MPX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-10T23:48:54.804163] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3898 tests
[2025-10-10T23:48:54.804198] [INFO ] [CONFIGURE ] MPX: Testing feature 13/29: add_opening_strength
[2025-10-10T23:48:54.804230] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:48:54.941102] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:55.080181] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:48:55.221589] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:48:55.369128] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:55.511850] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:55.654628] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:55.809673] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:55.956586] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:56.116073] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:56.269487] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:48:56.269737] [INFO ] [CONFIGURE ] MPX: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:48:56.269797] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3897 tests
[2025-10-10T23:48:56.269840] [INFO ] [CONFIGURE ] MPX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:48:56.269875] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:48:56.426107] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:56.577444] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:56.724245] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:56.880338] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:57.037118] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:57.202369] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:57.357098] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:57.524988] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:57.678513] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:57.833537] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:57.833760] [INFO ] [CONFIGURE ] MPX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:48:57.833817] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3896 tests
[2025-10-10T23:48:57.833855] [INFO ] [CONFIGURE ] MPX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:48:57.833888] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:48:57.968623] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:58.108493] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:58.235138] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:58.362702] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:58.494521] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:48:58.628058] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:48:58.757690] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:48:58.891361] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:48:59.024429] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:48:59.154899] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:48:59.155163] [INFO ] [CONFIGURE ] MPX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:48:59.155291] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3895 tests
[2025-10-10T23:48:59.155347] [INFO ] [CONFIGURE ] MPX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:48:59.155382] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:48:59.290584] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:48:59.426426] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:48:59.563568] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:48:59.695354] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:48:59.827050] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:48:59.960898] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:49:00.095566] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:00.224789] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:00.359121] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:00.491695] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:00.492043] [INFO ] [CONFIGURE ] MPX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:49:00.492100] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3894 tests
[2025-10-10T23:49:00.492140] [INFO ] [CONFIGURE ] MPX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:49:00.492173] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:49:00.636104] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:00.794342] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:00.941412] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:01.085245] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:01.231875] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:01.387526] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:49:01.534950] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:49:01.684962] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:01.841572] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:02.000520] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:02.000772] [INFO ] [CONFIGURE ] MPX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:49:02.000829] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3893 tests
[2025-10-10T23:49:02.000868] [INFO ] [CONFIGURE ] MPX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:49:02.000902] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:49:02.135308] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:02.274510] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:02.414500] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:02.550364] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:02.685408] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:49:02.826433] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:49:02.962944] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:03.092506] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:03.225667] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:03.360195] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:03.360443] [INFO ] [CONFIGURE ] MPX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:49:03.360508] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3892 tests
[2025-10-10T23:49:03.360548] [INFO ] [CONFIGURE ] MPX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:49:03.360581] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:49:03.492885] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:03.628597] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:03.762347] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:03.893821] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:04.030172] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:04.163454] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:04.296400] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:04.431475] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:04.580324] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:04.729845] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:04.730060] [INFO ] [CONFIGURE ] MPX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:49:04.730109] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3891 tests
[2025-10-10T23:49:04.730148] [INFO ] [CONFIGURE ] MPX: Testing feature 20/29: add_price_rejection
[2025-10-10T23:49:04.730184] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:49:04.872503] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:05.018173] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:05.171165] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:05.315969] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:05.457328] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:05.603784] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:05.749067] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:49:05.894148] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:06.040489] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:06.193622] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:06.194046] [INFO ] [CONFIGURE ] MPX: KEPT add_price_rejection (score: 70.00%)
[2025-10-10T23:49:06.194107] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3890 tests
[2025-10-10T23:49:06.194146] [INFO ] [CONFIGURE ] MPX: Testing feature 21/29: add_range_position
[2025-10-10T23:49:06.194181] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position']
[2025-10-10T23:49:06.402349] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:06.570417] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:06.739062] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:06.903318] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:07.077578] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:49:07.240872] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:07.409450] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:07.582236] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:07.753089] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:07.944570] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:07.945363] [INFO ] [CONFIGURE ] MPX: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:49:07.945426] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3889 tests
[2025-10-10T23:49:07.945471] [INFO ] [CONFIGURE ] MPX: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:49:07.945696] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_realized_volatility']
[2025-10-10T23:49:08.138088] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:08.329254] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:08.543880] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:08.781158] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:09.001930] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:09.203269] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:09.431985] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:09.629078] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:09.821216] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:10.013799] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:10.014072] [INFO ] [CONFIGURE ] MPX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:49:10.014140] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3888 tests
[2025-10-10T23:49:10.014183] [INFO ] [CONFIGURE ] MPX: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:49:10.014218] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_recent_range_context']
[2025-10-10T23:49:10.179480] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:10.340398] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:10.499200] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:10.662840] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:10.817796] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:10.980060] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:11.140769] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:11.308543] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:11.470241] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:11.630618] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:11.630910] [INFO ] [CONFIGURE ] MPX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:49:11.630967] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3887 tests
[2025-10-10T23:49:11.631032] [INFO ] [CONFIGURE ] MPX: Testing feature 24/29: add_rsi
[2025-10-10T23:49:11.631093] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-10T23:49:11.824143] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:12.002006] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:12.177435] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:12.354775] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:12.529955] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:12.740510] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:12.921174] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:13.092505] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:13.265484] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:49:13.454489] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:13.454789] [INFO ] [CONFIGURE ] MPX: KEPT add_rsi (score: 80.00%)
[2025-10-10T23:49:13.454854] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3886 tests
[2025-10-10T23:49:13.454899] [INFO ] [CONFIGURE ] MPX: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:49:13.454965] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-10T23:49:13.633691] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:13.806957] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:13.986219] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:14.164261] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:14.341480] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:14.533477] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:14.711811] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:14.889818] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:15.067358] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:15.252344] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:15.252528] [INFO ] [CONFIGURE ] MPX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:49:15.252574] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3885 tests
[2025-10-10T23:49:15.252609] [INFO ] [CONFIGURE ] MPX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:49:15.252673] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-10T23:49:15.430498] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:15.609030] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:15.789754] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:15.966513] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:16.144720] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:16.333084] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:16.511480] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:49:16.697446] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:16.884431] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:49:17.081332] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:17.081517] [INFO ] [CONFIGURE ] MPX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:49:17.081562] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3884 tests
[2025-10-10T23:49:17.081599] [INFO ] [CONFIGURE ] MPX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:49:17.081632] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-10T23:49:17.270489] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:17.459939] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:17.648069] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:17.836208] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:18.026945] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:18.214924] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:49:18.404039] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:18.606743] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:18.802289] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:49:18.991788] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:18.991976] [INFO ] [CONFIGURE ] MPX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-10T23:49:18.992021] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3883 tests
[2025-10-10T23:49:18.992057] [INFO ] [CONFIGURE ] MPX: Testing feature 28/29: add_volume_profile
[2025-10-10T23:49:18.992088] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-10T23:49:19.171334] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:19.345334] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:19.527065] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:19.699216] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:19.866189] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:20.037380] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:49:20.211421] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:20.386739] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:20.573294] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:20.789768] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:20.790071] [INFO ] [CONFIGURE ] MPX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:49:20.790146] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3882 tests
[2025-10-10T23:49:20.790224] [INFO ] [CONFIGURE ] MPX: Testing feature 29/29: add_vwap
[2025-10-10T23:49:20.790298] [INFO ] [CONFIGURE ] MPX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-10T23:49:21.036093] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:49:21.281964] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-10T23:49:21.525483] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:21.747211] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:49:21.932022] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:49:22.120394] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:22.328924] [DEBUG] [FORECASTER] MPX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:49:22.534018] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:22.722751] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:49:22.905728] [DEBUG] [FORECASTER] MPX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:49:22.905921] [INFO ] [CONFIGURE ] MPX: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:49:22.905965] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3881 tests
[2025-10-10T23:49:22.906035] [INFO ] [CONFIGURE ] MPX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:49:22.906093] [INFO ] [CONFIGURE ] MPX: Best accuracy: 80.00%
[2025-10-10T23:49:22.906129] [INFO ] [CONFIGURE ] MPX: Best feature set (4 features): ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-10T23:49:22.906158] [INFO ] [CONFIGURE ] MPX: Improvement over baseline: 60.00%
[2025-10-10T23:49:22.906184] [INFO ] [CONFIGURE ] MPX: Total time: 45.1 seconds
[2025-10-10T23:49:22.906210] [INFO ] [CONFIGURE ] MPX: Average time per feature: 1.6 seconds
[2025-10-10T23:49:22.906237] [INFO ] [CONFIGURE ] MPX: Average speed: 0.64 features/sec
[2025-10-10T23:49:22.906982] [INFO ] [LOCAL     ] Saved configuration for MPX: 4 features, 80.00% accuracy -> ./output/feature-sets/MPX.json
[2025-10-10T23:49:22.907062] [INFO ] [CONFIGURE ] MPX: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-10T23:49:22.907129] [INFO ] [sig       ] [87/220] Successfully configured MPX | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:49:22.907206] [INFO ] [sig       ] [88/220] Configuring MQT...
[2025-10-10T23:49:22.907275] [INFO ] [CONFIGURE ] MQT: Configurate test run.
[2025-10-10T23:49:22.907348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-10-10T23:49:22.922291] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MQT'.
[2025-10-10T23:49:22.922731] [INFO ] [CONFIGURE ] MQT: Testing with 29 available features
[2025-10-10T23:49:22.922787] [INFO ] [CONFIGURE ] MQT: Establishing baseline with no features...
[2025-10-10T23:49:23.026628] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:23.129135] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:23.232662] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:23.335816] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:23.439946] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:49:23.544874] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:23.650134] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:23.769745] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:23.879131] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:23.993747] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:23.993996] [INFO ] [CONFIGURE ] MQT: Baseline score (no features): 50.00%
[2025-10-10T23:49:23.994050] [INFO ] [CONFIGURE ] MQT: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:49:23.994086] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:49:24.115623] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:24.251003] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:24.386449] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:24.525925] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:24.665257] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:24.801185] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:24.928886] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:25.059094] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:25.185298] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:25.307933] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:25.308113] [INFO ] [CONFIGURE ] MQT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:49:25.308156] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3880 tests
[2025-10-10T23:49:25.308189] [INFO ] [CONFIGURE ] MQT: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:49:25.308219] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:49:25.441167] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:25.578156] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:25.715482] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:25.852981] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:25.995360] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:26.139573] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:26.280846] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:26.418306] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:26.558608] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:26.699104] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:26.699354] [INFO ] [CONFIGURE ] MQT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:49:26.699418] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3879 tests
[2025-10-10T23:49:26.699457] [INFO ] [CONFIGURE ] MQT: Testing feature 3/29: add_daily_returns
[2025-10-10T23:49:26.699515] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:49:26.821953] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:26.946254] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:27.069804] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:27.192898] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:27.319667] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:27.443178] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:27.567008] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:27.690064] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:27.813469] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:27.941266] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:27.941447] [INFO ] [CONFIGURE ] MQT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:49:27.941499] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3878 tests
[2025-10-10T23:49:27.941547] [INFO ] [CONFIGURE ] MQT: Testing feature 4/29: add_ema
[2025-10-10T23:49:27.941601] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:49:28.075409] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:28.206820] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:28.354256] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:28.491525] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:28.626574] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:28.762155] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:28.899625] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:49:29.037428] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:29.180552] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:29.319162] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:29.319367] [INFO ] [CONFIGURE ] MQT: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:49:29.319417] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3877 tests
[2025-10-10T23:49:29.319471] [INFO ] [CONFIGURE ] MQT: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:49:29.319527] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:49:29.461229] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:29.602893] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:29.750885] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:29.894187] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:30.038230] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:49:30.179323] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:30.316524] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:30.475344] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:30.664745] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:30.821315] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:30.821531] [INFO ] [CONFIGURE ] MQT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:49:30.821605] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3876 tests
[2025-10-10T23:49:30.821689] [INFO ] [CONFIGURE ] MQT: Testing feature 6/29: add_failed_moves
[2025-10-10T23:49:30.821737] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:49:30.952968] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:31.085711] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:31.219125] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:31.353282] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:31.490105] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:31.629972] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:31.775837] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:31.928874] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:32.086087] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:32.243223] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:32.243457] [INFO ] [CONFIGURE ] MQT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:49:32.243512] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3875 tests
[2025-10-10T23:49:32.243551] [INFO ] [CONFIGURE ] MQT: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:49:32.243584] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:49:32.370822] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:32.496418] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:32.624924] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:32.755828] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:32.892116] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:33.019046] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:33.141101] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:33.262856] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:33.386786] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:33.515143] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:33.515415] [INFO ] [CONFIGURE ] MQT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:49:33.515478] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3874 tests
[2025-10-10T23:49:33.515517] [INFO ] [CONFIGURE ] MQT: Testing feature 8/29: add_macd
[2025-10-10T23:49:33.515549] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:49:33.705967] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:33.864052] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:34.023008] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:34.188925] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:34.353833] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:34.522292] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:34.686570] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:34.854034] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:35.020239] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:35.192956] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:35.193233] [INFO ] [CONFIGURE ] MQT: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:49:35.193297] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3873 tests
[2025-10-10T23:49:35.193345] [INFO ] [CONFIGURE ] MQT: Testing feature 9/29: add_mfi
[2025-10-10T23:49:35.193388] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:49:35.359299] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:35.500225] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:35.637510] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:35.771223] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:35.904721] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:36.040697] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:36.181314] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:36.322370] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:36.461005] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:36.601106] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:36.601314] [INFO ] [CONFIGURE ] MQT: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:49:36.601362] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3872 tests
[2025-10-10T23:49:36.601398] [INFO ] [CONFIGURE ] MQT: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:49:36.601431] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:49:36.777551] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:36.927255] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:37.078789] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:37.234397] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:37.393855] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:37.546391] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:37.704019] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:37.859397] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:38.017778] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:38.172441] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:38.172700] [INFO ] [CONFIGURE ] MQT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:49:38.173249] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3871 tests
[2025-10-10T23:49:38.173311] [INFO ] [CONFIGURE ] MQT: Testing feature 11/29: add_obv_daily
[2025-10-10T23:49:38.173348] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:49:38.298591] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:38.424538] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:38.549276] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:38.679149] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:38.806919] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:38.936840] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:39.067801] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:39.200377] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:39.330600] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:39.461464] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:39.461628] [INFO ] [CONFIGURE ] MQT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:49:39.461716] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3870 tests
[2025-10-10T23:49:39.461769] [INFO ] [CONFIGURE ] MQT: Testing feature 12/29: add_obv_interval
[2025-10-10T23:49:39.461806] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:49:39.581779] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:39.703851] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:39.831735] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:39.954218] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:40.078545] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:40.207428] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:40.342195] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:49:40.474910] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:40.600907] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:40.726034] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:40.726230] [INFO ] [CONFIGURE ] MQT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:49:40.726275] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3869 tests
[2025-10-10T23:49:40.726310] [INFO ] [CONFIGURE ] MQT: Testing feature 13/29: add_opening_strength
[2025-10-10T23:49:40.726342] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:49:40.858700] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:40.999440] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:41.137516] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:41.268463] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:41.399339] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:41.532298] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:41.669737] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:41.804181] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:41.944257] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:42.077312] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:42.077483] [INFO ] [CONFIGURE ] MQT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:49:42.077526] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3868 tests
[2025-10-10T23:49:42.077561] [INFO ] [CONFIGURE ] MQT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:49:42.077591] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:49:42.210500] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:42.347335] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:42.481081] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:42.619389] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:42.771171] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:42.917110] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:43.062603] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:43.201961] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:43.342178] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:43.483287] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:43.483481] [INFO ] [CONFIGURE ] MQT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:49:43.483525] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3867 tests
[2025-10-10T23:49:43.483561] [INFO ] [CONFIGURE ] MQT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:49:43.483592] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:49:43.604087] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:43.722079] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:43.844609] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:43.967717] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:44.099794] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:44.229982] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:44.359689] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:44.492932] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:44.620506] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:44.747814] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:44.748013] [INFO ] [CONFIGURE ] MQT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:49:44.748059] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3866 tests
[2025-10-10T23:49:44.748097] [INFO ] [CONFIGURE ] MQT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:49:44.748191] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:49:44.891680] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:45.029385] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:45.170090] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:45.309723] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:45.457833] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:45.597842] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:45.743139] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:49:45.890376] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:46.034907] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:46.165229] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:46.165474] [INFO ] [CONFIGURE ] MQT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:49:46.165526] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3865 tests
[2025-10-10T23:49:46.165561] [INFO ] [CONFIGURE ] MQT: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:49:46.165592] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:49:46.298237] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:46.433952] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:46.569882] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:46.707032] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:46.843419] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:46.982628] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:47.122589] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:47.261308] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:47.400370] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:47.541582] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:47.541802] [INFO ] [CONFIGURE ] MQT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-10T23:49:47.541853] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3864 tests
[2025-10-10T23:49:47.541891] [INFO ] [CONFIGURE ] MQT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:49:47.541923] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:49:47.678040] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:47.826862] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:47.950839] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:49:48.073676] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:48.199268] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:48.328947] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:48.457487] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:48.585808] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:48.711037] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:48.869186] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:48.869463] [INFO ] [CONFIGURE ] MQT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:49:48.869517] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3863 tests
[2025-10-10T23:49:48.869552] [INFO ] [CONFIGURE ] MQT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:49:48.869584] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:49:48.997262] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:49.126197] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:49.254321] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:49.384305] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:49.518665] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:49.653853] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:49.787095] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:49.913107] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:50.034462] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:50.165849] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:50.166037] [INFO ] [CONFIGURE ] MQT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:49:50.166081] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3862 tests
[2025-10-10T23:49:50.166140] [INFO ] [CONFIGURE ] MQT: Testing feature 20/29: add_price_rejection
[2025-10-10T23:49:50.166187] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:49:50.303371] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:49:50.446821] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:49:50.579519] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:50.713530] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:50.842561] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:50.972808] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:51.102939] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:51.238351] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:51.373363] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:51.505375] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:51.505567] [INFO ] [CONFIGURE ] MQT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:49:51.505629] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3861 tests
[2025-10-10T23:49:51.505703] [INFO ] [CONFIGURE ] MQT: Testing feature 21/29: add_range_position
[2025-10-10T23:49:51.505745] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:49:51.643222] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:51.783629] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:51.928800] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:52.067053] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:52.205337] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:52.344306] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:52.487395] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:52.626215] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:52.769826] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:52.912780] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:52.913014] [INFO ] [CONFIGURE ] MQT: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:49:52.913065] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3860 tests
[2025-10-10T23:49:52.913100] [INFO ] [CONFIGURE ] MQT: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:49:52.913130] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:49:53.063087] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:53.217423] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:53.373880] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:53.549418] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:53.714024] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:49:53.874166] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:54.044710] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:49:54.208178] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:54.379067] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:54.557352] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:54.557584] [INFO ] [CONFIGURE ] MQT: KEPT add_realized_volatility (score: 70.00%)
[2025-10-10T23:49:54.557632] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3859 tests
[2025-10-10T23:49:54.557713] [INFO ] [CONFIGURE ] MQT: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:49:54.557758] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-10T23:49:54.737972] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:54.919426] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:55.089565] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:55.258941] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:55.427222] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:55.600091] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:55.776192] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:49:55.964396] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:56.145951] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:56.326629] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:49:56.326892] [INFO ] [CONFIGURE ] MQT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:49:56.326939] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3858 tests
[2025-10-10T23:49:56.326988] [INFO ] [CONFIGURE ] MQT: Testing feature 24/29: add_rsi
[2025-10-10T23:49:56.327065] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-10T23:49:56.515597] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:56.713337] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:56.908476] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:57.110003] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:57.311860] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:57.519674] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:57.727401] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:57.928490] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:58.145195] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:49:58.348798] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:49:58.349019] [INFO ] [CONFIGURE ] MQT: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:49:58.349173] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3857 tests
[2025-10-10T23:49:58.349218] [INFO ] [CONFIGURE ] MQT: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:49:58.349250] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-10T23:49:58.518843] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:49:58.687659] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:49:58.864512] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:49:59.037465] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:49:59.211344] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:49:59.383526] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:49:59.576224] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:49:59.756091] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:49:59.930494] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:00.103372] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:50:00.103635] [INFO ] [CONFIGURE ] MQT: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:50:00.103720] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3856 tests
[2025-10-10T23:50:00.103772] [INFO ] [CONFIGURE ] MQT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:50:00.103828] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-10T23:50:00.278882] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:00.448341] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:00.623296] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:00.797860] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:00.973775] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:50:01.144979] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:01.322791] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:01.499337] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:50:01.677507] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:01.876265] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:50:01.876515] [INFO ] [CONFIGURE ] MQT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:50:01.876571] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3855 tests
[2025-10-10T23:50:01.876610] [INFO ] [CONFIGURE ] MQT: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:50:01.876661] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-10T23:50:02.060271] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:02.248073] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:02.438393] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:02.624387] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:02.798405] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:50:02.981110] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:03.157897] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:03.336672] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:50:03.518393] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:03.705282] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:50:03.705444] [INFO ] [CONFIGURE ] MQT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:50:03.705509] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3854 tests
[2025-10-10T23:50:03.705568] [INFO ] [CONFIGURE ] MQT: Testing feature 28/29: add_volume_profile
[2025-10-10T23:50:03.705602] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_profile']
[2025-10-10T23:50:03.902021] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:04.084033] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:04.254283] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:04.422284] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:04.619093] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:50:04.792244] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:04.970199] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:05.142432] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:50:05.317560] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:05.493296] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:50:05.493546] [INFO ] [CONFIGURE ] MQT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:50:05.493692] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3853 tests
[2025-10-10T23:50:05.493749] [INFO ] [CONFIGURE ] MQT: Testing feature 29/29: add_vwap
[2025-10-10T23:50:05.493783] [INFO ] [CONFIGURE ] MQT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_vwap']
[2025-10-10T23:50:05.669854] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:05.851343] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:06.026485] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:06.200274] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:06.386130] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:50:06.561466] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:06.737814] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:50:06.915103] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:50:07.131084] [DEBUG] [FORECASTER] MQT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:07.312447] [DEBUG] [FORECASTER] MQT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:50:07.312704] [INFO ] [CONFIGURE ] MQT: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:50:07.312769] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3852 tests
[2025-10-10T23:50:07.312821] [INFO ] [CONFIGURE ] MQT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:50:07.312877] [INFO ] [CONFIGURE ] MQT: Best accuracy: 70.00%
[2025-10-10T23:50:07.312912] [INFO ] [CONFIGURE ] MQT: Best feature set (2 features): ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:50:07.312941] [INFO ] [CONFIGURE ] MQT: Improvement over baseline: 20.00%
[2025-10-10T23:50:07.312967] [INFO ] [CONFIGURE ] MQT: Total time: 43.3 seconds
[2025-10-10T23:50:07.312993] [INFO ] [CONFIGURE ] MQT: Average time per feature: 1.5 seconds
[2025-10-10T23:50:07.313019] [INFO ] [CONFIGURE ] MQT: Average speed: 0.67 features/sec
[2025-10-10T23:50:07.313590] [INFO ] [LOCAL     ] Saved configuration for MQT: 2 features, 70.00% accuracy -> ./output/feature-sets/MQT.json
[2025-10-10T23:50:07.313667] [INFO ] [CONFIGURE ] MQT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:50:07.313749] [INFO ] [sig       ] [88/220] Successfully configured MQT | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:50:07.313827] [INFO ] [sig       ] [89/220] Configuring MSB...
[2025-10-10T23:50:07.313896] [INFO ] [CONFIGURE ] MSB: Configurate test run.
[2025-10-10T23:50:07.313971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-10-10T23:50:07.331496] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSB'.
[2025-10-10T23:50:07.332130] [INFO ] [CONFIGURE ] MSB: Testing with 29 available features
[2025-10-10T23:50:07.332201] [INFO ] [CONFIGURE ] MSB: Establishing baseline with no features...
[2025-10-10T23:50:07.443839] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:07.558664] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:07.677780] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:07.790575] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:07.907836] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:08.021494] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:08.136219] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:08.252499] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:08.372036] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:08.486410] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:08.486581] [INFO ] [CONFIGURE ] MSB: Baseline score (no features): 70.00%
[2025-10-10T23:50:08.486623] [INFO ] [CONFIGURE ] MSB: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:50:08.486690] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:50:08.612939] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:08.735327] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:08.859734] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:08.983018] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:09.112188] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:09.237845] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:09.362559] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:09.494108] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:09.621819] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:09.755608] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:09.755852] [INFO ] [CONFIGURE ] MSB: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:50:09.755908] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3851 tests
[2025-10-10T23:50:09.755946] [INFO ] [CONFIGURE ] MSB: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:50:09.755977] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:50:09.887440] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:10.021269] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:10.154902] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:10.288855] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:10.432479] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:10.573479] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:10.718554] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:10.850224] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:10.984076] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:50:11.118803] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:11.119013] [INFO ] [CONFIGURE ] MSB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-10T23:50:11.119059] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3850 tests
[2025-10-10T23:50:11.119094] [INFO ] [CONFIGURE ] MSB: Testing feature 3/29: add_daily_returns
[2025-10-10T23:50:11.119124] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_daily_returns']
[2025-10-10T23:50:11.232149] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:11.347634] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:11.462195] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:11.577513] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:11.694382] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:11.813392] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:11.928565] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:12.041098] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:12.150997] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:12.262355] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:12.262516] [INFO ] [CONFIGURE ] MSB: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:50:12.262559] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3849 tests
[2025-10-10T23:50:12.262593] [INFO ] [CONFIGURE ] MSB: Testing feature 4/29: add_ema
[2025-10-10T23:50:12.262622] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_ema']
[2025-10-10T23:50:12.381547] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:12.506764] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:12.628238] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:12.748015] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:12.871638] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:12.994324] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:13.152742] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:13.278000] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:13.406012] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:13.538916] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:13.539124] [INFO ] [CONFIGURE ] MSB: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:50:13.539169] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3848 tests
[2025-10-10T23:50:13.539205] [INFO ] [CONFIGURE ] MSB: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:50:13.539235] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:50:13.696538] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:13.889194] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:14.093265] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:14.293119] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:14.499667] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:14.654498] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:14.810616] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:14.944142] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:15.076362] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:15.209960] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:15.210142] [INFO ] [CONFIGURE ] MSB: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-10T23:50:15.210242] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3847 tests
[2025-10-10T23:50:15.210298] [INFO ] [CONFIGURE ] MSB: Testing feature 6/29: add_failed_moves
[2025-10-10T23:50:15.210331] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_failed_moves']
[2025-10-10T23:50:15.325517] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:15.449979] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:15.558194] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:15.674774] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:15.791201] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:15.908851] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:16.033484] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:16.186964] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:16.316613] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:16.440725] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:16.440911] [INFO ] [CONFIGURE ] MSB: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:50:16.440955] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3846 tests
[2025-10-10T23:50:16.440990] [INFO ] [CONFIGURE ] MSB: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:50:16.441020] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_lag_shelf']
[2025-10-10T23:50:16.549017] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:16.656614] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:16.764626] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:16.872474] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:16.981770] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:17.099252] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:17.216369] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:17.328459] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:17.439472] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:17.552778] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:17.553027] [INFO ] [CONFIGURE ] MSB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:50:17.553078] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3845 tests
[2025-10-10T23:50:17.553114] [INFO ] [CONFIGURE ] MSB: Testing feature 8/29: add_macd
[2025-10-10T23:50:17.553146] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:50:17.706477] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:17.850115] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:17.993121] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:18.137417] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:18.282749] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:18.431412] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:18.606467] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:18.777193] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:18.947082] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:19.107003] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:19.107269] [INFO ] [CONFIGURE ] MSB: DISCARDED add_macd (score: 60.00%)
[2025-10-10T23:50:19.107334] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3844 tests
[2025-10-10T23:50:19.107374] [INFO ] [CONFIGURE ] MSB: Testing feature 9/29: add_mfi
[2025-10-10T23:50:19.107406] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_mfi']
[2025-10-10T23:50:19.240822] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:19.378766] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:19.516678] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:19.654608] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:19.800310] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:19.950615] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:20.084349] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:20.205608] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:20.325983] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:20.450510] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:20.450762] [INFO ] [CONFIGURE ] MSB: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:50:20.450820] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3843 tests
[2025-10-10T23:50:20.450859] [INFO ] [CONFIGURE ] MSB: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:50:20.450891] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:50:20.591422] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:20.734691] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:20.872980] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:21.009690] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:21.149547] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:21.289213] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:21.440893] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:21.603604] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:21.753134] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:21.902677] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:21.902875] [INFO ] [CONFIGURE ] MSB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:50:21.902922] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3842 tests
[2025-10-10T23:50:21.902958] [INFO ] [CONFIGURE ] MSB: Testing feature 11/29: add_obv_daily
[2025-10-10T23:50:21.902989] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_obv_daily']
[2025-10-10T23:50:22.026262] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:22.160360] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:22.287464] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:22.405213] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:22.521552] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:22.636518] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:22.749513] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:22.862834] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:22.977506] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:23.091680] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:23.091854] [INFO ] [CONFIGURE ] MSB: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:50:23.091901] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3841 tests
[2025-10-10T23:50:23.091935] [INFO ] [CONFIGURE ] MSB: Testing feature 12/29: add_obv_interval
[2025-10-10T23:50:23.091966] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_obv_interval']
[2025-10-10T23:50:23.200761] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:23.313198] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:23.422325] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:23.532771] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:23.643277] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:23.756985] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:23.874886] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:50:23.988865] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:24.102414] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:50:24.217806] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:24.218012] [INFO ] [CONFIGURE ] MSB: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:50:24.218057] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3840 tests
[2025-10-10T23:50:24.218092] [INFO ] [CONFIGURE ] MSB: Testing feature 13/29: add_opening_strength
[2025-10-10T23:50:24.218123] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:50:24.334962] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:50:24.451697] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:24.577151] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:24.703619] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:24.824825] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:24.949439] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:25.076381] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:25.200125] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:25.327969] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:25.460881] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:25.461138] [INFO ] [CONFIGURE ] MSB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:50:25.461187] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3839 tests
[2025-10-10T23:50:25.461227] [INFO ] [CONFIGURE ] MSB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:50:25.461260] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_order_flow_imbalance']
[2025-10-10T23:50:25.597731] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:25.724224] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:25.851360] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:25.974383] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:26.101816] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:26.225376] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:26.348256] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:26.475601] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:26.609509] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:26.739384] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:26.739511] [INFO ] [CONFIGURE ] MSB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:50:26.739554] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3838 tests
[2025-10-10T23:50:26.739589] [INFO ] [CONFIGURE ] MSB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:50:26.739619] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_morning_momentum']
[2025-10-10T23:50:26.850078] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:26.969031] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:27.093772] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:27.215162] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:27.345196] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:27.454622] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:27.566930] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:27.680332] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:27.800063] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:27.924923] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:27.925139] [INFO ] [CONFIGURE ] MSB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:50:27.925197] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3837 tests
[2025-10-10T23:50:27.925244] [INFO ] [CONFIGURE ] MSB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:50:27.925320] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_overnight_gap']
[2025-10-10T23:50:28.060965] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:28.196146] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:28.328962] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:28.444995] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:28.560367] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:28.681965] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:28.800335] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:28.921452] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:29.038434] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:29.153771] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:29.153963] [INFO ] [CONFIGURE ] MSB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:50:29.154025] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3836 tests
[2025-10-10T23:50:29.154074] [INFO ] [CONFIGURE ] MSB: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:50:29.154106] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_return_2d']
[2025-10-10T23:50:29.271003] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:29.397714] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:29.517516] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:29.639209] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:29.782183] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:29.905084] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:30.031567] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:30.153337] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:30.278357] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:30.400837] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:30.401010] [INFO ] [CONFIGURE ] MSB: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:50:30.401053] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3835 tests
[2025-10-10T23:50:30.401087] [INFO ] [CONFIGURE ] MSB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:50:30.401117] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_volatility_5d']
[2025-10-10T23:50:30.509628] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:30.617294] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:30.728824] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:30.838192] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:30.948853] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:31.060336] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:31.173153] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:31.287125] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:31.430388] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:31.539893] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:31.540047] [INFO ] [CONFIGURE ] MSB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:50:31.540092] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3834 tests
[2025-10-10T23:50:31.540127] [INFO ] [CONFIGURE ] MSB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:50:31.540159] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-10T23:50:31.650875] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:31.758988] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:31.868832] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:31.985249] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:32.101632] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:32.213164] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:32.332036] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:32.441599] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:32.557794] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:32.669922] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:32.670102] [INFO ] [CONFIGURE ] MSB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:50:32.670175] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3833 tests
[2025-10-10T23:50:32.670237] [INFO ] [CONFIGURE ] MSB: Testing feature 20/29: add_price_rejection
[2025-10-10T23:50:32.670271] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_price_rejection']
[2025-10-10T23:50:32.786173] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:32.902855] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:33.024565] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:33.143434] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:50:33.266945] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:33.383036] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:33.501101] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:33.619998] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:33.739185] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:33.862868] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:33.863024] [INFO ] [CONFIGURE ] MSB: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:50:33.863067] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3832 tests
[2025-10-10T23:50:33.863102] [INFO ] [CONFIGURE ] MSB: Testing feature 21/29: add_range_position
[2025-10-10T23:50:33.863132] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position']
[2025-10-10T23:50:33.991210] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:34.118351] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:34.258179] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:34.384594] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:34.515524] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:34.642556] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:34.771244] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:34.901209] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:35.030901] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:35.168146] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:35.168331] [INFO ] [CONFIGURE ] MSB: KEPT add_range_position (score: 80.00%)
[2025-10-10T23:50:35.168377] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3831 tests
[2025-10-10T23:50:35.168415] [INFO ] [CONFIGURE ] MSB: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:50:35.168449] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_realized_volatility']
[2025-10-10T23:50:35.343963] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:35.534775] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:35.706736] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:35.891407] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:36.069585] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:36.239363] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:36.414179] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:36.580220] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:36.748754] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:36.920393] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:36.920579] [INFO ] [CONFIGURE ] MSB: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:50:36.920665] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3830 tests
[2025-10-10T23:50:36.920724] [INFO ] [CONFIGURE ] MSB: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:50:36.920759] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_recent_range_context']
[2025-10-10T23:50:37.067475] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:37.209614] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:37.357876] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:37.684247] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:37.830573] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:37.975399] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:38.121888] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:38.272326] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:38.418025] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:38.566557] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:38.566764] [INFO ] [CONFIGURE ] MSB: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:50:38.566817] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3829 tests
[2025-10-10T23:50:38.566853] [INFO ] [CONFIGURE ] MSB: Testing feature 24/29: add_rsi
[2025-10-10T23:50:38.566883] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_ema', 'add_rsi']
[2025-10-10T23:50:38.728348] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:38.890974] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:39.045229] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:39.199742] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:39.356039] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:39.517982] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:39.675672] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:39.841454] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:40.003308] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:40.169143] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:40.169352] [INFO ] [CONFIGURE ] MSB: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:50:40.169408] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3828 tests
[2025-10-10T23:50:40.169448] [INFO ] [CONFIGURE ] MSB: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:50:40.169479] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_tick_distribution']
[2025-10-10T23:50:40.299780] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:40.430377] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:40.562885] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:40.696727] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:40.834582] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:40.967502] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:41.101945] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:41.239940] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:41.375781] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:41.511605] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:41.511777] [INFO ] [CONFIGURE ] MSB: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-10T23:50:41.511828] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3827 tests
[2025-10-10T23:50:41.511864] [INFO ] [CONFIGURE ] MSB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:50:41.511896] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_volume_momentum_confirmation']
[2025-10-10T23:50:41.645984] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:41.781528] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:41.916889] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:42.052536] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:42.189898] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:42.327357] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:42.472895] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:42.615187] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:42.756525] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:42.904394] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:42.904573] [INFO ] [CONFIGURE ] MSB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-10T23:50:42.904619] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3826 tests
[2025-10-10T23:50:42.904713] [INFO ] [CONFIGURE ] MSB: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:50:42.904763] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_volume_price_divergence']
[2025-10-10T23:50:43.056725] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:43.204738] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:43.350988] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:43.503572] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:43.655171] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:43.799591] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:43.946323] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:44.090872] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:44.236823] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:44.382191] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:44.382352] [INFO ] [CONFIGURE ] MSB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:50:44.382396] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3825 tests
[2025-10-10T23:50:44.382430] [INFO ] [CONFIGURE ] MSB: Testing feature 28/29: add_volume_profile
[2025-10-10T23:50:44.382460] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_volume_profile']
[2025-10-10T23:50:44.515733] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:44.648636] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:44.783378] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:44.917472] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:45.055120] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:45.194126] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:45.334049] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:45.479082] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:45.636606] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:45.780727] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:45.780903] [INFO ] [CONFIGURE ] MSB: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-10T23:50:45.780947] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3824 tests
[2025-10-10T23:50:45.780985] [INFO ] [CONFIGURE ] MSB: Testing feature 29/29: add_vwap
[2025-10-10T23:50:45.781017] [INFO ] [CONFIGURE ] MSB: Testing with features: ['add_range_position', 'add_vwap']
[2025-10-10T23:50:45.928311] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:46.079270] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:46.236168] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:46.385728] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:50:46.545193] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:46.704589] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:46.859875] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:50:47.011282] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:47.163407] [DEBUG] [FORECASTER] MSB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:50:47.318005] [DEBUG] [FORECASTER] MSB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:50:47.318269] [INFO ] [CONFIGURE ] MSB: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:50:47.318334] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3823 tests
[2025-10-10T23:50:47.318387] [INFO ] [CONFIGURE ] MSB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:50:47.318444] [INFO ] [CONFIGURE ] MSB: Best accuracy: 80.00%
[2025-10-10T23:50:47.318480] [INFO ] [CONFIGURE ] MSB: Best feature set (1 features): ['add_range_position']
[2025-10-10T23:50:47.318509] [INFO ] [CONFIGURE ] MSB: Improvement over baseline: 10.00%
[2025-10-10T23:50:47.318536] [INFO ] [CONFIGURE ] MSB: Total time: 38.8 seconds
[2025-10-10T23:50:47.318563] [INFO ] [CONFIGURE ] MSB: Average time per feature: 1.3 seconds
[2025-10-10T23:50:47.318590] [INFO ] [CONFIGURE ] MSB: Average speed: 0.75 features/sec
[2025-10-10T23:50:47.319219] [INFO ] [LOCAL     ] Saved configuration for MSB: 1 features, 80.00% accuracy -> ./output/feature-sets/MSB.json
[2025-10-10T23:50:47.319274] [INFO ] [CONFIGURE ] MSB: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-10T23:50:47.319325] [INFO ] [sig       ] [89/220] Successfully configured MSB | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:50:47.319406] [INFO ] [sig       ] [90/220] Configuring MSD...
[2025-10-10T23:50:47.319476] [INFO ] [CONFIGURE ] MSD: Configurate test run.
[2025-10-10T23:50:47.319550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-10-10T23:50:47.336634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSD'.
[2025-10-10T23:50:47.337125] [INFO ] [CONFIGURE ] MSD: Testing with 29 available features
[2025-10-10T23:50:47.337184] [INFO ] [CONFIGURE ] MSD: Establishing baseline with no features...
[2025-10-10T23:50:47.457456] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:47.567354] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:47.675896] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:47.785518] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:47.895760] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:48.010189] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:48.134988] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:48.249943] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:48.368465] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:48.489137] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:48.489355] [INFO ] [CONFIGURE ] MSD: Baseline score (no features): 60.00%
[2025-10-10T23:50:48.489404] [INFO ] [CONFIGURE ] MSD: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:50:48.489439] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:50:48.619823] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:48.750900] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:48.880191] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:49.004502] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:49.131815] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:49.266698] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:49.401424] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:50:49.533940] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:49.670609] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:49.813190] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:49.813423] [INFO ] [CONFIGURE ] MSD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:50:49.813470] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3822 tests
[2025-10-10T23:50:49.813508] [INFO ] [CONFIGURE ] MSD: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:50:49.813541] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:50:49.954459] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:50.094133] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:50.246032] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:50.393180] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:50.534190] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:50.680900] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:50.832810] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:50.977419] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:51.128385] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:51.273332] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:51.273579] [INFO ] [CONFIGURE ] MSD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:50:51.273631] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3821 tests
[2025-10-10T23:50:51.273712] [INFO ] [CONFIGURE ] MSD: Testing feature 3/29: add_daily_returns
[2025-10-10T23:50:51.273763] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_daily_returns']
[2025-10-10T23:50:51.398586] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:51.519810] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:51.647501] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:51.773105] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:51.897588] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:52.025171] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:50:52.150196] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:52.275587] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:52.398412] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:52.527155] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:52.527321] [INFO ] [CONFIGURE ] MSD: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:50:52.527366] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3820 tests
[2025-10-10T23:50:52.527453] [INFO ] [CONFIGURE ] MSD: Testing feature 4/29: add_ema
[2025-10-10T23:50:52.527508] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_ema']
[2025-10-10T23:50:52.678315] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:52.814253] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:52.942475] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:53.069067] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:53.200114] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:53.331297] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:53.464774] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:50:53.594557] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:53.724429] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:50:53.847939] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:53.848114] [INFO ] [CONFIGURE ] MSD: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:50:53.848157] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3819 tests
[2025-10-10T23:50:53.848249] [INFO ] [CONFIGURE ] MSD: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:50:53.848307] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:50:53.982726] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:54.115241] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:54.254328] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:54.388939] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:54.526027] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:54.663429] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:54.812193] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:50:54.949208] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:50:55.085062] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:50:55.223163] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:55.223352] [INFO ] [CONFIGURE ] MSD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:50:55.223396] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3818 tests
[2025-10-10T23:50:55.223435] [INFO ] [CONFIGURE ] MSD: Testing feature 6/29: add_failed_moves
[2025-10-10T23:50:55.223465] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_failed_moves']
[2025-10-10T23:50:55.339468] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:55.455155] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:55.572234] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:55.706274] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:55.825285] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:55.948294] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:56.067807] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:56.193202] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:56.313436] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:56.435551] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:56.435731] [INFO ] [CONFIGURE ] MSD: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:50:56.435784] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3817 tests
[2025-10-10T23:50:56.435819] [INFO ] [CONFIGURE ] MSD: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:50:56.435851] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_lag_shelf']
[2025-10-10T23:50:56.542368] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:56.651629] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:56.760197] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:56.872893] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:56.984059] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:57.093241] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:57.205802] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:50:57.316745] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:57.427330] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:50:57.543403] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:57.543673] [INFO ] [CONFIGURE ] MSD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:50:57.543736] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3816 tests
[2025-10-10T23:50:57.543773] [INFO ] [CONFIGURE ] MSD: Testing feature 8/29: add_macd
[2025-10-10T23:50:57.543812] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:50:57.691760] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:57.842233] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:50:57.995423] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:50:58.148584] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:50:58.306707] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:50:58.455679] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:58.606195] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:50:58.766413] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:50:58.915673] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:50:59.071262] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:50:59.071516] [INFO ] [CONFIGURE ] MSD: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:50:59.071574] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3815 tests
[2025-10-10T23:50:59.071612] [INFO ] [CONFIGURE ] MSD: Testing feature 9/29: add_mfi
[2025-10-10T23:50:59.071668] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_mfi']
[2025-10-10T23:50:59.193882] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:50:59.317492] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:50:59.441004] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:50:59.563462] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:50:59.691481] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:50:59.816599] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:50:59.940868] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:00.067555] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:00.204971] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:00.349214] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:00.349417] [INFO ] [CONFIGURE ] MSD: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:51:00.349465] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3814 tests
[2025-10-10T23:51:00.349503] [INFO ] [CONFIGURE ] MSD: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:51:00.349538] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:51:00.491621] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:00.634301] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:00.779742] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:00.918613] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:01.062982] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:01.201927] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:01.342541] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:01.509000] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:01.668097] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:01.832395] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:01.832594] [INFO ] [CONFIGURE ] MSD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:51:01.832673] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3813 tests
[2025-10-10T23:51:01.832729] [INFO ] [CONFIGURE ] MSD: Testing feature 11/29: add_obv_daily
[2025-10-10T23:51:01.832768] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_daily']
[2025-10-10T23:51:01.953361] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:02.071846] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:02.192378] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:02.314277] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:02.440828] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:02.554080] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:02.672841] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:02.789063] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:02.916032] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:03.035200] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:03.035384] [INFO ] [CONFIGURE ] MSD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:51:03.035479] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3812 tests
[2025-10-10T23:51:03.035537] [INFO ] [CONFIGURE ] MSD: Testing feature 12/29: add_obv_interval
[2025-10-10T23:51:03.035571] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval']
[2025-10-10T23:51:03.156099] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:03.269114] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:03.385068] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:03.499708] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:03.615442] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:03.732760] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:03.855841] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:03.975823] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:04.095531] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:04.218709] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:04.218879] [INFO ] [CONFIGURE ] MSD: KEPT add_obv_interval (score: 70.00%)
[2025-10-10T23:51:04.218925] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3811 tests
[2025-10-10T23:51:04.218960] [INFO ] [CONFIGURE ] MSD: Testing feature 13/29: add_opening_strength
[2025-10-10T23:51:04.218991] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:51:04.352065] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:04.483738] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:04.614917] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:04.754810] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:04.884751] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:05.016144] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:05.148876] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:05.282463] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:05.409383] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:05.538104] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:05.538255] [INFO ] [CONFIGURE ] MSD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:51:05.538298] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3810 tests
[2025-10-10T23:51:05.538333] [INFO ] [CONFIGURE ] MSD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:51:05.538363] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:51:05.665318] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:05.796467] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:05.927810] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:06.055363] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:06.183262] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:06.310981] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:06.438818] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:06.566834] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:06.701065] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:06.835773] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:06.835933] [INFO ] [CONFIGURE ] MSD: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:51:06.835976] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3809 tests
[2025-10-10T23:51:06.836009] [INFO ] [CONFIGURE ] MSD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:51:06.836039] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:51:06.968521] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:07.104804] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:07.235040] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:07.370220] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:07.506661] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:07.647567] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:07.820895] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:07.965970] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:08.111503] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:08.253430] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:08.253589] [INFO ] [CONFIGURE ] MSD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-10T23:51:08.253631] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3808 tests
[2025-10-10T23:51:08.253713] [INFO ] [CONFIGURE ] MSD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:51:08.253763] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:51:08.398633] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:08.542813] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:08.689185] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:08.840560] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:08.988970] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:09.137818] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:09.287809] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:09.438432] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:09.615674] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:09.782787] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:09.782979] [INFO ] [CONFIGURE ] MSD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:51:09.783069] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3807 tests
[2025-10-10T23:51:09.783111] [INFO ] [CONFIGURE ] MSD: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:51:09.783143] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:51:09.936586] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:10.092232] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:10.255934] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:10.414866] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:10.577404] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:10.742730] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:10.934487] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:11.100820] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:11.267286] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:11.440305] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:11.440615] [INFO ] [CONFIGURE ] MSD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:51:11.440709] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3806 tests
[2025-10-10T23:51:11.440759] [INFO ] [CONFIGURE ] MSD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:51:11.440795] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:51:11.585968] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:11.724686] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:11.857034] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:11.989584] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:12.121622] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:12.256302] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:12.393341] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:12.528317] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:12.666273] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:12.806821] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:12.807010] [INFO ] [CONFIGURE ] MSD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:51:12.807101] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3805 tests
[2025-10-10T23:51:12.807142] [INFO ] [CONFIGURE ] MSD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:51:12.807174] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:51:12.939880] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:13.072008] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:13.203794] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:13.335136] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:13.468593] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:13.602132] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:13.735719] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:13.870294] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:14.004605] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:14.145542] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:14.145774] [INFO ] [CONFIGURE ] MSD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:51:14.145826] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3804 tests
[2025-10-10T23:51:14.145861] [INFO ] [CONFIGURE ] MSD: Testing feature 20/29: add_price_rejection
[2025-10-10T23:51:14.145892] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:51:14.291739] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:14.435448] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:14.577961] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:14.723143] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:14.878133] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:15.028783] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:15.175429] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:15.323519] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:15.469901] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:15.616987] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:15.617225] [INFO ] [CONFIGURE ] MSD: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:51:15.617276] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3803 tests
[2025-10-10T23:51:15.617313] [INFO ] [CONFIGURE ] MSD: Testing feature 21/29: add_range_position
[2025-10-10T23:51:15.617345] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:51:15.769101] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:15.920150] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:16.071751] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:16.225484] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:16.375795] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:16.526529] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:51:16.683540] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:16.842765] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:16.999205] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:17.156199] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:17.156392] [INFO ] [CONFIGURE ] MSD: DISCARDED add_range_position (score: 70.00%)
[2025-10-10T23:51:17.156442] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3802 tests
[2025-10-10T23:51:17.156478] [INFO ] [CONFIGURE ] MSD: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:51:17.156508] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:51:17.329045] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:17.504158] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:17.691934] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:17.864422] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:18.040532] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:18.214772] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:18.389453] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:18.572241] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:18.755991] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:18.926446] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:18.926663] [INFO ] [CONFIGURE ] MSD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-10T23:51:18.926727] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3801 tests
[2025-10-10T23:51:18.926766] [INFO ] [CONFIGURE ] MSD: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:51:18.926795] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:51:19.062992] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:19.200110] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:19.336583] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:19.472592] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:19.608385] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:19.751790] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:19.900870] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:20.050065] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:20.197352] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:20.343976] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:20.344180] [INFO ] [CONFIGURE ] MSD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:51:20.344243] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3800 tests
[2025-10-10T23:51:20.344283] [INFO ] [CONFIGURE ] MSD: Testing feature 24/29: add_rsi
[2025-10-10T23:51:20.344315] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:51:20.509889] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:20.675431] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:20.837491] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:21.003787] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:21.175418] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:21.352964] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:21.532094] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:21.724849] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:21.950039] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:22.207401] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:22.207762] [INFO ] [CONFIGURE ] MSD: DISCARDED add_rsi (score: 70.00%)
[2025-10-10T23:51:22.207897] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3799 tests
[2025-10-10T23:51:22.207969] [INFO ] [CONFIGURE ] MSD: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:51:22.208018] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T23:51:22.419465] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:22.595358] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:22.760555] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:22.917953] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:23.081946] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:23.241178] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:23.387709] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:23.534966] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:23.683936] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:23.825787] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:23.825977] [INFO ] [CONFIGURE ] MSD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:51:23.826022] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3798 tests
[2025-10-10T23:51:23.826058] [INFO ] [CONFIGURE ] MSD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:51:23.826088] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T23:51:23.968172] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:24.124296] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:24.273874] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:24.416303] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:24.560834] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:24.705407] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:24.851461] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:25.000574] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:25.145773] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:25.289350] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:25.289522] [INFO ] [CONFIGURE ] MSD: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:51:25.289565] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3797 tests
[2025-10-10T23:51:25.289600] [INFO ] [CONFIGURE ] MSD: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:51:25.289631] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T23:51:25.441403] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:25.591696] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:25.741089] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:25.889790] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:26.054419] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:26.208377] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:26.359131] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:26.509194] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:26.662175] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:26.830263] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:26.830875] [INFO ] [CONFIGURE ] MSD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:51:26.830976] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3796 tests
[2025-10-10T23:51:26.831034] [INFO ] [CONFIGURE ] MSD: Testing feature 28/29: add_volume_profile
[2025-10-10T23:51:26.831092] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T23:51:26.989051] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:27.132989] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:27.276893] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:27.432865] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:51:27.586364] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:27.730528] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:27.874811] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:28.019392] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:28.169337] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:28.314195] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:28.314381] [INFO ] [CONFIGURE ] MSD: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:51:28.314424] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3795 tests
[2025-10-10T23:51:28.314479] [INFO ] [CONFIGURE ] MSD: Testing feature 29/29: add_vwap
[2025-10-10T23:51:28.314536] [INFO ] [CONFIGURE ] MSD: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-10T23:51:28.458965] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:51:28.603135] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:28.753246] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:28.902882] [DEBUG] [FORECASTER] MSD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:51:29.085229] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:29.232164] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:51:29.385535] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:29.531795] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:29.680920] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:51:29.830939] [DEBUG] [FORECASTER] MSD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:29.831198] [INFO ] [CONFIGURE ] MSD: DISCARDED add_vwap (score: 80.00%)
[2025-10-10T23:51:29.831262] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3794 tests
[2025-10-10T23:51:29.831312] [INFO ] [CONFIGURE ] MSD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:51:29.831368] [INFO ] [CONFIGURE ] MSD: Best accuracy: 80.00%
[2025-10-10T23:51:29.831404] [INFO ] [CONFIGURE ] MSD: Best feature set (2 features): ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-10T23:51:29.831435] [INFO ] [CONFIGURE ] MSD: Improvement over baseline: 20.00%
[2025-10-10T23:51:29.831462] [INFO ] [CONFIGURE ] MSD: Total time: 41.3 seconds
[2025-10-10T23:51:29.831491] [INFO ] [CONFIGURE ] MSD: Average time per feature: 1.4 seconds
[2025-10-10T23:51:29.831519] [INFO ] [CONFIGURE ] MSD: Average speed: 0.70 features/sec
[2025-10-10T23:51:29.832364] [INFO ] [LOCAL     ] Saved configuration for MSD: 2 features, 80.00% accuracy -> ./output/feature-sets/MSD.json
[2025-10-10T23:51:29.832421] [INFO ] [CONFIGURE ] MSD: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-10T23:51:29.832470] [INFO ] [sig       ] [90/220] Successfully configured MSD | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:51:29.832546] [INFO ] [sig       ] [91/220] Configuring MTD...
[2025-10-10T23:51:29.832615] [INFO ] [CONFIGURE ] MTD: Configurate test run.
[2025-10-10T23:51:29.832734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-10-10T23:51:29.847686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTD'.
[2025-10-10T23:51:29.848053] [INFO ] [CONFIGURE ] MTD: Testing with 29 available features
[2025-10-10T23:51:29.848114] [INFO ] [CONFIGURE ] MTD: Establishing baseline with no features...
[2025-10-10T23:51:29.961179] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:30.066606] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:30.168323] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:30.272209] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:51:30.373187] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:30.475523] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:30.578224] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:30.687861] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:30.789480] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:30.890810] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:30.890951] [INFO ] [CONFIGURE ] MTD: Baseline score (no features): 10.00%
[2025-10-10T23:51:30.890994] [INFO ] [CONFIGURE ] MTD: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:51:30.891027] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:51:31.001606] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:31.113986] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:31.225466] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:31.342253] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:51:31.455701] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:31.570253] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:31.687890] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:31.813022] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:31.936676] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:32.090175] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:32.090340] [INFO ] [CONFIGURE ] MTD: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-10T23:51:32.090384] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3793 tests
[2025-10-10T23:51:32.090418] [INFO ] [CONFIGURE ] MTD: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:51:32.090448] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:51:32.219384] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:32.348962] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:32.479610] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:51:32.613566] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:51:32.748747] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:32.884367] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:33.021511] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:33.159358] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:33.307834] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:33.445915] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:33.446070] [INFO ] [CONFIGURE ] MTD: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-10T23:51:33.446114] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3792 tests
[2025-10-10T23:51:33.446150] [INFO ] [CONFIGURE ] MTD: Testing feature 3/29: add_daily_returns
[2025-10-10T23:51:33.446182] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:51:33.566632] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:33.687488] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:33.810322] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:33.937164] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:51:34.059585] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:34.183460] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:34.307989] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:34.432146] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:34.560055] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:34.685781] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:34.685955] [INFO ] [CONFIGURE ] MTD: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-10T23:51:34.686017] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3791 tests
[2025-10-10T23:51:34.686055] [INFO ] [CONFIGURE ] MTD: Testing feature 4/29: add_ema
[2025-10-10T23:51:34.686086] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:51:34.821115] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:34.962614] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:35.135555] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:35.282406] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:35.424993] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:35.569907] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:35.712166] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:35.855015] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:36.001699] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:36.145073] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:36.145246] [INFO ] [CONFIGURE ] MTD: KEPT add_ema (score: 40.00%)
[2025-10-10T23:51:36.145291] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3790 tests
[2025-10-10T23:51:36.145327] [INFO ] [CONFIGURE ] MTD: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:51:36.145360] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:51:36.312025] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:36.486366] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:36.664520] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:36.844032] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:37.015626] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:37.207981] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:37.378350] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:37.545416] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:37.711397] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:37.880600] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:37.880849] [INFO ] [CONFIGURE ] MTD: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:51:37.880901] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3789 tests
[2025-10-10T23:51:37.880937] [INFO ] [CONFIGURE ] MTD: Testing feature 6/29: add_failed_moves
[2025-10-10T23:51:37.880968] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-10T23:51:38.034350] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:38.214732] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:38.366618] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:38.519884] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:38.676241] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:38.830782] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:38.985834] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:39.139492] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:39.286911] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:39.433344] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:39.433595] [INFO ] [CONFIGURE ] MTD: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:51:39.433681] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3788 tests
[2025-10-10T23:51:39.433735] [INFO ] [CONFIGURE ] MTD: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:51:39.433770] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-10T23:51:39.568121] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:39.701516] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:39.836199] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:39.980468] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:40.118240] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:40.256557] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:40.395453] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:40.541987] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:40.680760] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:40.826385] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:40.826583] [INFO ] [CONFIGURE ] MTD: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-10T23:51:40.826666] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3787 tests
[2025-10-10T23:51:40.826726] [INFO ] [CONFIGURE ] MTD: Testing feature 8/29: add_macd
[2025-10-10T23:51:40.826763] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:51:41.006051] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:41.220805] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:41.397112] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:41.575944] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:41.758899] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:41.943379] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:42.122283] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:42.305955] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:42.489824] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:42.672227] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:42.672496] [INFO ] [CONFIGURE ] MTD: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:51:42.672554] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3786 tests
[2025-10-10T23:51:42.672592] [INFO ] [CONFIGURE ] MTD: Testing feature 9/29: add_mfi
[2025-10-10T23:51:42.672624] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-10T23:51:42.830243] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:42.987250] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:43.147518] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:43.313990] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:43.468474] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:43.622555] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:43.779774] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:43.935511] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:44.093067] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:44.278990] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:44.279186] [INFO ] [CONFIGURE ] MTD: KEPT add_mfi (score: 50.00%)
[2025-10-10T23:51:44.279231] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3785 tests
[2025-10-10T23:51:44.279267] [INFO ] [CONFIGURE ] MTD: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:51:44.279299] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:51:44.462302] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:44.646172] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:44.827974] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:45.013412] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:45.210407] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:45.421097] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:45.632119] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:45.829325] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:46.024776] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:46.219187] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:46.219360] [INFO ] [CONFIGURE ] MTD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:51:46.219405] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3784 tests
[2025-10-10T23:51:46.219440] [INFO ] [CONFIGURE ] MTD: Testing feature 11/29: add_obv_daily
[2025-10-10T23:51:46.219472] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-10T23:51:46.391397] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:46.555747] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:46.717434] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:46.885961] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:47.055955] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:47.224030] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:47.389666] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:51:47.560132] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:47.728961] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:47.904510] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:47.904798] [INFO ] [CONFIGURE ] MTD: KEPT add_obv_daily (score: 70.00%)
[2025-10-10T23:51:47.904864] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3783 tests
[2025-10-10T23:51:47.904948] [INFO ] [CONFIGURE ] MTD: Testing feature 12/29: add_obv_interval
[2025-10-10T23:51:47.905001] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_obv_interval']
[2025-10-10T23:51:48.076429] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:48.247812] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:48.420794] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:48.597002] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:48.773921] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:48.945768] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:49.120883] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:49.296425] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:49.481326] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:49.654871] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:49.655047] [INFO ] [CONFIGURE ] MTD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:51:49.655092] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3782 tests
[2025-10-10T23:51:49.655127] [INFO ] [CONFIGURE ] MTD: Testing feature 13/29: add_opening_strength
[2025-10-10T23:51:49.655158] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:51:49.837420] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:50.018347] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:50.200493] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:50.385442] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:50.572991] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:50.760345] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:50.966157] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:51.161666] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:51.357388] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:51.568619] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:51:51.569038] [INFO ] [CONFIGURE ] MTD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:51:51.569104] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3781 tests
[2025-10-10T23:51:51.569147] [INFO ] [CONFIGURE ] MTD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:51:51.569185] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-10T23:51:51.771775] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:51.974888] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:52.172086] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:52.373156] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:52.575093] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:52.776817] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:52.978866] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:53.185523] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:51:53.405751] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:53.602618] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:53.602860] [INFO ] [CONFIGURE ] MTD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:51:53.602998] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3780 tests
[2025-10-10T23:51:53.603060] [INFO ] [CONFIGURE ] MTD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:51:53.603118] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-10T23:51:53.776076] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:53.946403] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:54.122679] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:54.295939] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:54.466831] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:54.640695] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:54.815584] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:54.984514] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:55.164674] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:55.342360] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:55.342563] [INFO ] [CONFIGURE ] MTD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:51:55.342612] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3779 tests
[2025-10-10T23:51:55.342672] [INFO ] [CONFIGURE ] MTD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:51:55.342728] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-10T23:51:55.516750] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:55.687188] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:51:55.867414] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:56.040498] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:56.216356] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:51:56.422131] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:56.595004] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:56.771090] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:56.949172] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:57.123448] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:57.123689] [INFO ] [CONFIGURE ] MTD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:51:57.123753] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3778 tests
[2025-10-10T23:51:57.123791] [INFO ] [CONFIGURE ] MTD: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:51:57.123880] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-10T23:51:57.305533] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:57.484937] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:57.662097] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:57.845092] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:51:58.049260] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:51:58.247901] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:51:58.448046] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:51:58.647524] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:51:58.862252] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:51:59.071166] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:51:59.071478] [INFO ] [CONFIGURE ] MTD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:51:59.071547] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3777 tests
[2025-10-10T23:51:59.071589] [INFO ] [CONFIGURE ] MTD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:51:59.071624] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-10T23:51:59.263109] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:51:59.514561] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:51:59.703679] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:51:59.895783] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:00.086573] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:00.283159] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:00.472292] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:00.658121] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:00.843631] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:01.036840] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:01.037145] [INFO ] [CONFIGURE ] MTD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:52:01.037208] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3776 tests
[2025-10-10T23:52:01.037253] [INFO ] [CONFIGURE ] MTD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:52:01.037290] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-10T23:52:01.231429] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:01.421441] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:01.593776] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:01.770181] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:01.937508] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:02.114922] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:02.301767] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:52:02.531604] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:02.721415] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:02.908475] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:02.908796] [INFO ] [CONFIGURE ] MTD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:52:02.908860] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3775 tests
[2025-10-10T23:52:02.908899] [INFO ] [CONFIGURE ] MTD: Testing feature 20/29: add_price_rejection
[2025-10-10T23:52:02.908932] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_price_rejection']
[2025-10-10T23:52:03.098484] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:03.284350] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:03.487711] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:03.680977] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:03.868855] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:04.045438] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:04.225438] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:04.415496] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:04.607584] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:04.793961] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:04.794202] [INFO ] [CONFIGURE ] MTD: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:52:04.794254] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3774 tests
[2025-10-10T23:52:04.794290] [INFO ] [CONFIGURE ] MTD: Testing feature 21/29: add_range_position
[2025-10-10T23:52:04.794323] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_range_position']
[2025-10-10T23:52:04.981476] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:05.183903] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:05.382537] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:05.582881] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:05.789856] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:05.996588] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:06.200232] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:06.402340] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:52:06.593462] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:06.778312] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:06.778544] [INFO ] [CONFIGURE ] MTD: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:52:06.778596] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3773 tests
[2025-10-10T23:52:06.778632] [INFO ] [CONFIGURE ] MTD: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:52:06.778703] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_realized_volatility']
[2025-10-10T23:52:06.973952] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:07.166444] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:07.363311] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:07.590539] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:07.823263] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:52:08.024946] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:08.225081] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:08.427313] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:08.629938] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:08.833477] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:08.833718] [INFO ] [CONFIGURE ] MTD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-10T23:52:08.833779] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3772 tests
[2025-10-10T23:52:08.833816] [INFO ] [CONFIGURE ] MTD: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:52:08.833847] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_recent_range_context']
[2025-10-10T23:52:09.006686] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:09.181592] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:09.354850] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:09.528993] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:09.703825] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:52:09.877923] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:10.057851] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:10.233366] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:10.402841] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:10.571807] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:10.571968] [INFO ] [CONFIGURE ] MTD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:52:10.572012] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3771 tests
[2025-10-10T23:52:10.572047] [INFO ] [CONFIGURE ] MTD: Testing feature 24/29: add_rsi
[2025-10-10T23:52:10.572078] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi']
[2025-10-10T23:52:10.746998] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:10.922534] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:11.108584] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:11.291032] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:11.473774] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:11.655858] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:52:11.838076] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:12.013139] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:12.191169] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:12.388248] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:12.388538] [INFO ] [CONFIGURE ] MTD: KEPT add_rsi (score: 80.00%)
[2025-10-10T23:52:12.388614] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3770 tests
[2025-10-10T23:52:12.388703] [INFO ] [CONFIGURE ] MTD: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:52:12.388750] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi', 'add_tick_distribution']
[2025-10-10T23:52:12.579299] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:12.760024] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:12.940173] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:13.119501] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:13.299235] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:13.480155] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:13.661058] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:13.841190] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:14.022839] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:14.210774] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:14.210961] [INFO ] [CONFIGURE ] MTD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:52:14.211007] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3769 tests
[2025-10-10T23:52:14.211045] [INFO ] [CONFIGURE ] MTD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:52:14.211078] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-10T23:52:14.458616] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:14.732417] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:52:14.965165] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:15.168614] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:15.359389] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:15.538575] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:15.717206] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:15.910764] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:16.096058] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:16.278986] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:16.279158] [INFO ] [CONFIGURE ] MTD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:52:16.279203] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3768 tests
[2025-10-10T23:52:16.279239] [INFO ] [CONFIGURE ] MTD: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:52:16.279272] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi', 'add_volume_price_divergence']
[2025-10-10T23:52:16.468153] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:16.659293] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:16.853850] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:17.048088] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:17.253528] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:17.442903] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:52:17.640286] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:17.839754] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:18.041773] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:18.240614] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:18.240933] [INFO ] [CONFIGURE ] MTD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:52:18.240985] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3767 tests
[2025-10-10T23:52:18.241022] [INFO ] [CONFIGURE ] MTD: Testing feature 28/29: add_volume_profile
[2025-10-10T23:52:18.241056] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi', 'add_volume_profile']
[2025-10-10T23:52:18.446478] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:18.672378] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:52:18.886028] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:19.099730] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:19.319292] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:19.534615] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:19.741106] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:19.962420] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:20.177741] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:20.388307] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:20.388553] [INFO ] [CONFIGURE ] MTD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:52:20.388621] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3766 tests
[2025-10-10T23:52:20.388715] [INFO ] [CONFIGURE ] MTD: Testing feature 29/29: add_vwap
[2025-10-10T23:52:20.388823] [INFO ] [CONFIGURE ] MTD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi', 'add_vwap']
[2025-10-10T23:52:20.612667] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:52:20.822249] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:21.028368] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:52:21.220046] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:52:21.427508] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:52:21.619820] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:21.817349] [DEBUG] [FORECASTER] MTD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:52:22.020118] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:52:22.221799] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:52:22.423435] [DEBUG] [FORECASTER] MTD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:52:22.423670] [INFO ] [CONFIGURE ] MTD: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:52:22.423732] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3765 tests
[2025-10-10T23:52:22.423782] [INFO ] [CONFIGURE ] MTD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:52:22.423837] [INFO ] [CONFIGURE ] MTD: Best accuracy: 80.00%
[2025-10-10T23:52:22.423872] [INFO ] [CONFIGURE ] MTD: Best feature set (5 features): ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_rsi']
[2025-10-10T23:52:22.423901] [INFO ] [CONFIGURE ] MTD: Improvement over baseline: 70.00%
[2025-10-10T23:52:22.423927] [INFO ] [CONFIGURE ] MTD: Total time: 51.5 seconds
[2025-10-10T23:52:22.423953] [INFO ] [CONFIGURE ] MTD: Average time per feature: 1.8 seconds
[2025-10-10T23:52:22.423979] [INFO ] [CONFIGURE ] MTD: Average speed: 0.56 features/sec
[2025-10-10T23:52:22.424743] [INFO ] [LOCAL     ] Saved configuration for MTD: 5 features, 80.00% accuracy -> ./output/feature-sets/MTD.json
[2025-10-10T23:52:22.424799] [INFO ] [CONFIGURE ] MTD: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-10T23:52:22.424849] [INFO ] [sig       ] [91/220] Successfully configured MTD | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:52:22.424924] [INFO ] [sig       ] [92/220] Configuring MUA...
[2025-10-10T23:52:22.424993] [INFO ] [CONFIGURE ] MUA: Configurate test run.
[2025-10-10T23:52:22.425066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-10-10T23:52:22.444228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUA'.
[2025-10-10T23:52:22.444768] [INFO ] [CONFIGURE ] MUA: Testing with 29 available features
[2025-10-10T23:52:22.444825] [INFO ] [CONFIGURE ] MUA: Establishing baseline with no features...
[2025-10-10T23:52:22.556152] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:22.667277] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:22.777908] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:22.893288] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:52:23.013172] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:23.139567] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:23.267198] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:23.386185] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:23.507223] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:23.622341] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:23.622507] [INFO ] [CONFIGURE ] MUA: Baseline score (no features): 40.00%
[2025-10-10T23:52:23.622555] [INFO ] [CONFIGURE ] MUA: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:52:23.622589] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:52:23.745052] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:23.871546] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:23.995557] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:24.112452] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:24.232121] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:24.355073] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:24.477493] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:24.602623] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:24.730146] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:24.858832] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:24.859058] [INFO ] [CONFIGURE ] MUA: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-10T23:52:24.859122] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3764 tests
[2025-10-10T23:52:24.859161] [INFO ] [CONFIGURE ] MUA: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:52:24.859194] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:52:24.997130] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:25.136273] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:25.276701] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:25.419501] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:25.561478] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:25.700189] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:25.843135] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:52:25.981495] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:26.121074] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:26.261440] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:26.261579] [INFO ] [CONFIGURE ] MUA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:52:26.261621] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3763 tests
[2025-10-10T23:52:26.261686] [INFO ] [CONFIGURE ] MUA: Testing feature 3/29: add_daily_returns
[2025-10-10T23:52:26.261836] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:52:26.390563] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:26.518112] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:26.642190] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:26.780208] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:26.903597] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:27.024869] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:27.148952] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:52:27.280689] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:27.413008] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:27.545312] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:27.545517] [INFO ] [CONFIGURE ] MUA: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-10T23:52:27.545582] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3762 tests
[2025-10-10T23:52:27.545621] [INFO ] [CONFIGURE ] MUA: Testing feature 4/29: add_ema
[2025-10-10T23:52:27.545736] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:52:27.680544] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:27.817554] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:27.951071] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:28.085073] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:28.222085] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:28.364841] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:28.508449] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:28.648104] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:28.793214] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:28.934490] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:28.934719] [INFO ] [CONFIGURE ] MUA: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:52:28.934783] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3761 tests
[2025-10-10T23:52:28.934821] [INFO ] [CONFIGURE ] MUA: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:52:28.934852] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:52:29.077614] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:29.226271] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:29.368371] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:29.508957] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:52:29.655329] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:29.817503] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:29.960622] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:30.104293] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:30.251051] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:30.395876] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:30.396038] [INFO ] [CONFIGURE ] MUA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:52:30.396081] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3760 tests
[2025-10-10T23:52:30.396115] [INFO ] [CONFIGURE ] MUA: Testing feature 6/29: add_failed_moves
[2025-10-10T23:52:30.396145] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:52:30.514904] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:30.634706] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:30.760240] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:30.883230] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:31.015731] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:31.139451] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:31.277778] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:31.419068] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:31.546956] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:31.676763] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:31.676930] [INFO ] [CONFIGURE ] MUA: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:52:31.676983] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3759 tests
[2025-10-10T23:52:31.677061] [INFO ] [CONFIGURE ] MUA: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:52:31.677109] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:52:31.795490] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:31.909403] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:32.023991] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:32.142487] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:32.257702] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:32.371442] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:32.487460] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:32.603096] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:32.724934] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:32.850088] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:32.850243] [INFO ] [CONFIGURE ] MUA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:52:32.850344] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3758 tests
[2025-10-10T23:52:32.850388] [INFO ] [CONFIGURE ] MUA: Testing feature 8/29: add_macd
[2025-10-10T23:52:32.850420] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:52:33.002790] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:33.160191] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:52:33.313691] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:33.465044] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:52:33.619565] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:33.773733] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:33.928360] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:34.083823] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:34.237972] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:34.397634] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:34.397838] [INFO ] [CONFIGURE ] MUA: DISCARDED add_macd (score: 20.00%)
[2025-10-10T23:52:34.397886] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3757 tests
[2025-10-10T23:52:34.397921] [INFO ] [CONFIGURE ] MUA: Testing feature 9/29: add_mfi
[2025-10-10T23:52:34.397951] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:52:34.524503] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:34.652870] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:34.782185] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:34.912943] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:35.042338] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:35.175129] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:35.306818] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:35.440162] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:35.570795] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:35.701422] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:35.701668] [INFO ] [CONFIGURE ] MUA: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:52:35.701733] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3756 tests
[2025-10-10T23:52:35.701771] [INFO ] [CONFIGURE ] MUA: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:52:35.701803] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:52:35.874370] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:36.018158] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:36.167586] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:36.320437] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:36.472774] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:36.625330] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:36.773842] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:36.924028] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:37.074821] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:37.223427] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:37.223622] [INFO ] [CONFIGURE ] MUA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:52:37.223701] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3755 tests
[2025-10-10T23:52:37.223749] [INFO ] [CONFIGURE ] MUA: Testing feature 11/29: add_obv_daily
[2025-10-10T23:52:37.223783] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:52:37.346241] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:37.468842] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:37.592057] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:37.715819] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:37.839003] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:37.964062] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:38.088925] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:38.211792] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:38.335604] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:38.460917] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:38.461091] [INFO ] [CONFIGURE ] MUA: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:52:38.461135] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3754 tests
[2025-10-10T23:52:38.461169] [INFO ] [CONFIGURE ] MUA: Testing feature 12/29: add_obv_interval
[2025-10-10T23:52:38.461198] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:52:38.580068] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:38.699727] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:38.821768] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:38.946468] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:39.070989] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:39.193614] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:39.315338] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:39.437430] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:52:39.560318] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:39.683635] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:39.683838] [INFO ] [CONFIGURE ] MUA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:52:39.683883] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3753 tests
[2025-10-10T23:52:39.683918] [INFO ] [CONFIGURE ] MUA: Testing feature 13/29: add_opening_strength
[2025-10-10T23:52:39.683951] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:52:39.816378] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:39.966357] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:40.106579] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:40.239837] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:52:40.380055] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:40.519195] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:40.659332] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:40.800402] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:40.942327] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:41.083166] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:41.083415] [INFO ] [CONFIGURE ] MUA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:52:41.083466] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3752 tests
[2025-10-10T23:52:41.083504] [INFO ] [CONFIGURE ] MUA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:52:41.083537] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:52:41.225414] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:41.366254] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:41.505727] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:41.646997] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:41.786910] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:41.933372] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:42.070935] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:42.211262] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:42.349236] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:42.491372] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:42.491555] [INFO ] [CONFIGURE ] MUA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:52:42.491599] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3751 tests
[2025-10-10T23:52:42.491637] [INFO ] [CONFIGURE ] MUA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:52:42.491714] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:52:42.609614] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:42.729610] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:42.848369] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:52:42.968059] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:43.087187] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:43.208850] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:43.331300] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:43.452408] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:43.574765] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:43.697981] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:43.698114] [INFO ] [CONFIGURE ] MUA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:52:43.698156] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3750 tests
[2025-10-10T23:52:43.698190] [INFO ] [CONFIGURE ] MUA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:52:43.698221] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:52:43.825036] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:43.951659] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:44.081264] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:44.207590] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:44.339396] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:44.469422] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:44.599116] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:44.728257] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:44.859873] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:44.991885] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:44.992034] [INFO ] [CONFIGURE ] MUA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-10T23:52:44.992080] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3749 tests
[2025-10-10T23:52:44.992166] [INFO ] [CONFIGURE ] MUA: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:52:44.992216] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:52:45.122147] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:45.252146] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:45.395504] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:45.525940] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:45.657220] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:45.804777] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:45.951586] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:46.105522] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:46.264627] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:46.425446] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:46.425729] [INFO ] [CONFIGURE ] MUA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:52:46.425798] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3748 tests
[2025-10-10T23:52:46.425838] [INFO ] [CONFIGURE ] MUA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:52:46.425872] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:52:46.568052] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:46.697551] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:46.828449] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:46.957860] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:47.091166] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:47.224420] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:47.360503] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:47.504717] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:47.647845] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:47.785494] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:47.785769] [INFO ] [CONFIGURE ] MUA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:52:47.785838] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3747 tests
[2025-10-10T23:52:47.785880] [INFO ] [CONFIGURE ] MUA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:52:47.785920] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:52:47.930429] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:48.074988] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:48.197401] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:48.319957] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:48.450742] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:48.585186] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:48.716010] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:48.852955] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:48.981779] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:49.109383] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:49.109565] [INFO ] [CONFIGURE ] MUA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:52:49.109609] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3746 tests
[2025-10-10T23:52:49.109664] [INFO ] [CONFIGURE ] MUA: Testing feature 20/29: add_price_rejection
[2025-10-10T23:52:49.109721] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:52:49.245304] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:49.381460] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:49.510387] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:49.645249] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:49.781393] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:49.915596] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:50.049476] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:50.189374] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:50.345575] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:50.483176] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:50.483354] [INFO ] [CONFIGURE ] MUA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:52:50.483399] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3745 tests
[2025-10-10T23:52:50.483433] [INFO ] [CONFIGURE ] MUA: Testing feature 21/29: add_range_position
[2025-10-10T23:52:50.483464] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:52:50.634200] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:50.788688] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:50.933466] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:51.103246] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:51.273435] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:51.442448] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:51.604734] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:52:51.754364] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:51.912899] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:52.066067] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:52.066299] [INFO ] [CONFIGURE ] MUA: DISCARDED add_range_position (score: 30.00%)
[2025-10-10T23:52:52.066362] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3744 tests
[2025-10-10T23:52:52.066400] [INFO ] [CONFIGURE ] MUA: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:52:52.066432] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:52:52.224170] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:52.386179] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:52.545576] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:52.706353] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:52.872065] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:53.033190] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:53.193743] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:53.365397] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:53.535253] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:53.700213] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:53.700417] [INFO ] [CONFIGURE ] MUA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:52:53.700463] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3743 tests
[2025-10-10T23:52:53.700500] [INFO ] [CONFIGURE ] MUA: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:52:53.700531] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:52:53.837909] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:53.969870] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:54.102104] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:54.236399] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:54.366133] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:54.496897] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:54.631972] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:54.766358] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:54.907143] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:55.041375] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:55.041572] [INFO ] [CONFIGURE ] MUA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:52:55.041635] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3742 tests
[2025-10-10T23:52:55.041726] [INFO ] [CONFIGURE ] MUA: Testing feature 24/29: add_rsi
[2025-10-10T23:52:55.041782] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:52:55.199177] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:55.354912] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:55.508799] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:55.663229] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:55.820041] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:55.982282] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:56.139749] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:56.297410] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:56.460856] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:56.635003] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:56.635240] [INFO ] [CONFIGURE ] MUA: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:52:56.635287] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3741 tests
[2025-10-10T23:52:56.635328] [INFO ] [CONFIGURE ] MUA: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:52:56.635363] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:52:56.777992] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:56.903253] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:57.025739] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:57.154097] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:57.284475] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:57.416614] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:57.544726] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:52:57.674342] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:52:57.810228] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:57.945838] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:57.945993] [INFO ] [CONFIGURE ] MUA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:52:57.946039] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3740 tests
[2025-10-10T23:52:57.946074] [INFO ] [CONFIGURE ] MUA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:52:57.946106] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:52:58.075334] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:52:58.211243] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:58.348232] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:58.485626] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:52:58.623695] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:52:58.768158] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:52:58.903176] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:52:59.039852] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:52:59.181217] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:52:59.321570] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:52:59.321773] [INFO ] [CONFIGURE ] MUA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-10T23:52:59.321829] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3739 tests
[2025-10-10T23:52:59.321867] [INFO ] [CONFIGURE ] MUA: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:52:59.321900] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:52:59.464392] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:52:59.615144] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:52:59.769946] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:52:59.928621] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:53:00.094303] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:00.256034] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:53:00.434825] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:53:00.591870] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:00.756610] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:00.921435] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:53:00.921705] [INFO ] [CONFIGURE ] MUA: KEPT add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:53:00.921769] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3738 tests
[2025-10-10T23:53:00.921807] [INFO ] [CONFIGURE ] MUA: Testing feature 28/29: add_volume_profile
[2025-10-10T23:53:00.921840] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-10T23:53:01.086220] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:01.253313] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:01.423080] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:53:01.596509] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:53:01.764570] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:01.938698] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:53:02.103001] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:53:02.270945] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:02.434224] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:02.603203] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:53:02.603545] [INFO ] [CONFIGURE ] MUA: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-10T23:53:02.603620] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3737 tests
[2025-10-10T23:53:02.603712] [INFO ] [CONFIGURE ] MUA: Testing feature 29/29: add_vwap
[2025-10-10T23:53:02.603789] [INFO ] [CONFIGURE ] MUA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_vwap']
[2025-10-10T23:53:02.772011] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:02.934213] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:03.104534] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:53:03.265265] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:53:03.468892] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:03.626157] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:53:03.785144] [DEBUG] [FORECASTER] MUA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:53:03.944502] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:04.122335] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:04.298274] [DEBUG] [FORECASTER] MUA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:53:04.298865] [INFO ] [CONFIGURE ] MUA: DISCARDED add_vwap (score: 30.00%)
[2025-10-10T23:53:04.298981] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3736 tests
[2025-10-10T23:53:04.299075] [INFO ] [CONFIGURE ] MUA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:53:04.299137] [INFO ] [CONFIGURE ] MUA: Best accuracy: 60.00%
[2025-10-10T23:53:04.299177] [INFO ] [CONFIGURE ] MUA: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:53:04.299211] [INFO ] [CONFIGURE ] MUA: Improvement over baseline: 20.00%
[2025-10-10T23:53:04.299242] [INFO ] [CONFIGURE ] MUA: Total time: 40.7 seconds
[2025-10-10T23:53:04.299271] [INFO ] [CONFIGURE ] MUA: Average time per feature: 1.4 seconds
[2025-10-10T23:53:04.299301] [INFO ] [CONFIGURE ] MUA: Average speed: 0.71 features/sec
[2025-10-10T23:53:04.300433] [INFO ] [LOCAL     ] Saved configuration for MUA: 2 features, 60.00% accuracy -> ./output/feature-sets/MUA.json
[2025-10-10T23:53:04.300492] [INFO ] [CONFIGURE ] MUA: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T23:53:04.300547] [INFO ] [sig       ] [92/220] Successfully configured MUA | 0.02 sym/s | Total: 1.1h | ETA: 1.6h
[2025-10-10T23:53:04.300627] [INFO ] [sig       ] [93/220] Configuring MUE...
[2025-10-10T23:53:04.300975] [INFO ] [CONFIGURE ] MUE: Configurate test run.
[2025-10-10T23:53:04.301086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-10-10T23:53:04.319892] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUE'.
[2025-10-10T23:53:04.320580] [INFO ] [CONFIGURE ] MUE: Testing with 29 available features
[2025-10-10T23:53:04.320750] [INFO ] [CONFIGURE ] MUE: Establishing baseline with no features...
[2025-10-10T23:53:04.435572] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:04.554468] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:04.671514] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:04.801471] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:04.925906] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:05.053267] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:05.168513] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:05.285152] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:05.412397] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:05.537041] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:05.537249] [INFO ] [CONFIGURE ] MUE: Baseline score (no features): 50.00%
[2025-10-10T23:53:05.537297] [INFO ] [CONFIGURE ] MUE: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:53:05.537333] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:53:05.666052] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:05.802308] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:05.938374] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:06.085668] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:06.245501] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:06.450738] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:06.605488] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:06.782498] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:06.973721] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:07.153340] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:07.153600] [INFO ] [CONFIGURE ] MUE: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-10T23:53:07.153672] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3735 tests
[2025-10-10T23:53:07.153749] [INFO ] [CONFIGURE ] MUE: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:53:07.153828] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:53:07.308091] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:07.463966] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:07.629594] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:07.779777] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:07.933623] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:08.091030] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:08.249980] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:08.390027] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:08.524543] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:08.660287] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:08.660481] [INFO ] [CONFIGURE ] MUE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:53:08.660526] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3734 tests
[2025-10-10T23:53:08.660564] [INFO ] [CONFIGURE ] MUE: Testing feature 3/29: add_daily_returns
[2025-10-10T23:53:08.660602] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:53:08.783692] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:08.902365] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:09.021233] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:09.138976] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:09.262490] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:09.383622] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:09.536549] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:53:09.664362] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:09.787842] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:09.912735] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:09.912950] [INFO ] [CONFIGURE ] MUE: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:53:09.913016] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3733 tests
[2025-10-10T23:53:09.913057] [INFO ] [CONFIGURE ] MUE: Testing feature 4/29: add_ema
[2025-10-10T23:53:09.913090] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:53:10.050806] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:10.192419] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:10.328921] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:10.470730] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:10.609806] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:10.744144] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:10.880051] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:11.021533] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:11.160794] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:11.306393] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:11.306580] [INFO ] [CONFIGURE ] MUE: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:53:11.306626] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3732 tests
[2025-10-10T23:53:11.306697] [INFO ] [CONFIGURE ] MUE: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:53:11.306744] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:53:11.466564] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:11.633296] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:11.785081] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:11.930425] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:12.075769] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:12.227353] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:12.375187] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:12.545257] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:12.699564] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:12.848599] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:12.848817] [INFO ] [CONFIGURE ] MUE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:53:12.848892] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3731 tests
[2025-10-10T23:53:12.848951] [INFO ] [CONFIGURE ] MUE: Testing feature 6/29: add_failed_moves
[2025-10-10T23:53:12.849069] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:53:12.971316] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:13.097895] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:13.221176] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:13.344451] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:13.471527] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:13.603446] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:13.729341] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:13.851637] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:13.980499] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:14.105365] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:14.105511] [INFO ] [CONFIGURE ] MUE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-10T23:53:14.105617] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3730 tests
[2025-10-10T23:53:14.105697] [INFO ] [CONFIGURE ] MUE: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:53:14.105750] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:53:14.217221] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:14.331366] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:14.448460] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:14.558833] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:14.669627] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:14.785100] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:14.900156] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:15.017972] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:15.137172] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:15.259696] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:15.259871] [INFO ] [CONFIGURE ] MUE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-10T23:53:15.259920] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3729 tests
[2025-10-10T23:53:15.259959] [INFO ] [CONFIGURE ] MUE: Testing feature 8/29: add_macd
[2025-10-10T23:53:15.259993] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:53:15.417683] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:15.603298] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:15.758824] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:15.910802] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:16.067228] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:16.221759] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:16.375059] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:16.532005] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:16.685144] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:16.839738] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:16.839925] [INFO ] [CONFIGURE ] MUE: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:53:16.839971] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3728 tests
[2025-10-10T23:53:16.840008] [INFO ] [CONFIGURE ] MUE: Testing feature 9/29: add_mfi
[2025-10-10T23:53:16.840039] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:53:16.971246] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:17.097894] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:17.225886] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:17.365012] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:17.501109] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:17.636468] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:17.772852] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:17.908888] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:18.038501] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:18.170108] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:18.170302] [INFO ] [CONFIGURE ] MUE: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:53:18.170348] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3727 tests
[2025-10-10T23:53:18.170384] [INFO ] [CONFIGURE ] MUE: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:53:18.170416] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:53:18.313232] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:18.458280] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:18.635408] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:18.781045] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:18.930620] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:19.076250] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:19.224039] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:19.371553] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:19.527295] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:19.680275] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:19.680478] [INFO ] [CONFIGURE ] MUE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-10T23:53:19.680572] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3726 tests
[2025-10-10T23:53:19.680616] [INFO ] [CONFIGURE ] MUE: Testing feature 11/29: add_obv_daily
[2025-10-10T23:53:19.680676] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:53:19.807155] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:19.933933] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:20.063368] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:20.209458] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:20.339615] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:20.476338] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:20.605396] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:20.733278] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:20.865718] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:21.004357] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:21.004591] [INFO ] [CONFIGURE ] MUE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:53:21.004698] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3725 tests
[2025-10-10T23:53:21.004766] [INFO ] [CONFIGURE ] MUE: Testing feature 12/29: add_obv_interval
[2025-10-10T23:53:21.004810] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:53:21.144081] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:21.272521] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:21.398821] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:21.526367] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:21.683450] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:21.815798] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:53:21.952923] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:22.091553] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:22.258885] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:22.413743] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:22.414009] [INFO ] [CONFIGURE ] MUE: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:53:22.414070] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3724 tests
[2025-10-10T23:53:22.414110] [INFO ] [CONFIGURE ] MUE: Testing feature 13/29: add_opening_strength
[2025-10-10T23:53:22.414145] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:53:22.572215] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:22.717909] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:22.865503] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:23.001631] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:23.138132] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:23.275234] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:23.413842] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:23.552124] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:23.691211] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:23.836300] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:23.836534] [INFO ] [CONFIGURE ] MUE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:53:23.836598] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3723 tests
[2025-10-10T23:53:23.836636] [INFO ] [CONFIGURE ] MUE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:53:23.836710] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:53:23.976303] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:24.116474] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:24.255231] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:24.394836] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:24.536142] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:24.710139] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:24.852805] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:24.995417] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:25.142229] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:25.286461] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:25.286628] [INFO ] [CONFIGURE ] MUE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:53:25.286709] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3722 tests
[2025-10-10T23:53:25.286752] [INFO ] [CONFIGURE ] MUE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:53:25.286784] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:53:25.407541] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:25.534421] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:25.668400] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:25.810471] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:25.946045] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:26.072270] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:26.202266] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:26.326919] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:26.455433] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:26.582124] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:26.582274] [INFO ] [CONFIGURE ] MUE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:53:26.582318] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3721 tests
[2025-10-10T23:53:26.582352] [INFO ] [CONFIGURE ] MUE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:53:26.582382] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:53:26.715097] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:26.851005] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:26.983336] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:27.120632] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:27.253317] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:27.385717] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:27.516695] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:27.650632] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:27.789624] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:27.930148] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:27.930324] [INFO ] [CONFIGURE ] MUE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:53:27.930371] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3720 tests
[2025-10-10T23:53:27.930406] [INFO ] [CONFIGURE ] MUE: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:53:27.930438] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:53:28.069828] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:28.207979] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:28.347980] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:28.493582] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:28.632795] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:28.775674] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:28.916487] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:29.048673] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:29.185242] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:29.322163] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:29.322322] [INFO ] [CONFIGURE ] MUE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:53:29.322366] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3719 tests
[2025-10-10T23:53:29.322400] [INFO ] [CONFIGURE ] MUE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:53:29.322430] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:53:29.434828] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:29.547880] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:29.660316] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:29.775349] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:29.888777] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:30.005468] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:30.120911] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:30.237927] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:30.354095] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:30.471442] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:30.471573] [INFO ] [CONFIGURE ] MUE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:53:30.471618] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3718 tests
[2025-10-10T23:53:30.471680] [INFO ] [CONFIGURE ] MUE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:53:30.471733] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:53:30.586974] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:30.698741] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:30.811162] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:30.927164] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:31.043887] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:31.161088] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:31.275154] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:31.389474] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:31.503784] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:31.628417] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:31.628744] [INFO ] [CONFIGURE ] MUE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:53:31.628802] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3717 tests
[2025-10-10T23:53:31.628839] [INFO ] [CONFIGURE ] MUE: Testing feature 20/29: add_price_rejection
[2025-10-10T23:53:31.628871] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:53:31.750786] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:31.871619] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:31.992254] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:32.115767] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:32.242096] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:32.367794] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:32.492595] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:32.618013] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:32.743154] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:32.882018] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:32.882226] [INFO ] [CONFIGURE ] MUE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:53:32.882290] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3716 tests
[2025-10-10T23:53:32.882337] [INFO ] [CONFIGURE ] MUE: Testing feature 21/29: add_range_position
[2025-10-10T23:53:32.882393] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:53:33.030096] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:33.175404] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:33.315263] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:33.467846] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:33.609876] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:33.750157] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:33.887734] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:34.017017] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:34.146305] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:34.275826] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:34.275962] [INFO ] [CONFIGURE ] MUE: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:53:34.276005] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3715 tests
[2025-10-10T23:53:34.276041] [INFO ] [CONFIGURE ] MUE: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:53:34.276071] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:53:34.417350] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:34.561628] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:34.702753] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:34.846211] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:35.002314] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:35.180292] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:35.366295] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:35.553518] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:35.732141] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:35.921600] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:35.921921] [INFO ] [CONFIGURE ] MUE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:53:35.921983] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3714 tests
[2025-10-10T23:53:35.922025] [INFO ] [CONFIGURE ] MUE: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:53:35.922062] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:53:36.075412] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:36.224354] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:36.363382] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:36.506823] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:36.644723] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:36.797253] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:36.940149] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:37.091426] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:37.237326] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:37.376960] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:37.377238] [INFO ] [CONFIGURE ] MUE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:53:37.377303] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3713 tests
[2025-10-10T23:53:37.377364] [INFO ] [CONFIGURE ] MUE: Testing feature 24/29: add_rsi
[2025-10-10T23:53:37.377424] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:53:37.537351] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:37.699570] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:37.862129] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:38.019804] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:38.174947] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:38.349857] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:53:38.519359] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:38.704132] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:38.875152] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:39.048817] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:39.049065] [INFO ] [CONFIGURE ] MUE: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:53:39.049113] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3712 tests
[2025-10-10T23:53:39.049153] [INFO ] [CONFIGURE ] MUE: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:53:39.049186] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:53:39.192703] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:39.332817] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:39.475786] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:39.610163] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:39.750980] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:39.891731] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:40.030772] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:40.161696] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:40.289454] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:40.421407] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:40.421569] [INFO ] [CONFIGURE ] MUE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:53:40.421614] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3711 tests
[2025-10-10T23:53:40.421676] [INFO ] [CONFIGURE ] MUE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:53:40.421730] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:53:40.544315] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:40.667954] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:40.791853] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:40.917879] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:41.049309] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:41.177144] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:53:41.303484] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:41.429672] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:41.558601] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:41.686034] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:41.686192] [INFO ] [CONFIGURE ] MUE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:53:41.686236] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3710 tests
[2025-10-10T23:53:41.686269] [INFO ] [CONFIGURE ] MUE: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:53:41.686300] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:53:41.820444] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:41.951079] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:42.083131] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:42.216819] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:42.376677] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:42.524523] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:42.663852] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:42.800994] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:42.938099] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:43.083574] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:43.083811] [INFO ] [CONFIGURE ] MUE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-10T23:53:43.083865] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3709 tests
[2025-10-10T23:53:43.083903] [INFO ] [CONFIGURE ] MUE: Testing feature 28/29: add_volume_profile
[2025-10-10T23:53:43.083934] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T23:53:43.209904] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:43.334232] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:43.459666] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:43.586397] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:43.717849] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:43.843839] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:43.969054] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:44.097161] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:44.228303] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:44.361844] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:44.362036] [INFO ] [CONFIGURE ] MUE: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:53:44.362093] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3708 tests
[2025-10-10T23:53:44.362148] [INFO ] [CONFIGURE ] MUE: Testing feature 29/29: add_vwap
[2025-10-10T23:53:44.362205] [INFO ] [CONFIGURE ] MUE: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T23:53:44.485739] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:44.617256] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:44.746936] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:44.876059] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:45.010718] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:53:45.139267] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:53:45.267271] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:45.422306] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:45.582760] [DEBUG] [FORECASTER] MUE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:53:45.730028] [DEBUG] [FORECASTER] MUE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:53:45.730253] [INFO ] [CONFIGURE ] MUE: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:53:45.730304] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3707 tests
[2025-10-10T23:53:45.730409] [INFO ] [CONFIGURE ] MUE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:53:45.730474] [INFO ] [CONFIGURE ] MUE: Best accuracy: 60.00%
[2025-10-10T23:53:45.730512] [INFO ] [CONFIGURE ] MUE: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T23:53:45.730542] [INFO ] [CONFIGURE ] MUE: Improvement over baseline: 10.00%
[2025-10-10T23:53:45.730569] [INFO ] [CONFIGURE ] MUE: Total time: 40.2 seconds
[2025-10-10T23:53:45.730697] [INFO ] [CONFIGURE ] MUE: Average time per feature: 1.4 seconds
[2025-10-10T23:53:45.730806] [INFO ] [CONFIGURE ] MUE: Average speed: 0.72 features/sec
[2025-10-10T23:53:45.733406] [INFO ] [LOCAL     ] Saved configuration for MUE: 1 features, 60.00% accuracy -> ./output/feature-sets/MUE.json
[2025-10-10T23:53:45.733485] [INFO ] [CONFIGURE ] MUE: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-10T23:53:45.733627] [INFO ] [sig       ] [93/220] Successfully configured MUE | 0.02 sym/s | Total: 1.1h | ETA: 1.5h
[2025-10-10T23:53:45.733779] [INFO ] [sig       ] [94/220] Configuring MVF...
[2025-10-10T23:53:45.733900] [INFO ] [CONFIGURE ] MVF: Configurate test run.
[2025-10-10T23:53:45.734405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-10-10T23:53:45.762088] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVF'.
[2025-10-10T23:53:45.762743] [INFO ] [CONFIGURE ] MVF: Testing with 29 available features
[2025-10-10T23:53:45.762803] [INFO ] [CONFIGURE ] MVF: Establishing baseline with no features...
[2025-10-10T23:53:45.882779] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:46.001449] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.115249] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.243249] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.367890] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:46.492851] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.608862] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.727286] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.849406] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:46.966951] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:46.967191] [INFO ] [CONFIGURE ] MVF: Baseline score (no features): 70.00%
[2025-10-10T23:53:46.967248] [INFO ] [CONFIGURE ] MVF: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:53:46.967287] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:53:47.102136] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:53:47.228948] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:47.353631] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:47.479120] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:47.615581] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:47.760458] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:47.904481] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.042106] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.180954] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:48.315713] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.315931] [INFO ] [CONFIGURE ] MVF: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-10T23:53:48.315977] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3706 tests
[2025-10-10T23:53:48.316015] [INFO ] [CONFIGURE ] MVF: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:53:48.316082] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:53:48.454905] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.590537] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.728497] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:48.870782] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:49.011909] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:49.153220] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:49.292775] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:53:49.437817] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:49.575729] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:49.724661] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:49.724961] [INFO ] [CONFIGURE ] MVF: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-10T23:53:49.725015] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3705 tests
[2025-10-10T23:53:49.725051] [INFO ] [CONFIGURE ] MVF: Testing feature 3/29: add_daily_returns
[2025-10-10T23:53:49.725084] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_daily_returns']
[2025-10-10T23:53:49.843786] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:49.966726] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:50.080842] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:53:50.191751] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:50.303238] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:50.416482] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:50.538143] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:50.660479] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:53:50.781164] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:50.901668] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:50.901831] [INFO ] [CONFIGURE ] MVF: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:53:50.901877] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3704 tests
[2025-10-10T23:53:50.901913] [INFO ] [CONFIGURE ] MVF: Testing feature 4/29: add_ema
[2025-10-10T23:53:50.901945] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_ema']
[2025-10-10T23:53:51.032263] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:51.159815] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:51.289780] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:51.418634] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:51.549086] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:51.678807] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:51.807468] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:51.966700] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:52.102619] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:52.235816] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:52.236071] [INFO ] [CONFIGURE ] MVF: DISCARDED add_ema (score: 60.00%)
[2025-10-10T23:53:52.236135] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3703 tests
[2025-10-10T23:53:52.236184] [INFO ] [CONFIGURE ] MVF: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:53:52.236242] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:53:52.375826] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:52.524931] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:52.672290] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:52.830123] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:52.974304] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:53.124114] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:53.279225] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:53:53.433505] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:53.594990] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:53.753117] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:53.753373] [INFO ] [CONFIGURE ] MVF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:53:53.753421] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3702 tests
[2025-10-10T23:53:53.753458] [INFO ] [CONFIGURE ] MVF: Testing feature 6/29: add_failed_moves
[2025-10-10T23:53:53.753492] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_failed_moves']
[2025-10-10T23:53:53.884338] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:54.014620] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.150916] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.284032] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.429154] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:54.563732] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.699889] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.834950] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:54.966065] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:55.098144] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:55.098361] [INFO ] [CONFIGURE ] MVF: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:53:55.098407] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3701 tests
[2025-10-10T23:53:55.098444] [INFO ] [CONFIGURE ] MVF: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:53:55.098476] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_lag_shelf']
[2025-10-10T23:53:55.211856] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:55.324170] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:55.444597] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:55.568388] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:55.687335] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:55.817369] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:55.936828] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:56.053237] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:56.171920] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:56.292475] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:56.293074] [INFO ] [CONFIGURE ] MVF: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:53:56.293151] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3700 tests
[2025-10-10T23:53:56.293197] [INFO ] [CONFIGURE ] MVF: Testing feature 8/29: add_macd
[2025-10-10T23:53:56.293236] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:53:56.455907] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:53:56.615254] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:53:56.778052] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:56.944494] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:53:57.125891] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:57.283746] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:57.434920] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:53:57.586630] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:57.735493] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:57.884817] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:57.884995] [INFO ] [CONFIGURE ] MVF: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:53:57.885040] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3699 tests
[2025-10-10T23:53:57.885075] [INFO ] [CONFIGURE ] MVF: Testing feature 9/29: add_mfi
[2025-10-10T23:53:57.885106] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi']
[2025-10-10T23:53:58.009792] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.132218] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.259436] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.381150] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.505220] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:53:58.634146] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.763353] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:53:58.901354] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:53:59.063251] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:53:59.225667] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:53:59.225994] [INFO ] [CONFIGURE ] MVF: KEPT add_mfi (score: 80.00%)
[2025-10-10T23:53:59.226076] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3698 tests
[2025-10-10T23:53:59.226134] [INFO ] [CONFIGURE ] MVF: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:53:59.226285] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:53:59.439989] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:53:59.618958] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:53:59.786809] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:53:59.941582] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:00.117773] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:00.304568] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:00.486973] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:00.686079] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:00.874379] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:01.051248] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:01.051521] [INFO ] [CONFIGURE ] MVF: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-10T23:54:01.051569] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3697 tests
[2025-10-10T23:54:01.051608] [INFO ] [CONFIGURE ] MVF: Testing feature 11/29: add_obv_daily
[2025-10-10T23:54:01.051663] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-10T23:54:01.192700] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:01.341296] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:01.501621] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:01.660167] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:01.815579] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:01.965027] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:02.111588] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:02.253373] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:02.400181] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:02.544788] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:02.544971] [INFO ] [CONFIGURE ] MVF: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:54:02.545036] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3696 tests
[2025-10-10T23:54:02.545099] [INFO ] [CONFIGURE ] MVF: Testing feature 12/29: add_obv_interval
[2025-10-10T23:54:02.545134] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-10T23:54:02.687061] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:02.825628] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:02.962823] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:03.094287] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:03.230190] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:03.382962] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:03.525475] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:03.663551] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:03.809517] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:03.959952] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:03.960171] [INFO ] [CONFIGURE ] MVF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-10T23:54:03.960233] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3695 tests
[2025-10-10T23:54:03.960272] [INFO ] [CONFIGURE ] MVF: Testing feature 13/29: add_opening_strength
[2025-10-10T23:54:03.960304] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:54:04.101744] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:04.247796] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:04.442001] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:04.593464] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:04.737819] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:04.880347] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:05.026444] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:05.173490] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:54:05.324505] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:05.476593] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:05.476790] [INFO ] [CONFIGURE ] MVF: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:54:05.476843] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3694 tests
[2025-10-10T23:54:05.476879] [INFO ] [CONFIGURE ] MVF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:54:05.476911] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-10T23:54:05.621704] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:05.777772] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:05.938220] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:06.093313] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:06.240364] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:06.387408] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:06.540550] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:06.689712] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:06.868751] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:07.026470] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:07.026665] [INFO ] [CONFIGURE ] MVF: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:54:07.026753] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3693 tests
[2025-10-10T23:54:07.026812] [INFO ] [CONFIGURE ] MVF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:54:07.026848] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-10T23:54:07.155235] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:07.276719] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:07.399102] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:07.522995] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:07.645950] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:07.765952] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:07.883265] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.002314] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.120710] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:08.238551] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.238760] [INFO ] [CONFIGURE ] MVF: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:54:08.238812] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3692 tests
[2025-10-10T23:54:08.238848] [INFO ] [CONFIGURE ] MVF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:54:08.238879] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-10T23:54:08.368354] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:08.492938] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.617740] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.747396] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:08.875278] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:09.008426] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:09.137508] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:09.266446] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:54:09.397117] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:09.528114] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:09.528266] [INFO ] [CONFIGURE ] MVF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:54:09.528310] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3691 tests
[2025-10-10T23:54:09.528344] [INFO ] [CONFIGURE ] MVF: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:54:09.528374] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-10T23:54:09.661815] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:09.790226] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:09.918956] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.049545] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.180845] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:10.317494] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.452476] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.585923] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.719764] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:10.854021] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:10.854229] [INFO ] [CONFIGURE ] MVF: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-10T23:54:10.854286] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3690 tests
[2025-10-10T23:54:10.854322] [INFO ] [CONFIGURE ] MVF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:54:10.854354] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-10T23:54:10.979035] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:11.098835] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:11.222444] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:11.346571] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:11.469067] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:11.597290] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:11.720310] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:11.843539] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:11.966550] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:12.089190] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:12.089388] [INFO ] [CONFIGURE ] MVF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:54:12.089437] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3689 tests
[2025-10-10T23:54:12.089472] [INFO ] [CONFIGURE ] MVF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:54:12.089554] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-10T23:54:12.210068] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:12.328872] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:12.447924] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:12.567805] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:12.688516] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:12.810197] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:12.932317] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.054350] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.176716] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:13.299500] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.299676] [INFO ] [CONFIGURE ] MVF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:54:13.299736] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3688 tests
[2025-10-10T23:54:13.299773] [INFO ] [CONFIGURE ] MVF: Testing feature 20/29: add_price_rejection
[2025-10-10T23:54:13.299803] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-10T23:54:13.432547] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.562716] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.692602] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.822381] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:13.952032] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:14.084676] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:14.217415] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:14.349402] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:14.484184] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:14.618502] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:14.618676] [INFO ] [CONFIGURE ] MVF: KEPT add_price_rejection (score: 90.00%)
[2025-10-10T23:54:14.618737] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3687 tests
[2025-10-10T23:54:14.618773] [INFO ] [CONFIGURE ] MVF: Testing feature 21/29: add_range_position
[2025-10-10T23:54:14.618803] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_range_position']
[2025-10-10T23:54:14.770974] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:14.923624] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:15.076061] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:15.228852] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:15.380789] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:15.533092] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:15.687429] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:15.847236] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:16.005292] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:16.157952] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:16.158173] [INFO ] [CONFIGURE ] MVF: DISCARDED add_range_position (score: 80.00%)
[2025-10-10T23:54:16.158228] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3686 tests
[2025-10-10T23:54:16.158264] [INFO ] [CONFIGURE ] MVF: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:54:16.158295] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_realized_volatility']
[2025-10-10T23:54:16.325312] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:16.504909] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:16.678604] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:16.852205] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:17.022090] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:17.196884] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:17.369738] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:17.542863] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:17.716325] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:17.894263] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:17.894449] [INFO ] [CONFIGURE ] MVF: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:54:17.894498] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3685 tests
[2025-10-10T23:54:17.894538] [INFO ] [CONFIGURE ] MVF: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:54:17.894625] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_recent_range_context']
[2025-10-10T23:54:18.039569] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:18.188026] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:18.334215] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:18.476362] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:18.615834] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:18.758520] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:18.902339] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:19.046871] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:19.191126] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:19.331561] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:19.331784] [INFO ] [CONFIGURE ] MVF: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-10T23:54:19.331905] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3684 tests
[2025-10-10T23:54:19.331951] [INFO ] [CONFIGURE ] MVF: Testing feature 24/29: add_rsi
[2025-10-10T23:54:19.331984] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-10T23:54:19.489432] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:19.650058] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:54:19.816106] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:19.996014] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:20.191316] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:20.374221] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:20.557637] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:20.743974] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:20.935679] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:21.122855] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:21.123145] [INFO ] [CONFIGURE ] MVF: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:54:21.123196] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3683 tests
[2025-10-10T23:54:21.123236] [INFO ] [CONFIGURE ] MVF: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:54:21.123273] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_tick_distribution']
[2025-10-10T23:54:21.290559] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:21.457835] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:21.617615] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:21.789178] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:21.960176] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:22.146011] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:22.324850] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:22.488577] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:22.643274] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:22.789837] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:22.790188] [INFO ] [CONFIGURE ] MVF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:54:22.790245] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3682 tests
[2025-10-10T23:54:22.790283] [INFO ] [CONFIGURE ] MVF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:54:22.790313] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-10T23:54:22.932207] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:54:23.070577] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:23.238615] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:23.405301] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:23.588413] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:23.792115] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:23.971403] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:24.123746] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:24.277076] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:24.422779] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:24.422916] [INFO ] [CONFIGURE ] MVF: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:54:24.422959] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3681 tests
[2025-10-10T23:54:24.422993] [INFO ] [CONFIGURE ] MVF: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:54:24.423022] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-10T23:54:24.572349] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:24.720121] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:24.867371] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:25.014666] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:25.162186] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:25.329043] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:25.493674] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:25.683474] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:25.850228] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:26.021356] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:26.021600] [INFO ] [CONFIGURE ] MVF: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-10T23:54:26.021677] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3680 tests
[2025-10-10T23:54:26.021738] [INFO ] [CONFIGURE ] MVF: Testing feature 28/29: add_volume_profile
[2025-10-10T23:54:26.021773] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_volume_profile']
[2025-10-10T23:54:26.167105] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:26.309419] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:26.456898] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:26.611850] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:54:26.762549] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:26.913550] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.059559] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.208014] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.355985] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:27.503328] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.503522] [INFO ] [CONFIGURE ] MVF: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-10T23:54:27.503584] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3679 tests
[2025-10-10T23:54:27.503634] [INFO ] [CONFIGURE ] MVF: Testing feature 29/29: add_vwap
[2025-10-10T23:54:27.503710] [INFO ] [CONFIGURE ] MVF: Testing with features: ['add_mfi', 'add_price_rejection', 'add_vwap']
[2025-10-10T23:54:27.648397] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.795211] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:27.938626] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:28.081506] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:54:28.224297] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:28.368139] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:54:28.516812] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:28.694314] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:28.846794] [DEBUG] [FORECASTER] MVF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:29.003044] [DEBUG] [FORECASTER] MVF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:29.003246] [INFO ] [CONFIGURE ] MVF: DISCARDED add_vwap (score: 70.00%)
[2025-10-10T23:54:29.003307] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3678 tests
[2025-10-10T23:54:29.003365] [INFO ] [CONFIGURE ] MVF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:54:29.003420] [INFO ] [CONFIGURE ] MVF: Best accuracy: 90.00%
[2025-10-10T23:54:29.003454] [INFO ] [CONFIGURE ] MVF: Best feature set (2 features): ['add_mfi', 'add_price_rejection']
[2025-10-10T23:54:29.003482] [INFO ] [CONFIGURE ] MVF: Improvement over baseline: 20.00%
[2025-10-10T23:54:29.003509] [INFO ] [CONFIGURE ] MVF: Total time: 42.0 seconds
[2025-10-10T23:54:29.003556] [INFO ] [CONFIGURE ] MVF: Average time per feature: 1.4 seconds
[2025-10-10T23:54:29.003601] [INFO ] [CONFIGURE ] MVF: Average speed: 0.69 features/sec
[2025-10-10T23:54:29.004284] [INFO ] [LOCAL     ] Saved configuration for MVF: 2 features, 90.00% accuracy -> ./output/feature-sets/MVF.json
[2025-10-10T23:54:29.004339] [INFO ] [CONFIGURE ] MVF: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-10T23:54:29.004388] [INFO ] [sig       ] [94/220] Successfully configured MVF | 0.02 sym/s | Total: 1.1h | ETA: 1.5h
[2025-10-10T23:54:29.004467] [INFO ] [sig       ] [95/220] Configuring MVT...
[2025-10-10T23:54:29.004536] [INFO ] [CONFIGURE ] MVT: Configurate test run.
[2025-10-10T23:54:29.004608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-10-10T23:54:29.018046] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVT'.
[2025-10-10T23:54:29.018362] [INFO ] [CONFIGURE ] MVT: Testing with 29 available features
[2025-10-10T23:54:29.018417] [INFO ] [CONFIGURE ] MVT: Establishing baseline with no features...
[2025-10-10T23:54:29.118425] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:29.217470] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:29.317518] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:29.417149] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:29.516451] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:29.616088] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:29.721003] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:29.822299] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:29.927362] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:30.029262] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:30.029393] [INFO ] [CONFIGURE ] MVT: Baseline score (no features): 40.00%
[2025-10-10T23:54:30.029436] [INFO ] [CONFIGURE ] MVT: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:54:30.029473] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:54:30.139948] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:30.256582] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:30.369994] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:30.482607] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:30.595800] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:54:30.709252] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:30.823507] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:30.942143] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:31.063320] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:31.182237] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:31.182426] [INFO ] [CONFIGURE ] MVT: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-10T23:54:31.182491] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3677 tests
[2025-10-10T23:54:31.182529] [INFO ] [CONFIGURE ] MVT: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:54:31.182560] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:54:31.320021] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:31.454027] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:31.590425] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:31.736525] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:31.873207] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:54:32.008451] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:32.155152] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:32.296941] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:54:32.440504] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:32.581142] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:32.581314] [INFO ] [CONFIGURE ] MVT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-10T23:54:32.581357] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3676 tests
[2025-10-10T23:54:32.581392] [INFO ] [CONFIGURE ] MVT: Testing feature 3/29: add_daily_returns
[2025-10-10T23:54:32.581424] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:54:32.706776] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:32.845638] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:32.983896] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:33.122618] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:33.267192] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:33.411418] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:33.554918] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:33.694454] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:33.834269] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:33.974158] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:33.974425] [INFO ] [CONFIGURE ] MVT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-10T23:54:33.974490] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3675 tests
[2025-10-10T23:54:33.974529] [INFO ] [CONFIGURE ] MVT: Testing feature 4/29: add_ema
[2025-10-10T23:54:33.974560] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:54:34.123417] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:34.272881] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:34.417573] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:34.571359] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:54:34.777014] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:54:34.927926] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:35.088147] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:35.252233] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:35.406191] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:35.562062] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:35.562296] [INFO ] [CONFIGURE ] MVT: DISCARDED add_ema (score: 70.00%)
[2025-10-10T23:54:35.562343] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3674 tests
[2025-10-10T23:54:35.562381] [INFO ] [CONFIGURE ] MVT: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:54:35.562416] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:54:35.735248] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:35.898808] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:36.064317] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:36.222943] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:36.380598] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:36.543675] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:36.703826] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:36.870579] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:37.034103] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:37.198040] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:37.198296] [INFO ] [CONFIGURE ] MVT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:54:37.198342] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3673 tests
[2025-10-10T23:54:37.198381] [INFO ] [CONFIGURE ] MVT: Testing feature 6/29: add_failed_moves
[2025-10-10T23:54:37.198418] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:54:37.339229] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:37.480004] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:37.616961] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:37.762433] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:37.900470] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:54:38.034965] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:38.172876] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:38.319232] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:38.465237] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:38.610701] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:38.611013] [INFO ] [CONFIGURE ] MVT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:54:38.611074] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3672 tests
[2025-10-10T23:54:38.611117] [INFO ] [CONFIGURE ] MVT: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:54:38.611154] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:54:38.750674] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:38.893920] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:39.012972] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:39.152389] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:39.276767] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:39.399679] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:39.528580] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:39.657839] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:39.789046] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:39.915287] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:39.915456] [INFO ] [CONFIGURE ] MVT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:54:39.915501] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3671 tests
[2025-10-10T23:54:39.915536] [INFO ] [CONFIGURE ] MVT: Testing feature 8/29: add_macd
[2025-10-10T23:54:39.915569] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:54:40.070860] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:40.228200] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:40.391919] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:40.559412] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:40.716395] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:40.879167] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:41.061442] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:41.229722] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:54:41.394179] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:41.561369] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:41.561584] [INFO ] [CONFIGURE ] MVT: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:54:41.561631] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3670 tests
[2025-10-10T23:54:41.561710] [INFO ] [CONFIGURE ] MVT: Testing feature 9/29: add_mfi
[2025-10-10T23:54:41.561753] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:54:41.705696] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:41.848799] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:41.988093] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:42.127400] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:42.258926] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:42.393681] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:42.528429] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:42.666988] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:42.805091] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:42.939459] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:42.939702] [INFO ] [CONFIGURE ] MVT: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:54:42.939768] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3669 tests
[2025-10-10T23:54:42.939808] [INFO ] [CONFIGURE ] MVT: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:54:42.939840] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:54:43.085465] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:43.231217] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:43.395312] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:43.566459] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:43.733253] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:43.906123] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:44.067972] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:44.237308] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:44.406583] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:44.585571] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:44.585903] [INFO ] [CONFIGURE ] MVT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:54:44.585974] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3668 tests
[2025-10-10T23:54:44.586019] [INFO ] [CONFIGURE ] MVT: Testing feature 11/29: add_obv_daily
[2025-10-10T23:54:44.586054] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:54:44.724259] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:44.855453] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:44.995853] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:45.133804] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:45.269094] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:45.406783] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:45.547191] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:45.686137] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:45.829029] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:45.971966] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:45.972191] [INFO ] [CONFIGURE ] MVT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:54:45.972238] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3667 tests
[2025-10-10T23:54:45.972274] [INFO ] [CONFIGURE ] MVT: Testing feature 12/29: add_obv_interval
[2025-10-10T23:54:45.972306] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:54:46.118123] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:46.245964] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:46.372522] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:46.502629] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:54:46.630781] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:46.763862] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:46.924551] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.053676] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.190510] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:47.320966] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.321128] [INFO ] [CONFIGURE ] MVT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:54:47.321171] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3666 tests
[2025-10-10T23:54:47.321206] [INFO ] [CONFIGURE ] MVT: Testing feature 13/29: add_opening_strength
[2025-10-10T23:54:47.321287] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:54:47.458005] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.594208] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.731073] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:47.871229] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:54:48.008912] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:48.148838] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:48.287743] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:48.427218] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:48.572392] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:48.711926] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:48.712096] [INFO ] [CONFIGURE ] MVT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:54:48.712142] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3665 tests
[2025-10-10T23:54:48.712177] [INFO ] [CONFIGURE ] MVT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:54:48.712210] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:54:48.851268] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:48.987807] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:49.127319] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:49.270215] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:54:49.408319] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:49.550815] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:49.692338] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:49.836223] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:49.986396] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:50.129170] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:50.129328] [INFO ] [CONFIGURE ] MVT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:54:50.129371] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3664 tests
[2025-10-10T23:54:50.129406] [INFO ] [CONFIGURE ] MVT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:54:50.129437] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:54:50.251393] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:50.371264] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:50.492958] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:50.624737] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:54:50.751898] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:50.884990] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:51.019125] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:51.150869] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:51.290673] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:51.427452] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:51.427717] [INFO ] [CONFIGURE ] MVT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:54:51.427783] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3663 tests
[2025-10-10T23:54:51.427821] [INFO ] [CONFIGURE ] MVT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:54:51.427852] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-10T23:54:51.563965] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:51.701898] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:51.841168] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:51.991494] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:52.131165] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:54:52.276558] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:54:52.418802] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:52.558392] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:52.708662] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:52.855921] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:52.856236] [INFO ] [CONFIGURE ] MVT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:54:52.856310] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3662 tests
[2025-10-10T23:54:52.856356] [INFO ] [CONFIGURE ] MVT: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:54:52.856397] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-10T23:54:53.005730] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:53.157194] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:53.310064] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:53.470845] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:53.645436] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:53.791360] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:53.926857] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:54.092285] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:54.250221] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:54:54.400527] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:54.400916] [INFO ] [CONFIGURE ] MVT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:54:54.400983] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3661 tests
[2025-10-10T23:54:54.401024] [INFO ] [CONFIGURE ] MVT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:54:54.401058] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-10T23:54:54.529924] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:54.668396] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:54.807958] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:54.949448] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:55.090887] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:55.227183] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:55.360549] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:55.491832] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:55.629339] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:55.763154] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:55.763425] [INFO ] [CONFIGURE ] MVT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:54:55.763490] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3660 tests
[2025-10-10T23:54:55.763529] [INFO ] [CONFIGURE ] MVT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:54:55.763561] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-10T23:54:55.893322] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:56.041278] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:56.173327] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:54:56.304723] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:56.435807] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:56.566498] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:56.698109] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:56.828621] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:56.960131] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:57.098543] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:57.098795] [INFO ] [CONFIGURE ] MVT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:54:57.098852] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3659 tests
[2025-10-10T23:54:57.098891] [INFO ] [CONFIGURE ] MVT: Testing feature 20/29: add_price_rejection
[2025-10-10T23:54:57.098927] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-10T23:54:57.235505] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:57.376335] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:57.516688] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:57.658463] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:57.796634] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:57.938634] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:58.086134] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:58.230664] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:58.373897] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:54:58.513835] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:54:58.514056] [INFO ] [CONFIGURE ] MVT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:54:58.514105] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3658 tests
[2025-10-10T23:54:58.514142] [INFO ] [CONFIGURE ] MVT: Testing feature 21/29: add_range_position
[2025-10-10T23:54:58.514175] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-10T23:54:58.659529] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:54:58.808872] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:54:58.954507] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:54:59.106677] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:54:59.255317] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:54:59.401411] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:54:59.554610] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:54:59.704429] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:54:59.859312] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:00.013929] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:00.014154] [INFO ] [CONFIGURE ] MVT: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:55:00.014203] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3657 tests
[2025-10-10T23:55:00.014240] [INFO ] [CONFIGURE ] MVT: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:55:00.014273] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-10T23:55:00.191997] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:00.360325] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:00.545410] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:00.718485] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:00.899426] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:01.064167] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:01.224790] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:01.396266] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:55:01.566623] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:01.742744] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:01.742943] [INFO ] [CONFIGURE ] MVT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:55:01.742990] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3656 tests
[2025-10-10T23:55:01.743027] [INFO ] [CONFIGURE ] MVT: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:55:01.743059] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-10T23:55:01.905600] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:02.060596] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:02.217848] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:55:02.386062] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:02.518721] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:02.654685] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:02.787201] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:02.924468] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:55:03.067441] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:03.205412] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:03.205585] [INFO ] [CONFIGURE ] MVT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-10T23:55:03.205634] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3655 tests
[2025-10-10T23:55:03.205710] [INFO ] [CONFIGURE ] MVT: Testing feature 24/29: add_rsi
[2025-10-10T23:55:03.205753] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-10T23:55:03.357830] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:03.507809] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:03.659593] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:55:03.808426] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:55:03.957878] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:04.107841] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:04.271922] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:04.440331] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:55:04.612619] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:04.774045] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:04.774233] [INFO ] [CONFIGURE ] MVT: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:55:04.774278] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3654 tests
[2025-10-10T23:55:04.774313] [INFO ] [CONFIGURE ] MVT: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:55:04.774345] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-10T23:55:04.903383] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:05.026984] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:05.155097] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:05.282064] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:55:05.434395] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:05.560190] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:05.686600] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:05.812260] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:55:05.939038] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:06.073345] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:06.073532] [INFO ] [CONFIGURE ] MVT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:55:06.073576] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3653 tests
[2025-10-10T23:55:06.073676] [INFO ] [CONFIGURE ] MVT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:55:06.073733] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-10T23:55:06.205785] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:06.335041] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:06.463320] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:06.590485] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:55:06.720149] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:55:06.852473] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:06.981581] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:07.109668] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:55:07.238707] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:07.392241] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:07.392387] [INFO ] [CONFIGURE ] MVT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-10T23:55:07.392436] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3652 tests
[2025-10-10T23:55:07.392471] [INFO ] [CONFIGURE ] MVT: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:55:07.392563] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-10T23:55:07.528943] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:07.669296] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:07.808408] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:07.947554] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:08.090279] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:55:08.236037] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:08.422765] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:08.639219] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:55:08.837864] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:08.999925] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:09.000103] [INFO ] [CONFIGURE ] MVT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:55:09.000151] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3651 tests
[2025-10-10T23:55:09.000187] [INFO ] [CONFIGURE ] MVT: Testing feature 28/29: add_volume_profile
[2025-10-10T23:55:09.000219] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-10T23:55:09.143676] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:09.287907] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:09.420127] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:09.549399] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:09.678747] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:09.809789] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:55:09.943176] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:10.076204] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:55:10.209225] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:10.342707] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:10.342849] [INFO ] [CONFIGURE ] MVT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:55:10.342891] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3650 tests
[2025-10-10T23:55:10.342925] [INFO ] [CONFIGURE ] MVT: Testing feature 29/29: add_vwap
[2025-10-10T23:55:10.342955] [INFO ] [CONFIGURE ] MVT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-10T23:55:10.474044] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:55:10.606177] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:10.738056] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:55:10.877698] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:11.011411] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:55:11.149588] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:11.295117] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:55:11.444041] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:55:11.589749] [DEBUG] [FORECASTER] MVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:11.731710] [DEBUG] [FORECASTER] MVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:55:11.731898] [INFO ] [CONFIGURE ] MVT: DISCARDED add_vwap (score: 50.00%)
[2025-10-10T23:55:11.731943] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3649 tests
[2025-10-10T23:55:11.732032] [INFO ] [CONFIGURE ] MVT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:55:11.732090] [INFO ] [CONFIGURE ] MVT: Best accuracy: 70.00%
[2025-10-10T23:55:11.732125] [INFO ] [CONFIGURE ] MVT: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-10T23:55:11.732154] [INFO ] [CONFIGURE ] MVT: Improvement over baseline: 30.00%
[2025-10-10T23:55:11.732182] [INFO ] [CONFIGURE ] MVT: Total time: 41.7 seconds
[2025-10-10T23:55:11.732210] [INFO ] [CONFIGURE ] MVT: Average time per feature: 1.4 seconds
[2025-10-10T23:55:11.732237] [INFO ] [CONFIGURE ] MVT: Average speed: 0.70 features/sec
[2025-10-10T23:55:11.733923] [INFO ] [LOCAL     ] Saved configuration for MVT: 1 features, 70.00% accuracy -> ./output/feature-sets/MVT.json
[2025-10-10T23:55:11.733979] [INFO ] [CONFIGURE ] MVT: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:55:11.734041] [INFO ] [sig       ] [95/220] Successfully configured MVT | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:55:11.734140] [INFO ] [sig       ] [96/220] Configuring MX...
[2025-10-10T23:55:11.734234] [INFO ] [CONFIGURE ] MX: Configurate test run.
[2025-10-10T23:55:11.734708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-10-10T23:55:11.754507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MX'.
[2025-10-10T23:55:11.754969] [INFO ] [CONFIGURE ] MX: Testing with 29 available features
[2025-10-10T23:55:11.755025] [INFO ] [CONFIGURE ] MX: Establishing baseline with no features...
[2025-10-10T23:55:11.863815] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:55:11.972819] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:12.084920] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:12.195795] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:12.304448] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:55:12.413039] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:12.523281] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:12.636116] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:12.746920] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:12.857962] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:12.858131] [INFO ] [CONFIGURE ] MX: Baseline score (no features): 50.00%
[2025-10-10T23:55:12.858212] [INFO ] [CONFIGURE ] MX: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:55:12.858273] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:55:12.978145] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:13.099778] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:13.221458] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:13.346673] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:13.468805] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:55:13.591947] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:13.716628] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:13.843004] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:13.970806] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:14.095104] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:14.095260] [INFO ] [CONFIGURE ] MX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:55:14.095303] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3648 tests
[2025-10-10T23:55:14.095338] [INFO ] [CONFIGURE ] MX: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:55:14.095369] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:55:14.220872] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:14.346820] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:14.477144] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:14.622832] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:14.755304] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:14.879577] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:15.004670] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:15.135448] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:15.270158] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:15.407015] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:15.407216] [INFO ] [CONFIGURE ] MX: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-10T23:55:15.407262] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3647 tests
[2025-10-10T23:55:15.407316] [INFO ] [CONFIGURE ] MX: Testing feature 3/29: add_daily_returns
[2025-10-10T23:55:15.407349] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:55:15.537160] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:55:15.677176] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:15.820989] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:15.955472] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:16.104117] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:16.241554] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:16.380263] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:16.524103] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:16.665448] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:16.809334] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:16.809518] [INFO ] [CONFIGURE ] MX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:55:16.809567] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3646 tests
[2025-10-10T23:55:16.809623] [INFO ] [CONFIGURE ] MX: Testing feature 4/29: add_ema
[2025-10-10T23:55:16.809704] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:55:16.957293] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:17.104205] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:17.251536] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:17.411346] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:17.609418] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:17.762255] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:17.914840] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:18.068236] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:18.226253] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:18.376967] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:18.377171] [INFO ] [CONFIGURE ] MX: KEPT add_ema (score: 70.00%)
[2025-10-10T23:55:18.377223] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3645 tests
[2025-10-10T23:55:18.377262] [INFO ] [CONFIGURE ] MX: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:55:18.377295] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:55:18.548574] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:18.716237] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:18.896461] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:19.068455] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:19.243758] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:19.423062] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:19.598924] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:55:19.773406] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:19.949086] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:20.140828] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:20.141008] [INFO ] [CONFIGURE ] MX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:55:20.141071] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3644 tests
[2025-10-10T23:55:20.141118] [INFO ] [CONFIGURE ] MX: Testing feature 6/29: add_failed_moves
[2025-10-10T23:55:20.141273] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-10T23:55:20.300336] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:20.456495] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:20.657385] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:20.815426] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:20.972893] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:21.134255] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:21.296230] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:21.454536] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:21.642234] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:21.828912] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:21.829115] [INFO ] [CONFIGURE ] MX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:55:21.829189] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3643 tests
[2025-10-10T23:55:21.829260] [INFO ] [CONFIGURE ] MX: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:55:21.829309] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-10T23:55:21.996678] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:22.165760] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:22.332007] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:22.481086] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:22.628740] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:22.779620] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:22.926824] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:23.083088] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:23.231074] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:23.379188] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:23.379312] [INFO ] [CONFIGURE ] MX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:55:23.379373] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3642 tests
[2025-10-10T23:55:23.379410] [INFO ] [CONFIGURE ] MX: Testing feature 8/29: add_macd
[2025-10-10T23:55:23.379440] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-10T23:55:23.553705] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:23.729015] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:23.901056] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:24.073906] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:24.250899] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:24.429635] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:24.604834] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:24.797322] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:24.983923] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:25.162057] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:55:25.162209] [INFO ] [CONFIGURE ] MX: DISCARDED add_macd (score: 70.00%)
[2025-10-10T23:55:25.162252] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3641 tests
[2025-10-10T23:55:25.162286] [INFO ] [CONFIGURE ] MX: Testing feature 9/29: add_mfi
[2025-10-10T23:55:25.162316] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-10T23:55:25.314155] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:25.470290] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:25.640436] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:25.798783] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:25.953876] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:26.119434] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:26.290334] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:26.457167] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:26.628689] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:26.798903] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:26.799114] [INFO ] [CONFIGURE ] MX: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:55:26.799177] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3640 tests
[2025-10-10T23:55:26.799215] [INFO ] [CONFIGURE ] MX: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:55:26.799246] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:55:26.974835] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:27.152602] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:27.339792] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:27.524183] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:27.706168] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:27.882738] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:28.062224] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:28.239383] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:28.417111] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:28.619275] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:28.619632] [INFO ] [CONFIGURE ] MX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:55:28.619776] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3639 tests
[2025-10-10T23:55:28.619860] [INFO ] [CONFIGURE ] MX: Testing feature 11/29: add_obv_daily
[2025-10-10T23:55:28.619934] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-10T23:55:28.780878] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:28.930561] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:29.080296] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:29.235079] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:29.385776] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:29.549452] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:29.718229] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:55:29.877574] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:30.030162] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:30.191677] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:30.191891] [INFO ] [CONFIGURE ] MX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:55:30.191938] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3638 tests
[2025-10-10T23:55:30.191973] [INFO ] [CONFIGURE ] MX: Testing feature 12/29: add_obv_interval
[2025-10-10T23:55:30.192003] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-10T23:55:30.339931] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:30.491396] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:30.642136] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:30.792403] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:30.939428] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:31.093040] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:31.243888] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:31.397296] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:31.548812] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:31.700833] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:31.701039] [INFO ] [CONFIGURE ] MX: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-10T23:55:31.701100] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3637 tests
[2025-10-10T23:55:31.701137] [INFO ] [CONFIGURE ] MX: Testing feature 13/29: add_opening_strength
[2025-10-10T23:55:31.701169] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:55:31.859096] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:55:32.019409] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:55:32.181272] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:32.339025] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:32.496955] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:32.655443] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:32.820346] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:55:32.982292] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:33.141779] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:33.302093] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:33.302228] [INFO ] [CONFIGURE ] MX: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:55:33.302272] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3636 tests
[2025-10-10T23:55:33.302305] [INFO ] [CONFIGURE ] MX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:55:33.302335] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-10T23:55:33.460699] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:33.619698] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:33.778346] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:33.938371] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:34.100725] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:34.262415] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:34.420371] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:34.578430] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:34.737767] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:34.897082] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:34.897267] [INFO ] [CONFIGURE ] MX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-10T23:55:34.897317] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3635 tests
[2025-10-10T23:55:34.897353] [INFO ] [CONFIGURE ] MX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:55:34.897383] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-10T23:55:35.034779] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:35.174474] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:35.326765] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:35.480084] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:35.632619] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:35.816808] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:35.967058] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:36.124721] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:36.278123] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:36.430468] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:36.430723] [INFO ] [CONFIGURE ] MX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:55:36.430781] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3634 tests
[2025-10-10T23:55:36.430842] [INFO ] [CONFIGURE ] MX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:55:36.430876] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-10T23:55:36.585763] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:36.741015] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:36.898317] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:37.057594] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:37.214230] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:37.372782] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:37.531452] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:37.693788] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:37.856326] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:38.016494] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:55:38.016760] [INFO ] [CONFIGURE ] MX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:55:38.016816] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3633 tests
[2025-10-10T23:55:38.016852] [INFO ] [CONFIGURE ] MX: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:55:38.016883] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-10T23:55:38.176561] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:38.337596] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:38.499458] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:38.658784] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:38.843859] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:39.005239] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:39.163464] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:39.322760] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:39.485496] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:39.656058] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:39.656254] [INFO ] [CONFIGURE ] MX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:55:39.656299] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3632 tests
[2025-10-10T23:55:39.656334] [INFO ] [CONFIGURE ] MX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:55:39.656365] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-10T23:55:39.802298] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:39.948110] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:40.095926] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:40.238478] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:40.381096] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:40.523782] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:40.674387] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:40.840921] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:40.990615] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:41.140605] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:41.140808] [INFO ] [CONFIGURE ] MX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:55:41.140869] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3631 tests
[2025-10-10T23:55:41.140907] [INFO ] [CONFIGURE ] MX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:55:41.140939] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-10T23:55:41.283504] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:41.431847] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:41.579234] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:41.723232] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:41.899705] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:42.044523] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:42.189279] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:42.334790] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:42.482148] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:42.631854] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:42.632014] [INFO ] [CONFIGURE ] MX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:55:42.632057] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3630 tests
[2025-10-10T23:55:42.632092] [INFO ] [CONFIGURE ] MX: Testing feature 20/29: add_price_rejection
[2025-10-10T23:55:42.632125] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-10T23:55:42.787012] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:42.937950] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:43.090401] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:43.243584] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:43.395243] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:43.548600] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:43.701121] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:43.861162] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:44.016242] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:44.173338] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:44.173492] [INFO ] [CONFIGURE ] MX: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-10T23:55:44.173535] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3629 tests
[2025-10-10T23:55:44.173569] [INFO ] [CONFIGURE ] MX: Testing feature 21/29: add_range_position
[2025-10-10T23:55:44.173599] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-10T23:55:44.334664] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:55:44.497777] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:44.659903] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:44.822192] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:44.988139] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:45.152145] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:45.315059] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:55:45.485461] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:45.671410] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:45.852300] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:45.852530] [INFO ] [CONFIGURE ] MX: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:55:45.852577] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3628 tests
[2025-10-10T23:55:45.852616] [INFO ] [CONFIGURE ] MX: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:55:45.852679] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-10T23:55:46.045120] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:46.238246] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:46.434505] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:55:46.628808] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:46.805676] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:46.987508] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:47.165570] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:47.351881] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:47.541878] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:47.730253] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:47.730457] [INFO ] [CONFIGURE ] MX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:55:47.730502] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3627 tests
[2025-10-10T23:55:47.730541] [INFO ] [CONFIGURE ] MX: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:55:47.730572] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-10T23:55:47.893611] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:55:48.060404] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:48.212235] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:48.365517] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:48.531218] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:48.692590] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:48.852756] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:49.014604] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:49.179819] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:55:49.340421] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:49.340619] [INFO ] [CONFIGURE ] MX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:55:49.340707] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3626 tests
[2025-10-10T23:55:49.340753] [INFO ] [CONFIGURE ] MX: Testing feature 24/29: add_rsi
[2025-10-10T23:55:49.340787] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:55:49.517600] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:49.698929] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:49.865150] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:50.024486] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:50.188125] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:50.343419] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:50.506598] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:50.672730] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:50.838844] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:51.012306] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:51.012513] [INFO ] [CONFIGURE ] MX: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:55:51.012559] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3625 tests
[2025-10-10T23:55:51.012596] [INFO ] [CONFIGURE ] MX: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:55:51.012629] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-10T23:55:51.166941] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:51.319172] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:51.467825] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:51.618895] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:51.774904] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:51.929420] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:52.083088] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:52.249478] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:52.405371] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:52.560574] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:52.560776] [INFO ] [CONFIGURE ] MX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:55:52.560828] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3624 tests
[2025-10-10T23:55:52.560864] [INFO ] [CONFIGURE ] MX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:55:52.560897] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-10T23:55:52.715581] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:52.872436] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:53.028822] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:55:53.186290] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:53.345775] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:55:53.502294] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:53.659310] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:53.822350] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:54.015786] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:54.176186] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:54.176388] [INFO ] [CONFIGURE ] MX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:55:54.176449] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3623 tests
[2025-10-10T23:55:54.176491] [INFO ] [CONFIGURE ] MX: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:55:54.176521] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-10T23:55:54.342110] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:54.500592] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:54.658291] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:54.827858] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:54.989631] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:55:55.175056] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:55.359796] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:55.545837] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:55.731292] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:55.910354] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:55.910572] [INFO ] [CONFIGURE ] MX: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:55:55.910623] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3622 tests
[2025-10-10T23:55:55.910697] [INFO ] [CONFIGURE ] MX: Testing feature 28/29: add_volume_profile
[2025-10-10T23:55:55.910744] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-10T23:55:56.067319] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:56.223513] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:56.390123] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:56.558767] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:55:56.718265] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:56.884036] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:57.083098] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:55:57.242340] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:57.404919] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:57.564553] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:57.564737] [INFO ] [CONFIGURE ] MX: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:55:57.564791] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3621 tests
[2025-10-10T23:55:57.564953] [INFO ] [CONFIGURE ] MX: Testing feature 29/29: add_vwap
[2025-10-10T23:55:57.565010] [INFO ] [CONFIGURE ] MX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-10T23:55:57.721791] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:55:57.884204] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:58.046283] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:58.206197] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:55:58.366147] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:58.532231] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:55:58.706892] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-10T23:55:58.877322] [DEBUG] [FORECASTER] MX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:55:59.052888] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:55:59.217786] [DEBUG] [FORECASTER] MX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:55:59.218000] [INFO ] [CONFIGURE ] MX: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:55:59.218049] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3620 tests
[2025-10-10T23:55:59.218108] [INFO ] [CONFIGURE ] MX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:55:59.218164] [INFO ] [CONFIGURE ] MX: Best accuracy: 70.00%
[2025-10-10T23:55:59.218198] [INFO ] [CONFIGURE ] MX: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:55:59.218226] [INFO ] [CONFIGURE ] MX: Improvement over baseline: 20.00%
[2025-10-10T23:55:59.218252] [INFO ] [CONFIGURE ] MX: Total time: 46.4 seconds
[2025-10-10T23:55:59.218278] [INFO ] [CONFIGURE ] MX: Average time per feature: 1.6 seconds
[2025-10-10T23:55:59.218450] [INFO ] [CONFIGURE ] MX: Average speed: 0.63 features/sec
[2025-10-10T23:55:59.219209] [INFO ] [LOCAL     ] Saved configuration for MX: 2 features, 70.00% accuracy -> ./output/feature-sets/MX.json
[2025-10-10T23:55:59.219264] [INFO ] [CONFIGURE ] MX: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-10T23:55:59.219316] [INFO ] [sig       ] [96/220] Successfully configured MX | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:55:59.219394] [INFO ] [sig       ] [97/220] Configuring MXF...
[2025-10-10T23:55:59.219464] [INFO ] [CONFIGURE ] MXF: Configurate test run.
[2025-10-10T23:55:59.219537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-10-10T23:55:59.237747] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MXF'.
[2025-10-10T23:55:59.238342] [INFO ] [CONFIGURE ] MXF: Testing with 29 available features
[2025-10-10T23:55:59.238410] [INFO ] [CONFIGURE ] MXF: Establishing baseline with no features...
[2025-10-10T23:55:59.355813] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:55:59.487069] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:55:59.609190] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:55:59.727401] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:55:59.846103] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:55:59.965737] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:00.114183] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:00.238941] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:56:00.373167] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:00.545583] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:00.545902] [INFO ] [CONFIGURE ] MXF: Baseline score (no features): 30.00%
[2025-10-10T23:56:00.545981] [INFO ] [CONFIGURE ] MXF: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:56:00.546036] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:56:00.725806] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:00.915928] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:01.089783] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:01.244299] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:01.405477] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:01.537927] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:01.663735] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:01.781677] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:01.900719] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:02.023126] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:02.023378] [INFO ] [CONFIGURE ] MXF: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-10T23:56:02.023430] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3619 tests
[2025-10-10T23:56:02.023464] [INFO ] [CONFIGURE ] MXF: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:56:02.023495] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:56:02.160453] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:02.292838] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:56:02.424904] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:02.557825] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:02.690623] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:02.824973] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:02.959042] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:03.097785] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:03.238748] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:03.374379] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:03.374622] [INFO ] [CONFIGURE ] MXF: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:56:03.374704] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3618 tests
[2025-10-10T23:56:03.374750] [INFO ] [CONFIGURE ] MXF: Testing feature 3/29: add_daily_returns
[2025-10-10T23:56:03.374782] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:56:03.492172] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:03.613570] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:03.728996] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:03.855810] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:03.973884] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:04.095411] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:04.217549] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:04.340210] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:56:04.463328] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:04.585190] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:04.585381] [INFO ] [CONFIGURE ] MXF: DISCARDED add_daily_returns (score: 0.00%)
[2025-10-10T23:56:04.585443] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3617 tests
[2025-10-10T23:56:04.585481] [INFO ] [CONFIGURE ] MXF: Testing feature 4/29: add_ema
[2025-10-10T23:56:04.585513] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:56:04.720154] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:04.851999] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:04.984684] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:05.126938] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:05.296153] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:05.459960] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:05.624443] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:05.796009] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:05.952837] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:06.112302] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:06.112553] [INFO ] [CONFIGURE ] MXF: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:56:06.112606] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3616 tests
[2025-10-10T23:56:06.112672] [INFO ] [CONFIGURE ] MXF: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:56:06.112734] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:56:06.269282] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:06.420295] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:06.582416] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:06.741083] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:06.906358] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:07.088553] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:07.257446] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:07.428981] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:07.604281] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:07.773530] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:07.773809] [INFO ] [CONFIGURE ] MXF: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:56:07.773865] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3615 tests
[2025-10-10T23:56:07.773968] [INFO ] [CONFIGURE ] MXF: Testing feature 6/29: add_failed_moves
[2025-10-10T23:56:07.774022] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:56:07.915818] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:08.057139] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:08.196419] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:08.346096] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:08.492322] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:08.641886] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:08.785902] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:08.932605] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:09.086714] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:09.250292] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:09.250591] [INFO ] [CONFIGURE ] MXF: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:56:09.250686] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3614 tests
[2025-10-10T23:56:09.250755] [INFO ] [CONFIGURE ] MXF: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:56:09.250815] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:56:09.387723] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:09.521640] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:09.653061] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:09.784554] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:09.915514] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:10.055166] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:10.189450] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:10.322993] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:10.447602] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:10.569991] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:10.570143] [INFO ] [CONFIGURE ] MXF: DISCARDED add_lag_shelf (score: 20.00%)
[2025-10-10T23:56:10.570186] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3613 tests
[2025-10-10T23:56:10.570226] [INFO ] [CONFIGURE ] MXF: Testing feature 8/29: add_macd
[2025-10-10T23:56:10.570258] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:56:10.722294] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:10.875407] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:11.034225] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:11.188519] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:11.343733] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:11.503727] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:11.667951] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:11.829153] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:11.997948] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:12.159930] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:12.160136] [INFO ] [CONFIGURE ] MXF: DISCARDED add_macd (score: 30.00%)
[2025-10-10T23:56:12.160213] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3612 tests
[2025-10-10T23:56:12.160271] [INFO ] [CONFIGURE ] MXF: Testing feature 9/29: add_mfi
[2025-10-10T23:56:12.160306] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:56:12.292420] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:12.429091] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:12.561801] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:12.696848] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:12.833556] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:12.968357] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:13.103429] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:13.239789] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:13.380435] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:13.517763] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:13.517930] [INFO ] [CONFIGURE ] MXF: DISCARDED add_mfi (score: 30.00%)
[2025-10-10T23:56:13.517984] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3611 tests
[2025-10-10T23:56:13.518026] [INFO ] [CONFIGURE ] MXF: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:56:13.518059] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:56:13.662904] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:13.814342] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:13.962525] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:14.111458] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:14.280693] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:14.435288] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:14.585544] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:14.737045] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:14.896807] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:15.051209] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:15.051383] [INFO ] [CONFIGURE ] MXF: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-10T23:56:15.051445] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3610 tests
[2025-10-10T23:56:15.051482] [INFO ] [CONFIGURE ] MXF: Testing feature 11/29: add_obv_daily
[2025-10-10T23:56:15.051512] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:56:15.177081] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:15.307806] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:56:15.433408] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:15.558590] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:15.684336] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:15.814547] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:15.943052] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:16.072122] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:56:16.204838] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:16.341704] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:16.341912] [INFO ] [CONFIGURE ] MXF: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:56:16.341973] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3609 tests
[2025-10-10T23:56:16.342010] [INFO ] [CONFIGURE ] MXF: Testing feature 12/29: add_obv_interval
[2025-10-10T23:56:16.342041] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:56:16.465889] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:16.598776] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:16.731103] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:16.865001] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:16.993360] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:17.122034] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:17.248809] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:17.380716] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:17.514509] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:17.648305] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:17.648463] [INFO ] [CONFIGURE ] MXF: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:56:17.648508] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3608 tests
[2025-10-10T23:56:17.648543] [INFO ] [CONFIGURE ] MXF: Testing feature 13/29: add_opening_strength
[2025-10-10T23:56:17.648576] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:56:17.787502] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:17.930277] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:18.069176] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:18.206485] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:18.347001] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:18.501982] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:18.647886] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:18.791245] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:18.932339] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:19.071939] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:19.072197] [INFO ] [CONFIGURE ] MXF: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-10T23:56:19.072256] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3607 tests
[2025-10-10T23:56:19.072362] [INFO ] [CONFIGURE ] MXF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:56:19.072403] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:56:19.206710] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:19.338861] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:19.474257] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:19.608247] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:19.743446] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:19.882866] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:20.018494] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:20.158029] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:56:20.296016] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:20.433173] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:20.433341] [INFO ] [CONFIGURE ] MXF: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:56:20.433387] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3606 tests
[2025-10-10T23:56:20.433423] [INFO ] [CONFIGURE ] MXF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:56:20.433454] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:56:20.548495] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:20.663409] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:20.778761] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:20.895430] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:21.016722] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:21.139104] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:21.262949] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:21.385599] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:21.505622] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:21.630107] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:21.630268] [INFO ] [CONFIGURE ] MXF: KEPT add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:56:21.630313] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3605 tests
[2025-10-10T23:56:21.630348] [INFO ] [CONFIGURE ] MXF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:56:21.630379] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T23:56:21.757880] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:21.888677] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:22.016142] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:22.144248] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:22.273154] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:22.402777] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:22.532881] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:22.663392] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:22.797982] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:22.932562] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:22.932832] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-10T23:56:22.932882] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3604 tests
[2025-10-10T23:56:22.932921] [INFO ] [CONFIGURE ] MXF: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:56:22.932953] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T23:56:23.063563] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:23.192252] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:23.325912] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:23.456447] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:23.588213] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:23.719521] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:23.851446] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:23.983678] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:24.120068] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:24.256796] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:24.256979] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-10T23:56:24.257055] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3603 tests
[2025-10-10T23:56:24.257109] [INFO ] [CONFIGURE ] MXF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:56:24.257144] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-10T23:56:24.377235] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:24.517785] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:24.640508] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:24.762768] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:24.884554] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:25.007012] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:25.131363] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:25.256176] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:25.383833] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:25.509002] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:25.509185] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-10T23:56:25.509228] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3602 tests
[2025-10-10T23:56:25.509263] [INFO ] [CONFIGURE ] MXF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:56:25.509293] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-10T23:56:25.629149] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:25.747774] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:25.867950] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:25.988904] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:26.110367] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:26.239263] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:26.366500] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:26.491364] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:26.618716] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:26.757633] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:26.757930] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-10T23:56:26.758854] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3601 tests
[2025-10-10T23:56:26.758925] [INFO ] [CONFIGURE ] MXF: Testing feature 20/29: add_price_rejection
[2025-10-10T23:56:26.758967] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-10T23:56:26.905932] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:27.040487] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:27.181261] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:27.320063] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:27.455843] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:27.594633] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:27.728730] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:27.863433] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:28.007944] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:28.149574] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:28.149822] [INFO ] [CONFIGURE ] MXF: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:56:28.149875] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3600 tests
[2025-10-10T23:56:28.149915] [INFO ] [CONFIGURE ] MXF: Testing feature 21/29: add_range_position
[2025-10-10T23:56:28.149948] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-10T23:56:28.296631] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:28.445302] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:28.590125] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:28.751392] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:28.918538] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:29.064400] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:56:29.207739] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:29.350377] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:29.493204] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:29.639411] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:29.639573] [INFO ] [CONFIGURE ] MXF: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:56:29.639616] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3599 tests
[2025-10-10T23:56:29.639679] [INFO ] [CONFIGURE ] MXF: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:56:29.639732] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-10T23:56:29.791017] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:29.942964] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:30.097184] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:30.253523] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:30.409247] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:30.593183] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:30.752048] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:30.910917] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:31.075825] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:31.234751] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:31.234945] [INFO ] [CONFIGURE ] MXF: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-10T23:56:31.234991] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3598 tests
[2025-10-10T23:56:31.235025] [INFO ] [CONFIGURE ] MXF: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:56:31.235056] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-10T23:56:31.367546] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:31.495177] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:31.627412] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:31.761113] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:31.902123] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:32.038455] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:32.177359] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:32.313611] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:32.451789] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:32.585661] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:32.585858] [INFO ] [CONFIGURE ] MXF: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:56:32.585904] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3597 tests
[2025-10-10T23:56:32.585999] [INFO ] [CONFIGURE ] MXF: Testing feature 24/29: add_rsi
[2025-10-10T23:56:32.586056] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-10T23:56:32.733767] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:56:32.882899] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:33.037325] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:33.186074] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:33.334289] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:33.482941] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:33.639054] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:33.790960] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:33.941951] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:34.094908] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:34.095067] [INFO ] [CONFIGURE ] MXF: DISCARDED add_rsi (score: 30.00%)
[2025-10-10T23:56:34.095109] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3596 tests
[2025-10-10T23:56:34.095144] [INFO ] [CONFIGURE ] MXF: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:56:34.095174] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-10T23:56:34.233363] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:34.375284] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:34.501597] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:34.627598] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:34.753779] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:34.885332] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:35.012952] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:35.145977] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:35.278033] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:35.413699] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:35.413955] [INFO ] [CONFIGURE ] MXF: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-10T23:56:35.414018] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3595 tests
[2025-10-10T23:56:35.414056] [INFO ] [CONFIGURE ] MXF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:56:35.414087] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-10T23:56:35.541524] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:35.676235] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:35.810175] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:35.941160] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:36.078942] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:36.210974] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:36.340251] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:36.474559] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:36.656204] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:36.797122] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:36.797299] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-10T23:56:36.797342] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3594 tests
[2025-10-10T23:56:36.797385] [INFO ] [CONFIGURE ] MXF: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:56:36.797423] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-10T23:56:36.952923] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:37.103549] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:37.252801] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:37.400348] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:37.558130] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:37.709571] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:37.862081] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:38.016266] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:38.183345] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:38.340140] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:38.340327] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-10T23:56:38.340446] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3593 tests
[2025-10-10T23:56:38.340519] [INFO ] [CONFIGURE ] MXF: Testing feature 28/29: add_volume_profile
[2025-10-10T23:56:38.340562] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-10T23:56:38.470314] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:38.600553] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:38.735395] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:38.871971] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:39.014004] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:39.159623] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:39.304264] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:39.441337] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:56:39.581358] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:56:39.722660] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:39.722866] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_profile (score: 10.00%)
[2025-10-10T23:56:39.722928] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3592 tests
[2025-10-10T23:56:39.723050] [INFO ] [CONFIGURE ] MXF: Testing feature 29/29: add_vwap
[2025-10-10T23:56:39.723107] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-10T23:56:39.861809] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:56:40.025960] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:40.166038] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:56:40.315246] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:56:40.464892] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:40.603822] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:56:40.743494] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:40.888855] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:56:41.039717] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:56:41.205912] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:56:41.206102] [INFO ] [CONFIGURE ] MXF: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:56:41.206160] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3591 tests
[2025-10-10T23:56:41.206212] [INFO ] [CONFIGURE ] MXF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:56:41.206269] [INFO ] [CONFIGURE ] MXF: Best accuracy: 50.00%
[2025-10-10T23:56:41.206305] [INFO ] [CONFIGURE ] MXF: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-10T23:56:41.206336] [INFO ] [CONFIGURE ] MXF: Improvement over baseline: 20.00%
[2025-10-10T23:56:41.206364] [INFO ] [CONFIGURE ] MXF: Total time: 40.7 seconds
[2025-10-10T23:56:41.206391] [INFO ] [CONFIGURE ] MXF: Average time per feature: 1.4 seconds
[2025-10-10T23:56:41.206419] [INFO ] [CONFIGURE ] MXF: Average speed: 0.71 features/sec
[2025-10-10T23:56:41.207205] [INFO ] [LOCAL     ] Saved configuration for MXF: 2 features, 50.00% accuracy -> ./output/feature-sets/MXF.json
[2025-10-10T23:56:41.207260] [INFO ] [CONFIGURE ] MXF: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-10T23:56:41.207318] [INFO ] [sig       ] [97/220] Successfully configured MXF | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:56:41.207395] [INFO ] [sig       ] [98/220] Configuring MYN...
[2025-10-10T23:56:41.207464] [INFO ] [CONFIGURE ] MYN: Configurate test run.
[2025-10-10T23:56:41.207540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-10-10T23:56:41.224326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYN'.
[2025-10-10T23:56:41.224814] [INFO ] [CONFIGURE ] MYN: Testing with 29 available features
[2025-10-10T23:56:41.224872] [INFO ] [CONFIGURE ] MYN: Establishing baseline with no features...
[2025-10-10T23:56:41.332154] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:41.438618] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:41.553129] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:41.665231] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:41.779319] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:41.896746] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:42.013602] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:42.126146] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:42.242629] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:42.360159] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:42.360323] [INFO ] [CONFIGURE ] MYN: Baseline score (no features): 30.00%
[2025-10-10T23:56:42.360369] [INFO ] [CONFIGURE ] MYN: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:56:42.360404] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:56:42.482789] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:42.611168] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:42.732341] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:42.853178] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:42.976069] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:43.116804] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:43.264425] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:43.402570] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:43.544176] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:56:43.672562] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:43.672755] [INFO ] [CONFIGURE ] MYN: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-10T23:56:43.672809] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3590 tests
[2025-10-10T23:56:43.672843] [INFO ] [CONFIGURE ] MYN: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:56:43.672873] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-10T23:56:43.806588] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:43.938953] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:44.074298] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:44.205939] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:44.339310] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:44.472275] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:44.611024] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:56:44.746339] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:44.880612] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:56:45.017495] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:45.017678] [INFO ] [CONFIGURE ] MYN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:56:45.017739] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3589 tests
[2025-10-10T23:56:45.017777] [INFO ] [CONFIGURE ] MYN: Testing feature 3/29: add_daily_returns
[2025-10-10T23:56:45.017808] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-10T23:56:45.134567] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:45.257072] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:45.374587] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:45.493634] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:56:45.614615] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:45.744016] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:45.870714] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:45.991632] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:46.113544] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:46.237949] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:46.238110] [INFO ] [CONFIGURE ] MYN: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-10T23:56:46.238156] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3588 tests
[2025-10-10T23:56:46.238192] [INFO ] [CONFIGURE ] MYN: Testing feature 4/29: add_ema
[2025-10-10T23:56:46.238224] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-10T23:56:46.376031] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:46.517207] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:46.667280] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:46.803695] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:46.943785] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:47.080947] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:47.214075] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:47.348555] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:47.482965] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:47.617773] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:47.617929] [INFO ] [CONFIGURE ] MYN: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:56:47.617972] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3587 tests
[2025-10-10T23:56:47.618008] [INFO ] [CONFIGURE ] MYN: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:56:47.618039] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:56:47.763800] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:47.909368] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:48.048839] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:48.189053] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:48.329632] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:48.470223] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:48.613815] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:48.786159] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:48.927777] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:49.070996] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:49.071144] [INFO ] [CONFIGURE ] MYN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-10T23:56:49.071187] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3586 tests
[2025-10-10T23:56:49.071267] [INFO ] [CONFIGURE ] MYN: Testing feature 6/29: add_failed_moves
[2025-10-10T23:56:49.071319] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-10T23:56:49.190506] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:49.311289] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:49.430192] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:49.551144] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:49.671415] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:49.794037] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:49.916819] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:50.038458] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:50.160165] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:56:50.283845] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:50.284018] [INFO ] [CONFIGURE ] MYN: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-10T23:56:50.284067] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3585 tests
[2025-10-10T23:56:50.284102] [INFO ] [CONFIGURE ] MYN: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:56:50.284134] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-10T23:56:50.395164] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:50.506940] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:50.619422] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:56:50.733731] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:56:50.848458] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:56:50.963263] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:51.078882] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:51.196376] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:51.313291] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:51.430045] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:51.430251] [INFO ] [CONFIGURE ] MYN: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-10T23:56:51.430303] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3584 tests
[2025-10-10T23:56:51.430340] [INFO ] [CONFIGURE ] MYN: Testing feature 8/29: add_macd
[2025-10-10T23:56:51.430372] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-10T23:56:51.582612] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:51.741243] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:51.893478] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:52.044488] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:52.194756] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:52.345550] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:52.496956] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:52.646923] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:52.801151] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:52.973451] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:52.973715] [INFO ] [CONFIGURE ] MYN: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:56:52.973793] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3583 tests
[2025-10-10T23:56:52.973840] [INFO ] [CONFIGURE ] MYN: Testing feature 9/29: add_mfi
[2025-10-10T23:56:52.973878] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-10T23:56:53.164965] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:53.337622] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:53.522502] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:53.707265] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:53.879188] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:54.014713] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:54.146132] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:54.282828] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:54.418463] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:54.560966] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:54.561185] [INFO ] [CONFIGURE ] MYN: DISCARDED add_mfi (score: 40.00%)
[2025-10-10T23:56:54.561233] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3582 tests
[2025-10-10T23:56:54.561271] [INFO ] [CONFIGURE ] MYN: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:56:54.561304] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:56:54.719513] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:54.861904] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:55.005396] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:55.152105] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:55.298977] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:55.446450] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:55.593921] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:55.741202] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:55.887463] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:56.034748] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:56.034906] [INFO ] [CONFIGURE ] MYN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-10T23:56:56.034949] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3581 tests
[2025-10-10T23:56:56.034984] [INFO ] [CONFIGURE ] MYN: Testing feature 11/29: add_obv_daily
[2025-10-10T23:56:56.035014] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-10T23:56:56.163111] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:56.289095] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:56.414269] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:56.541476] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:56:56.665005] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:56.790638] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:56:56.913202] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:57.036472] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:57.162689] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:57.289581] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:57.289786] [INFO ] [CONFIGURE ] MYN: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-10T23:56:57.289851] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3580 tests
[2025-10-10T23:56:57.289939] [INFO ] [CONFIGURE ] MYN: Testing feature 12/29: add_obv_interval
[2025-10-10T23:56:57.289981] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-10T23:56:57.409513] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:57.529614] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:57.649538] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:57.774935] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:57.904943] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:58.027458] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:58.154772] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:58.278516] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:58.403160] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:58.531232] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:58.531390] [INFO ] [CONFIGURE ] MYN: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-10T23:56:58.531433] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3579 tests
[2025-10-10T23:56:58.531468] [INFO ] [CONFIGURE ] MYN: Testing feature 13/29: add_opening_strength
[2025-10-10T23:56:58.531500] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:56:58.660327] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:56:58.791622] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:56:58.923162] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:56:59.059064] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:56:59.192910] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:56:59.326613] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:56:59.461727] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:56:59.596207] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:56:59.732096] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:56:59.870886] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:56:59.871068] [INFO ] [CONFIGURE ] MYN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-10T23:56:59.871112] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3578 tests
[2025-10-10T23:56:59.871147] [INFO ] [CONFIGURE ] MYN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:56:59.871177] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:57:00.007266] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:00.140946] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:00.277975] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:00.417255] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:00.556850] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:00.692310] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:00.835492] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:00.973148] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:01.112578] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:01.248558] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:01.248750] [INFO ] [CONFIGURE ] MYN: KEPT add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:57:01.248802] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3577 tests
[2025-10-10T23:57:01.248838] [INFO ] [CONFIGURE ] MYN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:57:01.248870] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:57:01.384047] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:01.524484] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:01.667166] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:01.807420] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:01.952103] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:02.098946] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:02.242873] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:02.390119] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:02.535264] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:02.682874] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:02.683029] [INFO ] [CONFIGURE ] MYN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:57:02.683074] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3576 tests
[2025-10-10T23:57:02.683109] [INFO ] [CONFIGURE ] MYN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:57:02.683139] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:57:02.833503] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:02.982609] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:03.138386] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:03.296088] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:03.453481] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:03.608994] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:03.768207] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:03.956931] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:04.111370] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:04.264199] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:04.264368] [INFO ] [CONFIGURE ] MYN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:57:04.264413] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3575 tests
[2025-10-10T23:57:04.264451] [INFO ] [CONFIGURE ] MYN: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:57:04.264485] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:57:04.414770] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:04.567833] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:04.717574] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:04.871397] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:05.022575] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:05.175206] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:05.325560] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:05.476625] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:05.629872] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:05.783080] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:05.783225] [INFO ] [CONFIGURE ] MYN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-10T23:57:05.783268] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3574 tests
[2025-10-10T23:57:05.783303] [INFO ] [CONFIGURE ] MYN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:57:05.783334] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:57:05.918219] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:06.060412] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:06.199247] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:06.340523] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:06.483446] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:06.631787] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:06.772471] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:06.910377] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:07.047710] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:07.195639] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:07.196676] [INFO ] [CONFIGURE ] MYN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-10T23:57:07.196739] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3573 tests
[2025-10-10T23:57:07.196778] [INFO ] [CONFIGURE ] MYN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:57:07.196809] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:57:07.335369] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:07.473192] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:07.618883] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:07.781445] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:07.947951] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:08.102216] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:08.245858] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:08.384591] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:08.523806] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:08.662548] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:08.662754] [INFO ] [CONFIGURE ] MYN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:57:08.662818] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3572 tests
[2025-10-10T23:57:08.662868] [INFO ] [CONFIGURE ] MYN: Testing feature 20/29: add_price_rejection
[2025-10-10T23:57:08.662924] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:57:08.808439] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:08.954735] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:09.110881] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:09.270249] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:09.427639] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:09.587572] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:09.746333] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:09.908551] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:10.060418] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:10.218575] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:10.218770] [INFO ] [CONFIGURE ] MYN: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:57:10.218821] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3571 tests
[2025-10-10T23:57:10.218857] [INFO ] [CONFIGURE ] MYN: Testing feature 21/29: add_range_position
[2025-10-10T23:57:10.218888] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:57:10.373955] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:10.526268] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:10.680225] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:10.846789] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:57:11.008092] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:11.196147] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:11.363096] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:11.543317] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:11.724143] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:11.911292] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:11.911504] [INFO ] [CONFIGURE ] MYN: DISCARDED add_range_position (score: 40.00%)
[2025-10-10T23:57:11.911573] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3570 tests
[2025-10-10T23:57:11.911616] [INFO ] [CONFIGURE ] MYN: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:57:11.911676] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:57:12.104909] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:12.285009] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:12.480674] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:12.678397] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:57:12.885136] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:13.076360] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:13.273309] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:13.460709] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:13.645213] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:13.826292] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:13.826489] [INFO ] [CONFIGURE ] MYN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-10T23:57:13.826562] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3569 tests
[2025-10-10T23:57:13.826622] [INFO ] [CONFIGURE ] MYN: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:57:13.826697] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:57:13.978990] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:14.140948] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:14.293133] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:14.445945] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:57:14.597496] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:14.751859] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:14.897344] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:15.042147] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:15.193687] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:15.341388] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:15.341578] [INFO ] [CONFIGURE ] MYN: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:57:15.341659] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3568 tests
[2025-10-10T23:57:15.341780] [INFO ] [CONFIGURE ] MYN: Testing feature 24/29: add_rsi
[2025-10-10T23:57:15.341837] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:57:15.503732] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:15.666019] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:15.829355] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:15.994396] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:16.160793] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:16.325200] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:16.493717] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:16.659353] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:16.829250] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:16.996500] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:16.996698] [INFO ] [CONFIGURE ] MYN: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:57:16.996757] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3567 tests
[2025-10-10T23:57:16.996794] [INFO ] [CONFIGURE ] MYN: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:57:16.996826] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T23:57:17.137772] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:17.279595] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:17.421583] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:17.568194] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:17.711715] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:17.857751] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:18.011193] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:18.169426] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:18.320178] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:18.475191] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:18.475370] [INFO ] [CONFIGURE ] MYN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:57:18.475416] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3566 tests
[2025-10-10T23:57:18.475452] [INFO ] [CONFIGURE ] MYN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:57:18.475483] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T23:57:18.623679] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:18.778069] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:18.927041] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:19.104111] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:19.259924] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:19.413570] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:19.567049] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:19.726169] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:57:19.888272] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:20.048058] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:20.048261] [INFO ] [CONFIGURE ] MYN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:57:20.048307] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3565 tests
[2025-10-10T23:57:20.048343] [INFO ] [CONFIGURE ] MYN: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:57:20.048375] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T23:57:20.220094] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:20.382360] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:20.548662] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:20.716581] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:20.879261] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:21.048935] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:21.225447] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:21.391281] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:21.562259] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:21.730509] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:21.730701] [INFO ] [CONFIGURE ] MYN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:57:21.730761] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3564 tests
[2025-10-10T23:57:21.730801] [INFO ] [CONFIGURE ] MYN: Testing feature 28/29: add_volume_profile
[2025-10-10T23:57:21.730833] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T23:57:21.896058] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:22.043927] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:22.200100] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:22.355573] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:22.514285] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:22.672403] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:22.833955] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:22.990968] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:23.149475] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:57:23.303944] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:23.304107] [INFO ] [CONFIGURE ] MYN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:57:23.304152] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3563 tests
[2025-10-10T23:57:23.304189] [INFO ] [CONFIGURE ] MYN: Testing feature 29/29: add_vwap
[2025-10-10T23:57:23.304273] [INFO ] [CONFIGURE ] MYN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-10T23:57:23.457089] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:23.608989] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:23.767149] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:23.921409] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:57:24.075946] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:24.232178] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:24.392310] [DEBUG] [FORECASTER] MYN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:57:24.548777] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:24.703811] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:57:24.860781] [DEBUG] [FORECASTER] MYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:24.860941] [INFO ] [CONFIGURE ] MYN: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:57:24.860984] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3562 tests
[2025-10-10T23:57:24.861042] [INFO ] [CONFIGURE ] MYN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:57:24.861098] [INFO ] [CONFIGURE ] MYN: Best accuracy: 60.00%
[2025-10-10T23:57:24.861133] [INFO ] [CONFIGURE ] MYN: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-10T23:57:24.861163] [INFO ] [CONFIGURE ] MYN: Improvement over baseline: 30.00%
[2025-10-10T23:57:24.861191] [INFO ] [CONFIGURE ] MYN: Total time: 42.5 seconds
[2025-10-10T23:57:24.861218] [INFO ] [CONFIGURE ] MYN: Average time per feature: 1.5 seconds
[2025-10-10T23:57:24.861245] [INFO ] [CONFIGURE ] MYN: Average speed: 0.68 features/sec
[2025-10-10T23:57:24.861967] [INFO ] [LOCAL     ] Saved configuration for MYN: 2 features, 60.00% accuracy -> ./output/feature-sets/MYN.json
[2025-10-10T23:57:24.862022] [INFO ] [CONFIGURE ] MYN: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-10T23:57:24.862081] [INFO ] [sig       ] [98/220] Successfully configured MYN | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:57:24.862156] [INFO ] [sig       ] [99/220] Configuring NAT...
[2025-10-10T23:57:24.862224] [INFO ] [CONFIGURE ] NAT: Configurate test run.
[2025-10-10T23:57:24.862296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'.
[2025-10-10T23:57:24.877345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAT'.
[2025-10-10T23:57:24.877730] [INFO ] [CONFIGURE ] NAT: Testing with 29 available features
[2025-10-10T23:57:24.877806] [INFO ] [CONFIGURE ] NAT: Establishing baseline with no features...
[2025-10-10T23:57:24.984637] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:25.122829] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:25.230197] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:25.340010] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:25.443368] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:25.545620] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:25.653194] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:25.756628] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:25.860908] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:25.965389] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:25.965520] [INFO ] [CONFIGURE ] NAT: Baseline score (no features): 60.00%
[2025-10-10T23:57:25.965564] [INFO ] [CONFIGURE ] NAT: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:57:25.965598] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:57:26.079348] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:26.193052] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:26.306431] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:26.426196] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:26.541261] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:26.657326] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:26.783486] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:26.908778] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:27.026004] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:27.144142] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:27.144297] [INFO ] [CONFIGURE ] NAT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:57:27.144340] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3561 tests
[2025-10-10T23:57:27.144375] [INFO ] [CONFIGURE ] NAT: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:57:27.144407] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:57:27.265383] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:27.385429] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:27.505623] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:27.627165] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:27.748038] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:27.873906] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:27.996101] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:28.120112] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:28.243448] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:28.366595] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:28.366767] [INFO ] [CONFIGURE ] NAT: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-10T23:57:28.366818] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3560 tests
[2025-10-10T23:57:28.366853] [INFO ] [CONFIGURE ] NAT: Testing feature 3/29: add_daily_returns
[2025-10-10T23:57:28.366884] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:57:28.491707] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:28.630008] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:28.756190] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:28.882132] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:29.007767] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:29.135172] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:29.261633] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:29.390879] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:29.519053] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:29.648387] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:29.648551] [INFO ] [CONFIGURE ] NAT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-10T23:57:29.648593] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3559 tests
[2025-10-10T23:57:29.648627] [INFO ] [CONFIGURE ] NAT: Testing feature 4/29: add_ema
[2025-10-10T23:57:29.648696] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:57:29.789117] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:29.928404] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:30.070713] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:30.217594] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:30.363434] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:30.509255] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:30.659665] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:30.811287] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:30.965237] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:31.120343] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:31.120531] [INFO ] [CONFIGURE ] NAT: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:57:31.120576] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3558 tests
[2025-10-10T23:57:31.120615] [INFO ] [CONFIGURE ] NAT: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:57:31.120813] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:57:31.272709] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:31.424134] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:31.576410] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:31.727540] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:31.882110] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:32.033826] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:32.194190] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:32.354519] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:32.517010] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:32.679925] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:32.680107] [INFO ] [CONFIGURE ] NAT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-10T23:57:32.680152] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3557 tests
[2025-10-10T23:57:32.680189] [INFO ] [CONFIGURE ] NAT: Testing feature 6/29: add_failed_moves
[2025-10-10T23:57:32.680274] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:57:32.816144] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:32.956097] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:33.093584] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:33.230820] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:33.369053] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:33.505966] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:33.641131] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:33.780031] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:33.919573] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:34.059228] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:34.059468] [INFO ] [CONFIGURE ] NAT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-10T23:57:34.059519] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3556 tests
[2025-10-10T23:57:34.059555] [INFO ] [CONFIGURE ] NAT: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:57:34.059586] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:57:34.238758] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:34.387958] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:34.523977] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:34.653728] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:34.781510] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:34.911483] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:35.041504] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:35.171355] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:35.311805] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:35.453140] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:35.453287] [INFO ] [CONFIGURE ] NAT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-10T23:57:35.453329] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3555 tests
[2025-10-10T23:57:35.453363] [INFO ] [CONFIGURE ] NAT: Testing feature 8/29: add_macd
[2025-10-10T23:57:35.453393] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:57:35.619131] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:57:35.782505] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:35.945353] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:36.110415] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:36.274873] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:36.442562] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:36.608407] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:36.769785] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:36.940487] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:37.116211] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:37.116415] [INFO ] [CONFIGURE ] NAT: DISCARDED add_macd (score: 40.00%)
[2025-10-10T23:57:37.116479] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3554 tests
[2025-10-10T23:57:37.116517] [INFO ] [CONFIGURE ] NAT: Testing feature 9/29: add_mfi
[2025-10-10T23:57:37.116549] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:57:37.284394] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:37.420577] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:37.555802] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:37.691352] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:37.827947] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:37.964995] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:38.101426] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:38.241672] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:38.383863] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:38.526994] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:38.527346] [INFO ] [CONFIGURE ] NAT: DISCARDED add_mfi (score: 80.00%)
[2025-10-10T23:57:38.527400] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3553 tests
[2025-10-10T23:57:38.527437] [INFO ] [CONFIGURE ] NAT: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:57:38.527525] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:57:38.679570] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:38.835826] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:38.985405] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:39.140484] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:39.295825] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:39.450177] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:39.605135] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:39.761532] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:39.926926] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:40.085918] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:40.086113] [INFO ] [CONFIGURE ] NAT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:57:40.086158] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3552 tests
[2025-10-10T23:57:40.086192] [INFO ] [CONFIGURE ] NAT: Testing feature 11/29: add_obv_daily
[2025-10-10T23:57:40.086223] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:57:40.220032] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:57:40.357980] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:40.489605] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:40.623882] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:40.756311] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:40.890092] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:41.023385] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:41.154609] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:41.287864] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:41.422227] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:41.422372] [INFO ] [CONFIGURE ] NAT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-10T23:57:41.422415] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3551 tests
[2025-10-10T23:57:41.422449] [INFO ] [CONFIGURE ] NAT: Testing feature 12/29: add_obv_interval
[2025-10-10T23:57:41.422480] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:57:41.550883] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:41.683074] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:41.811670] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:41.941049] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:42.076311] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:42.215560] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:57:42.354060] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:42.494432] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:42.633989] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:42.774332] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:42.774499] [INFO ] [CONFIGURE ] NAT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:57:42.774541] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3550 tests
[2025-10-10T23:57:42.774577] [INFO ] [CONFIGURE ] NAT: Testing feature 13/29: add_opening_strength
[2025-10-10T23:57:42.774609] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:57:42.915170] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:43.062292] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:43.206307] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:43.358566] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:57:43.495088] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:43.637203] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:43.776497] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:43.916568] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:44.057975] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:44.201011] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:44.201263] [INFO ] [CONFIGURE ] NAT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:57:44.201326] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3549 tests
[2025-10-10T23:57:44.201364] [INFO ] [CONFIGURE ] NAT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:57:44.201394] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:57:44.340405] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:44.480215] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:44.618462] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:44.758999] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:44.906833] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:45.051564] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:45.227983] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:45.432820] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:45.643680] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:45.855862] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:45.856226] [INFO ] [CONFIGURE ] NAT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-10T23:57:45.856304] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3548 tests
[2025-10-10T23:57:45.856367] [INFO ] [CONFIGURE ] NAT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:57:45.856405] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:57:46.023475] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:46.202553] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:46.378983] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:46.520094] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:46.648350] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:46.782559] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:46.909939] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:47.040859] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:47.172736] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:47.309335] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:47.309506] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-10T23:57:47.309567] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3547 tests
[2025-10-10T23:57:47.309660] [INFO ] [CONFIGURE ] NAT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:57:47.309720] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:57:47.460013] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:47.612311] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:47.768149] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:47.907452] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:48.050000] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:57:48.224816] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:48.380627] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:48.537738] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:48.701279] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:48.838423] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:48.838618] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:57:48.838694] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3546 tests
[2025-10-10T23:57:48.838742] [INFO ] [CONFIGURE ] NAT: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:57:48.838775] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:57:48.973082] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:57:49.112687] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:49.256166] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:49.432449] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:49.573593] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:49.715821] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:49.856179] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:50.015228] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:50.166074] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:50.305519] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:50.305713] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:57:50.305789] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3545 tests
[2025-10-10T23:57:50.305847] [INFO ] [CONFIGURE ] NAT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:57:50.305882] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:57:50.429548] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:50.553324] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:50.688749] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:50.826111] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:50.970153] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:51.112504] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:51.241326] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:51.368360] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:51.516368] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:51.646043] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:51.646245] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-10T23:57:51.646307] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3544 tests
[2025-10-10T23:57:51.646344] [INFO ] [CONFIGURE ] NAT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:57:51.646423] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:57:51.770714] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:51.901857] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:52.033267] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:52.173392] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:52.307139] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:52.475098] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:52.615101] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:52.746842] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:52.879044] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:53.013991] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:53.014169] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-10T23:57:53.014213] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3543 tests
[2025-10-10T23:57:53.014250] [INFO ] [CONFIGURE ] NAT: Testing feature 20/29: add_price_rejection
[2025-10-10T23:57:53.014282] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:57:53.159626] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:53.301927] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:53.442498] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:53.582499] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:53.729486] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:53.880552] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:54.024117] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:54.169029] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:54.318488] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:54.467068] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:54.467242] [INFO ] [CONFIGURE ] NAT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-10T23:57:54.467289] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3542 tests
[2025-10-10T23:57:54.467324] [INFO ] [CONFIGURE ] NAT: Testing feature 21/29: add_range_position
[2025-10-10T23:57:54.467355] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-10T23:57:54.621243] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:54.772465] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:54.929537] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:55.080004] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:55.229574] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:55.382695] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:55.540034] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:55.696555] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:55.850258] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:56.005314] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:57:56.005482] [INFO ] [CONFIGURE ] NAT: DISCARDED add_range_position (score: 60.00%)
[2025-10-10T23:57:56.005526] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3541 tests
[2025-10-10T23:57:56.005562] [INFO ] [CONFIGURE ] NAT: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:57:56.005593] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:57:56.170393] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:56.337834] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:57:56.506013] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:56.696018] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:56.871565] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:57.069118] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:57.241913] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:57.408452] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:57.576262] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:57.742743] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:57.742946] [INFO ] [CONFIGURE ] NAT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:57:57.743005] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3540 tests
[2025-10-10T23:57:57.743044] [INFO ] [CONFIGURE ] NAT: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:57:57.743077] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:57:57.877607] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:57:58.014307] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:58.149593] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:57:58.291504] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:58.431454] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:57:58.569459] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:57:58.708608] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:57:58.849411] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:57:58.998029] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:57:59.140715] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:57:59.140966] [INFO ] [CONFIGURE ] NAT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:57:59.141018] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3539 tests
[2025-10-10T23:57:59.141077] [INFO ] [CONFIGURE ] NAT: Testing feature 24/29: add_rsi
[2025-10-10T23:57:59.141134] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:57:59.301495] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:57:59.476524] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:57:59.643963] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:57:59.815093] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:57:59.981477] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:58:00.142494] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:58:00.303730] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:00.466127] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:00.628810] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:00.784786] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:58:00.784995] [INFO ] [CONFIGURE ] NAT: DISCARDED add_rsi (score: 60.00%)
[2025-10-10T23:58:00.785045] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3538 tests
[2025-10-10T23:58:00.785081] [INFO ] [CONFIGURE ] NAT: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:58:00.785111] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-10T23:58:00.914107] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:58:01.045313] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:58:01.177964] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:01.308347] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:01.438423] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:58:01.582089] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:58:01.715755] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:01.851736] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:01.990387] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:02.145800] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:02.145975] [INFO ] [CONFIGURE ] NAT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-10T23:58:02.146019] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3537 tests
[2025-10-10T23:58:02.146057] [INFO ] [CONFIGURE ] NAT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:58:02.146091] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-10T23:58:02.277608] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:58:02.413073] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:02.556397] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:02.693007] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:02.830246] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:58:02.974168] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:58:03.107267] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:03.240319] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:03.372030] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:03.507900] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:03.508122] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:58:03.508172] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3536 tests
[2025-10-10T23:58:03.508208] [INFO ] [CONFIGURE ] NAT: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:58:03.508238] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-10T23:58:03.650116] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:58:03.809015] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:58:03.953908] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:58:04.101203] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:04.249118] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:58:04.398544] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:58:04.549445] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:04.696275] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:04.843878] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:04.993531] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:04.993728] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:58:04.993785] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3535 tests
[2025-10-10T23:58:04.993825] [INFO ] [CONFIGURE ] NAT: Testing feature 28/29: add_volume_profile
[2025-10-10T23:58:04.993859] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-10T23:58:05.130242] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:58:05.271859] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:05.420269] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:05.568550] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:05.703995] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:58:05.845550] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-10T23:58:05.985603] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:06.121447] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:06.262878] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:06.406256] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:06.406422] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:58:06.406484] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3534 tests
[2025-10-10T23:58:06.406535] [INFO ] [CONFIGURE ] NAT: Testing feature 29/29: add_vwap
[2025-10-10T23:58:06.406590] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-10T23:58:06.544456] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:58:06.676369] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:58:06.808178] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:06.949035] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:07.096803] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:58:07.247457] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-10T23:58:07.400783] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:07.545758] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:58:07.695050] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:07.864866] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:07.865050] [INFO ] [CONFIGURE ] NAT: DISCARDED add_vwap (score: 60.00%)
[2025-10-10T23:58:07.865093] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3533 tests
[2025-10-10T23:58:07.865158] [INFO ] [CONFIGURE ] NAT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:58:07.865215] [INFO ] [CONFIGURE ] NAT: Best accuracy: 80.00%
[2025-10-10T23:58:07.865249] [INFO ] [CONFIGURE ] NAT: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-10T23:58:07.865277] [INFO ] [CONFIGURE ] NAT: Improvement over baseline: 20.00%
[2025-10-10T23:58:07.865303] [INFO ] [CONFIGURE ] NAT: Total time: 41.9 seconds
[2025-10-10T23:58:07.865329] [INFO ] [CONFIGURE ] NAT: Average time per feature: 1.4 seconds
[2025-10-10T23:58:07.865355] [INFO ] [CONFIGURE ] NAT: Average speed: 0.69 features/sec
[2025-10-10T23:58:07.866441] [INFO ] [LOCAL     ] Saved configuration for NAT: 1 features, 80.00% accuracy -> ./output/feature-sets/NAT.json
[2025-10-10T23:58:07.866497] [INFO ] [CONFIGURE ] NAT: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-10T23:58:07.866548] [INFO ] [sig       ] [99/220] Successfully configured NAT | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:58:07.866628] [INFO ] [sig       ] [100/220] Configuring NAZ...
[2025-10-10T23:58:07.866719] [INFO ] [CONFIGURE ] NAZ: Configurate test run.
[2025-10-10T23:58:07.866791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-10-10T23:58:07.881686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAZ'.
[2025-10-10T23:58:07.882059] [INFO ] [CONFIGURE ] NAZ: Testing with 29 available features
[2025-10-10T23:58:07.882115] [INFO ] [CONFIGURE ] NAZ: Establishing baseline with no features...
[2025-10-10T23:58:07.987889] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:08.093549] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:08.199740] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:08.314330] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:08.428638] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:08.536440] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:08.644085] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:58:08.751830] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:08.860292] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:08.969152] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:08.969273] [INFO ] [CONFIGURE ] NAZ: Baseline score (no features): 50.00%
[2025-10-10T23:58:08.969316] [INFO ] [CONFIGURE ] NAZ: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:58:08.969348] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:58:09.089133] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:09.209407] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:09.328818] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:09.449842] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:09.574418] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:09.695322] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:09.816336] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:58:09.937494] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:10.059534] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:10.183869] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:10.184033] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-10T23:58:10.184076] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3532 tests
[2025-10-10T23:58:10.184110] [INFO ] [CONFIGURE ] NAZ: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:58:10.184140] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:58:10.307208] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:10.431480] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:10.556336] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:10.682277] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:10.806985] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:10.935919] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:11.062900] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:11.189923] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:11.316575] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:11.445887] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:11.446018] [INFO ] [CONFIGURE ] NAZ: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-10T23:58:11.446061] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3531 tests
[2025-10-10T23:58:11.446094] [INFO ] [CONFIGURE ] NAZ: Testing feature 3/29: add_daily_returns
[2025-10-10T23:58:11.446126] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-10T23:58:11.572720] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:11.701124] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:11.831721] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:11.962386] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:12.094077] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:12.229884] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:12.363718] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:12.499588] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:12.634339] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:12.769632] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:12.769862] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-10T23:58:12.769909] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3530 tests
[2025-10-10T23:58:12.769943] [INFO ] [CONFIGURE ] NAZ: Testing feature 4/29: add_ema
[2025-10-10T23:58:12.769974] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-10T23:58:12.915830] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:13.056671] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:13.198858] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:13.340835] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:13.486129] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:13.629137] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:13.773448] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:13.917732] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:14.062210] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:14.206555] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:14.206758] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_ema (score: 50.00%)
[2025-10-10T23:58:14.206812] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3529 tests
[2025-10-10T23:58:14.206847] [INFO ] [CONFIGURE ] NAZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:58:14.206879] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:58:14.354374] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:14.502882] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:14.652140] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:14.801999] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:14.951403] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:15.100283] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:15.250039] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:15.400032] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:15.551111] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:15.708749] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:15.709068] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-10T23:58:15.709125] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3528 tests
[2025-10-10T23:58:15.709162] [INFO ] [CONFIGURE ] NAZ: Testing feature 6/29: add_failed_moves
[2025-10-10T23:58:15.709192] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-10T23:58:15.844880] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:15.982088] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:16.124247] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:16.259418] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:16.396302] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:16.535143] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:16.699756] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:16.843345] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:16.998722] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:17.158003] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:17.158203] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-10T23:58:17.158274] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3527 tests
[2025-10-10T23:58:17.158320] [INFO ] [CONFIGURE ] NAZ: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:58:17.158388] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-10T23:58:17.288210] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:17.417177] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:17.547862] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:17.671530] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:17.796759] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:17.922941] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:18.052693] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:18.194063] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:18.323591] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:18.454233] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:18.454409] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-10T23:58:18.454468] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3526 tests
[2025-10-10T23:58:18.454506] [INFO ] [CONFIGURE ] NAZ: Testing feature 8/29: add_macd
[2025-10-10T23:58:18.454538] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-10T23:58:18.617932] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:18.780798] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:18.942532] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:19.105945] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:19.272087] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:19.440845] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:19.607547] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:19.810536] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:19.981354] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:20.147209] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:20.147396] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:58:20.147441] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3525 tests
[2025-10-10T23:58:20.147476] [INFO ] [CONFIGURE ] NAZ: Testing feature 9/29: add_mfi
[2025-10-10T23:58:20.147527] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-10T23:58:20.289805] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:20.428842] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:20.568967] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:20.709251] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:20.850163] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:20.996332] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:21.139277] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:21.281420] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:21.425755] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:21.568918] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:21.569107] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_mfi (score: 70.00%)
[2025-10-10T23:58:21.569169] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3524 tests
[2025-10-10T23:58:21.569207] [INFO ] [CONFIGURE ] NAZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:58:21.569239] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:58:21.725809] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:21.885396] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:22.043809] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:22.206262] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:22.369287] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:22.529880] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:22.694900] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:22.855307] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:23.015633] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:23.180060] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:23.180216] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:58:23.180259] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3523 tests
[2025-10-10T23:58:23.180293] [INFO ] [CONFIGURE ] NAZ: Testing feature 11/29: add_obv_daily
[2025-10-10T23:58:23.180324] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-10T23:58:23.313432] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:23.451079] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:23.584768] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:58:23.719101] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:23.858223] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:23.994298] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:24.132781] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:24.274876] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:24.412978] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:24.550977] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:24.551147] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:58:24.551191] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3522 tests
[2025-10-10T23:58:24.551227] [INFO ] [CONFIGURE ] NAZ: Testing feature 12/29: add_obv_interval
[2025-10-10T23:58:24.551257] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-10T23:58:24.687662] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:24.820851] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:24.958186] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:25.096886] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:25.232744] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:25.366181] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:25.502349] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:25.641187] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:25.780927] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:25.921504] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:25.921703] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:58:25.921765] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3521 tests
[2025-10-10T23:58:25.921803] [INFO ] [CONFIGURE ] NAZ: Testing feature 13/29: add_opening_strength
[2025-10-10T23:58:25.921834] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:58:26.070461] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:26.216193] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:26.361062] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:58:26.506219] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:58:26.654416] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:26.805131] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:26.968951] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:27.124471] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:27.278183] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:27.435291] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:27.435462] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-10T23:58:27.435526] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3520 tests
[2025-10-10T23:58:27.435585] [INFO ] [CONFIGURE ] NAZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:58:27.435620] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-10T23:58:27.578820] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:27.722877] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:27.866944] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:58:28.012218] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:28.169800] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:28.320184] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:28.475561] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:28.624701] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:28.773108] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:28.922979] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:28.923138] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-10T23:58:28.923190] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3519 tests
[2025-10-10T23:58:28.923232] [INFO ] [CONFIGURE ] NAZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:58:28.923262] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-10T23:58:29.052978] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:29.181086] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:29.310503] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:29.442479] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:29.575807] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:29.710933] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:29.854122] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:29.989889] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:30.123417] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:30.260350] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:30.260535] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-10T23:58:30.260600] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3518 tests
[2025-10-10T23:58:30.260667] [INFO ] [CONFIGURE ] NAZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:58:30.260725] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-10T23:58:30.400564] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:30.552131] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:30.695068] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:30.840020] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-10T23:58:30.983047] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:31.129194] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:31.271899] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:58:31.415892] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:31.559535] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:31.703891] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:31.704052] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-10T23:58:31.704097] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3517 tests
[2025-10-10T23:58:31.704132] [INFO ] [CONFIGURE ] NAZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:58:31.704163] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-10T23:58:31.853990] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:31.996574] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:32.140803] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:32.289405] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:32.437765] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:32.587304] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:32.738792] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:32.888069] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:33.035204] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:33.183959] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:33.184132] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:58:33.184177] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3516 tests
[2025-10-10T23:58:33.184266] [INFO ] [CONFIGURE ] NAZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:58:33.184307] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-10T23:58:33.324157] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:33.453926] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:33.590323] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:33.721279] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:33.853329] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:33.985376] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:34.118378] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:34.259842] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:34.399794] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:34.547755] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:34.547947] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-10T23:58:34.547990] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3515 tests
[2025-10-10T23:58:34.548027] [INFO ] [CONFIGURE ] NAZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:58:34.548060] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-10T23:58:34.678090] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:34.804924] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:34.966492] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:35.097219] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:35.228181] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:35.362359] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:35.494560] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:35.627560] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:35.759238] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:35.892481] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:35.892675] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-10T23:58:35.892735] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3514 tests
[2025-10-10T23:58:35.892774] [INFO ] [CONFIGURE ] NAZ: Testing feature 20/29: add_price_rejection
[2025-10-10T23:58:35.892805] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-10T23:58:36.032725] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:36.170430] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:36.309445] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:36.443062] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:36.573368] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:36.710358] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:36.849201] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:36.990813] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:37.134340] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:37.277300] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:37.277461] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-10T23:58:37.277504] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3513 tests
[2025-10-10T23:58:37.277538] [INFO ] [CONFIGURE ] NAZ: Testing feature 21/29: add_range_position
[2025-10-10T23:58:37.277568] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-10T23:58:37.431018] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:37.578786] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:37.726282] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:37.876322] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:38.024980] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:38.172884] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:38.316459] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:38.460560] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:38.608788] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:38.754385] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:38.754583] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:58:38.754628] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3512 tests
[2025-10-10T23:58:38.754720] [INFO ] [CONFIGURE ] NAZ: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:58:38.754764] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-10T23:58:38.914598] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:39.068983] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:39.224383] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-10T23:58:39.380921] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:39.537679] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:39.694673] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:39.855354] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:40.015416] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:40.176894] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:40.355148] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:40.355376] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-10T23:58:40.355426] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3511 tests
[2025-10-10T23:58:40.355464] [INFO ] [CONFIGURE ] NAZ: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:58:40.355496] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-10T23:58:40.488959] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:40.624279] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:40.757791] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:40.889972] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:41.024097] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:41.162991] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:41.301157] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:41.444235] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:41.580366] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:41.722806] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:41.722971] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-10T23:58:41.723013] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3510 tests
[2025-10-10T23:58:41.723048] [INFO ] [CONFIGURE ] NAZ: Testing feature 24/29: add_rsi
[2025-10-10T23:58:41.723080] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-10T23:58:41.880535] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:42.038258] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:42.215940] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:42.382005] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:42.545968] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:42.706101] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:42.863926] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:43.022246] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:43.183395] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:43.344188] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:43.344370] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_rsi (score: 40.00%)
[2025-10-10T23:58:43.344418] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3509 tests
[2025-10-10T23:58:43.344453] [INFO ] [CONFIGURE ] NAZ: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:58:43.344483] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-10T23:58:43.477187] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:43.612533] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:43.757975] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:43.896374] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:44.055173] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:44.187812] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:44.322769] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:44.458701] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:44.593147] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:44.727516] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:44.727686] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-10T23:58:44.727748] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3508 tests
[2025-10-10T23:58:44.727786] [INFO ] [CONFIGURE ] NAZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:58:44.727816] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-10T23:58:44.864303] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:45.004455] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:45.138812] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:45.272384] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:45.405445] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:45.540144] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:45.686174] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:45.829857] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:45.970814] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:46.109090] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:46.109254] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-10T23:58:46.109298] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3507 tests
[2025-10-10T23:58:46.109334] [INFO ] [CONFIGURE ] NAZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:58:46.109365] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-10T23:58:46.255717] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:46.400055] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:46.540086] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:46.679585] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:46.822228] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:46.962762] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:47.103865] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:47.247406] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:47.392045] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:47.535310] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:47.535469] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-10T23:58:47.535517] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3506 tests
[2025-10-10T23:58:47.535552] [INFO ] [CONFIGURE ] NAZ: Testing feature 28/29: add_volume_profile
[2025-10-10T23:58:47.535583] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-10T23:58:47.666366] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:47.799745] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:47.931788] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:48.064315] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:48.196898] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:48.329526] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:58:48.463928] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:48.597449] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:48.733727] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-10T23:58:48.871724] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:48.871916] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-10T23:58:48.871960] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3505 tests
[2025-10-10T23:58:48.871996] [INFO ] [CONFIGURE ] NAZ: Testing feature 29/29: add_vwap
[2025-10-10T23:58:48.872031] [INFO ] [CONFIGURE ] NAZ: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-10T23:58:49.016450] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:58:49.165060] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:49.314986] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:49.475472] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-10T23:58:49.617304] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:49.760722] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:49.908109] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:58:50.051182] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:50.193938] [DEBUG] [FORECASTER] NAZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-10T23:58:50.353393] [DEBUG] [FORECASTER] NAZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-10T23:58:50.353566] [INFO ] [CONFIGURE ] NAZ: DISCARDED add_vwap (score: 40.00%)
[2025-10-10T23:58:50.353612] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3504 tests
[2025-10-10T23:58:50.353694] [INFO ] [CONFIGURE ] NAZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:58:50.353752] [INFO ] [CONFIGURE ] NAZ: Best accuracy: 70.00%
[2025-10-10T23:58:50.353787] [INFO ] [CONFIGURE ] NAZ: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-10T23:58:50.353815] [INFO ] [CONFIGURE ] NAZ: Improvement over baseline: 20.00%
[2025-10-10T23:58:50.353841] [INFO ] [CONFIGURE ] NAZ: Total time: 41.4 seconds
[2025-10-10T23:58:50.353868] [INFO ] [CONFIGURE ] NAZ: Average time per feature: 1.4 seconds
[2025-10-10T23:58:50.353895] [INFO ] [CONFIGURE ] NAZ: Average speed: 0.70 features/sec
[2025-10-10T23:58:50.354547] [INFO ] [LOCAL     ] Saved configuration for NAZ: 1 features, 70.00% accuracy -> ./output/feature-sets/NAZ.json
[2025-10-10T23:58:50.354603] [INFO ] [CONFIGURE ] NAZ: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-10T23:58:50.354672] [INFO ] [sig       ] [100/220] Successfully configured NAZ | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:58:50.354750] [INFO ] [sig       ] [101/220] Configuring NBB...
[2025-10-10T23:58:50.354821] [INFO ] [CONFIGURE ] NBB: Configurate test run.
[2025-10-10T23:58:50.354889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-10-10T23:58:50.373008] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBB'.
[2025-10-10T23:58:50.373457] [INFO ] [CONFIGURE ] NBB: Testing with 29 available features
[2025-10-10T23:58:50.373515] [INFO ] [CONFIGURE ] NBB: Establishing baseline with no features...
[2025-10-10T23:58:50.485778] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:50.596843] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:58:50.705110] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:50.818462] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:50.931304] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:51.045273] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:51.158915] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:51.273903] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:51.388474] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:58:51.503867] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:51.504022] [INFO ] [CONFIGURE ] NBB: Baseline score (no features): 30.00%
[2025-10-10T23:58:51.504066] [INFO ] [CONFIGURE ] NBB: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:58:51.504099] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:58:51.629394] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:51.752569] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:51.873749] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:51.994856] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:52.119477] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:52.243956] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:52.368552] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:52.492877] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:52.617802] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:58:52.742619] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:52.742811] [INFO ] [CONFIGURE ] NBB: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-10T23:58:52.742859] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3503 tests
[2025-10-10T23:58:52.742894] [INFO ] [CONFIGURE ] NBB: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:58:52.742925] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:58:52.868621] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:52.993532] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:53.173043] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:53.325107] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:53.504229] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:53.695443] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:53.870878] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:54.046207] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:54.188999] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:58:54.318947] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:54.319119] [INFO ] [CONFIGURE ] NBB: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-10T23:58:54.319165] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3502 tests
[2025-10-10T23:58:54.319201] [INFO ] [CONFIGURE ] NBB: Testing feature 3/29: add_daily_returns
[2025-10-10T23:58:54.319234] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_daily_returns']
[2025-10-10T23:58:54.429300] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:54.536153] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:54.643419] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:54.751144] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:54.858464] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:54.967328] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:55.075245] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:55.183671] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:55.291232] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:58:55.400856] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:58:55.401030] [INFO ] [CONFIGURE ] NBB: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-10T23:58:55.401077] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3501 tests
[2025-10-10T23:58:55.401116] [INFO ] [CONFIGURE ] NBB: Testing feature 4/29: add_ema
[2025-10-10T23:58:55.401149] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_ema']
[2025-10-10T23:58:55.521232] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:55.640392] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:55.764864] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:55.892377] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:56.017732] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:56.147211] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:56.274838] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:56.403489] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:58:56.534581] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:58:56.665088] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:56.665254] [INFO ] [CONFIGURE ] NBB: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:58:56.665299] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3500 tests
[2025-10-10T23:58:56.665333] [INFO ] [CONFIGURE ] NBB: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:58:56.665362] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:58:56.798343] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:56.932454] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:57.071374] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:57.205631] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:57.343756] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:57.484461] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:57.625728] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:57.769571] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:57.913600] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:58:58.057428] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:58.057613] [INFO ] [CONFIGURE ] NBB: DISCARDED add_exhaustion_signals (score: 10.00%)
[2025-10-10T23:58:58.057689] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3499 tests
[2025-10-10T23:58:58.057741] [INFO ] [CONFIGURE ] NBB: Testing feature 6/29: add_failed_moves
[2025-10-10T23:58:58.057776] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_failed_moves']
[2025-10-10T23:58:58.180935] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:58.303594] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:58:58.426633] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:58.549411] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:58:58.668912] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:58.791823] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:58:58.913312] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:58:59.036899] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:58:59.159558] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:58:59.280501] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:58:59.280714] [INFO ] [CONFIGURE ] NBB: DISCARDED add_failed_moves (score: 10.00%)
[2025-10-10T23:58:59.280778] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3498 tests
[2025-10-10T23:58:59.280816] [INFO ] [CONFIGURE ] NBB: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:58:59.280848] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_lag_shelf']
[2025-10-10T23:58:59.386965] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:58:59.497470] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:58:59.603197] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:58:59.708960] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:58:59.816125] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:58:59.926777] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:00.036030] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:00.145335] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-10T23:59:00.258775] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:00.371995] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-10T23:59:00.372150] [INFO ] [CONFIGURE ] NBB: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-10T23:59:00.372195] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3497 tests
[2025-10-10T23:59:00.372253] [INFO ] [CONFIGURE ] NBB: Testing feature 8/29: add_macd
[2025-10-10T23:59:00.372310] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd']
[2025-10-10T23:59:00.519419] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:00.666538] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:00.826701] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:00.989748] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.145879] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.300732] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.455375] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.620822] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.776425] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:01.954238] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:01.954467] [INFO ] [CONFIGURE ] NBB: KEPT add_macd (score: 70.00%)
[2025-10-10T23:59:01.954518] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3496 tests
[2025-10-10T23:59:01.954555] [INFO ] [CONFIGURE ] NBB: Testing feature 9/29: add_mfi
[2025-10-10T23:59:01.954589] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-10T23:59:02.128730] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:02.295285] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:02.460173] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:02.621163] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:02.788476] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:02.951998] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:03.107632] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:03.271789] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:03.434964] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:03.600180] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:03.600357] [INFO ] [CONFIGURE ] NBB: DISCARDED add_mfi (score: 60.00%)
[2025-10-10T23:59:03.600402] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3495 tests
[2025-10-10T23:59:03.600436] [INFO ] [CONFIGURE ] NBB: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:59:03.600467] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:59:03.773540] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:03.944045] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:04.114438] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:04.287360] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:04.459665] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:04.638239] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:04.813976] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:04.989882] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:05.167939] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:05.345948] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:05.346114] [INFO ] [CONFIGURE ] NBB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:59:05.346158] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3494 tests
[2025-10-10T23:59:05.346193] [INFO ] [CONFIGURE ] NBB: Testing feature 11/29: add_obv_daily
[2025-10-10T23:59:05.346224] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-10T23:59:05.521026] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:05.698434] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:05.870410] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:06.037434] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:06.201586] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:06.362801] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:06.525127] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:06.703157] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:06.867332] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:07.031194] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:07.031402] [INFO ] [CONFIGURE ] NBB: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-10T23:59:07.031453] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3493 tests
[2025-10-10T23:59:07.031490] [INFO ] [CONFIGURE ] NBB: Testing feature 12/29: add_obv_interval
[2025-10-10T23:59:07.031541] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-10T23:59:07.185875] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:07.341673] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:07.500556] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:07.659569] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:07.817925] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:07.990730] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:08.152538] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:08.339583] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:08.491292] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:08.646936] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:08.647132] [INFO ] [CONFIGURE ] NBB: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-10T23:59:08.647186] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3492 tests
[2025-10-10T23:59:08.647223] [INFO ] [CONFIGURE ] NBB: Testing feature 13/29: add_opening_strength
[2025-10-10T23:59:08.647255] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-10T23:59:08.804849] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:08.959740] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:59:09.115622] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:09.273408] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:09.433273] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:09.592164] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:09.750726] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:09.910183] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:10.071331] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:10.233063] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:10.233223] [INFO ] [CONFIGURE ] NBB: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-10T23:59:10.233266] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3491 tests
[2025-10-10T23:59:10.233300] [INFO ] [CONFIGURE ] NBB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:59:10.233331] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:59:10.392445] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-10T23:59:10.555998] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:10.725996] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:10.887843] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.050081] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.222555] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.388357] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.553519] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.719618] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:11.884579] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:11.884764] [INFO ] [CONFIGURE ] NBB: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-10T23:59:11.884816] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3490 tests
[2025-10-10T23:59:11.884851] [INFO ] [CONFIGURE ] NBB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:59:11.884881] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-10T23:59:12.044858] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:12.206883] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:12.370822] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:12.539786] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:12.704015] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:12.868152] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:13.033940] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:13.199438] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:13.366273] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:13.533530] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:13.533724] [INFO ] [CONFIGURE ] NBB: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-10T23:59:13.533781] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3489 tests
[2025-10-10T23:59:13.533819] [INFO ] [CONFIGURE ] NBB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:59:13.533850] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-10T23:59:13.703390] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:13.869402] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-10T23:59:14.035109] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:14.200785] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:14.401634] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:14.570354] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:14.740006] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:14.909507] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:15.079279] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:15.249486] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:15.249722] [INFO ] [CONFIGURE ] NBB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-10T23:59:15.249781] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3488 tests
[2025-10-10T23:59:15.249819] [INFO ] [CONFIGURE ] NBB: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:59:15.249852] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-10T23:59:15.422476] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:15.595507] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:15.770331] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:16.013799] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:16.193324] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:16.370746] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:16.552187] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:16.730294] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:16.907781] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:17.084918] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:17.085070] [INFO ] [CONFIGURE ] NBB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-10T23:59:17.085113] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3487 tests
[2025-10-10T23:59:17.085148] [INFO ] [CONFIGURE ] NBB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-10T23:59:17.085179] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-10T23:59:17.248011] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:17.441958] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:17.606424] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:17.770627] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:17.943170] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:18.118463] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:18.286677] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:18.460071] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:18.630880] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:18.809421] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:18.810322] [INFO ] [CONFIGURE ] NBB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-10T23:59:18.810387] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3486 tests
[2025-10-10T23:59:18.810425] [INFO ] [CONFIGURE ] NBB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-10T23:59:18.810457] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-10T23:59:18.970914] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:19.132251] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:19.294169] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:19.454416] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:19.616851] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:19.779744] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:19.943542] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:20.106041] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:20.268523] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:20.463768] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:20.463947] [INFO ] [CONFIGURE ] NBB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-10T23:59:20.463991] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3485 tests
[2025-10-10T23:59:20.464026] [INFO ] [CONFIGURE ] NBB: Testing feature 20/29: add_price_rejection
[2025-10-10T23:59:20.464059] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-10T23:59:20.640512] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:20.813923] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:20.989001] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:21.162821] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:21.351252] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:21.533800] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:21.712032] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:21.890105] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:22.068879] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:22.244826] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:22.245024] [INFO ] [CONFIGURE ] NBB: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-10T23:59:22.245087] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3484 tests
[2025-10-10T23:59:22.245125] [INFO ] [CONFIGURE ] NBB: Testing feature 21/29: add_range_position
[2025-10-10T23:59:22.245218] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-10T23:59:22.422118] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:22.595861] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:22.770984] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:22.951124] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:23.127859] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:23.313532] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:23.529414] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:23.719620] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:23.905614] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:24.092496] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:24.092678] [INFO ] [CONFIGURE ] NBB: DISCARDED add_range_position (score: 50.00%)
[2025-10-10T23:59:24.092739] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3483 tests
[2025-10-10T23:59:24.092777] [INFO ] [CONFIGURE ] NBB: Testing feature 22/29: add_realized_volatility
[2025-10-10T23:59:24.092807] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-10T23:59:24.292237] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:24.491597] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:24.693179] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:24.894486] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:25.096575] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-10T23:59:25.297115] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:25.498462] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:25.716500] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:25.937523] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:26.152296] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:26.152480] [INFO ] [CONFIGURE ] NBB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-10T23:59:26.152527] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3482 tests
[2025-10-10T23:59:26.152563] [INFO ] [CONFIGURE ] NBB: Testing feature 23/29: add_recent_range_context
[2025-10-10T23:59:26.152597] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-10T23:59:26.334732] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:26.542986] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:26.722719] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:26.906561] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:27.086628] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:27.264119] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:27.448084] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:27.634378] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:27.819337] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:28.003489] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:28.003682] [INFO ] [CONFIGURE ] NBB: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-10T23:59:28.003744] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3481 tests
[2025-10-10T23:59:28.003783] [INFO ] [CONFIGURE ] NBB: Testing feature 24/29: add_rsi
[2025-10-10T23:59:28.003816] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-10T23:59:28.198608] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:28.392826] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:28.588883] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:28.785342] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:28.977718] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:29.171472] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:29.364990] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:29.589597] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:29.787130] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:29.989566] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:29.989761] [INFO ] [CONFIGURE ] NBB: DISCARDED add_rsi (score: 50.00%)
[2025-10-10T23:59:29.989814] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3480 tests
[2025-10-10T23:59:29.989851] [INFO ] [CONFIGURE ] NBB: Testing feature 25/29: add_tick_distribution
[2025-10-10T23:59:29.989882] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-10T23:59:30.158588] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:30.328565] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:30.499228] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:30.670187] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:30.841299] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:31.015076] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:31.193236] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:31.368285] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:31.555367] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:31.733576] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:31.733757] [INFO ] [CONFIGURE ] NBB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-10T23:59:31.733811] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3479 tests
[2025-10-10T23:59:31.733848] [INFO ] [CONFIGURE ] NBB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-10T23:59:31.733879] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-10T23:59:31.908185] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:32.081558] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:32.256824] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:32.453771] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:32.632449] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:32.807020] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:32.981795] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:33.170463] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:33.363549] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:33.561025] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:33.561213] [INFO ] [CONFIGURE ] NBB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-10T23:59:33.561259] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3478 tests
[2025-10-10T23:59:33.561297] [INFO ] [CONFIGURE ] NBB: Testing feature 27/29: add_volume_price_divergence
[2025-10-10T23:59:33.561331] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-10T23:59:33.752311] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:33.939608] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:34.136257] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:34.336007] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:34.535263] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:34.733515] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:34.928162] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:35.128326] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:35.330165] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:35.539164] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:35.539386] [INFO ] [CONFIGURE ] NBB: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-10T23:59:35.539451] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3477 tests
[2025-10-10T23:59:35.539493] [INFO ] [CONFIGURE ] NBB: Testing feature 28/29: add_volume_profile
[2025-10-10T23:59:35.539527] [INFO ] [CONFIGURE ] NBB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-10T23:59:35.728809] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-10T23:59:35.907576] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-10T23:59:36.083131] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-10T23:59:36.258410] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:36.440340] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-10T23:59:36.618796] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:36.796772] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-10T23:59:36.975457] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-10T23:59:37.163494] [DEBUG] [FORECASTER] NBB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:37.344934] [DEBUG] [FORECASTER] NBB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-10T23:59:37.345091] [INFO ] [CONFIGURE ] NBB: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-10T23:59:37.345134] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3476 tests
[2025-10-10T23:59:37.345220] [INFO ] [CONFIGURE ] NBB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-10T23:59:37.345277] [INFO ] [CONFIGURE ] NBB: Best accuracy: 80.00%
[2025-10-10T23:59:37.345311] [INFO ] [CONFIGURE ] NBB: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-10T23:59:37.345339] [INFO ] [CONFIGURE ] NBB: Improvement over baseline: 50.00%
[2025-10-10T23:59:37.345365] [INFO ] [CONFIGURE ] NBB: Total time: 45.8 seconds
[2025-10-10T23:59:37.345390] [INFO ] [CONFIGURE ] NBB: Average time per feature: 1.6 seconds
[2025-10-10T23:59:37.345416] [INFO ] [CONFIGURE ] NBB: Average speed: 0.63 features/sec
[2025-10-10T23:59:37.346071] [INFO ] [LOCAL     ] Saved configuration for NBB: 3 features, 80.00% accuracy -> ./output/feature-sets/NBB.json
[2025-10-10T23:59:37.346126] [INFO ] [CONFIGURE ] NBB: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-10T23:59:37.346176] [INFO ] [sig       ] [101/220] Successfully configured NBB | 0.02 sym/s | Total: 1.2h | ETA: 1.5h
[2025-10-10T23:59:37.346252] [INFO ] [sig       ] [102/220] Configuring NC...
[2025-10-10T23:59:37.346320] [INFO ] [CONFIGURE ] NC: Configurate test run.
[2025-10-10T23:59:37.346385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-10-10T23:59:37.359350] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NC'.
[2025-10-10T23:59:37.359728] [INFO ] [CONFIGURE ] NC: Testing with 29 available features
[2025-10-10T23:59:37.359783] [INFO ] [CONFIGURE ] NC: Establishing baseline with no features...
[2025-10-10T23:59:37.475026] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:37.585330] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:37.697951] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:37.807184] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:37.919110] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:38.031064] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:38.143173] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:59:38.260891] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:38.373875] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:38.490057] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:38.490200] [INFO ] [CONFIGURE ] NC: Baseline score (no features): 40.00%
[2025-10-10T23:59:38.490242] [INFO ] [CONFIGURE ] NC: Testing feature 1/29: add_bollinger_bands
[2025-10-10T23:59:38.490274] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_bollinger_bands']
[2025-10-10T23:59:38.646195] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:38.762667] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:38.884691] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:39.002937] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:39.141924] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:39.262290] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:39.381212] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:39.505612] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:39.626261] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:39.749119] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:39.749281] [INFO ] [CONFIGURE ] NC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-10T23:59:39.749324] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3475 tests
[2025-10-10T23:59:39.749357] [INFO ] [CONFIGURE ] NC: Testing feature 2/29: add_cumulative_delta
[2025-10-10T23:59:39.749386] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_cumulative_delta']
[2025-10-10T23:59:39.876437] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:40.008339] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:40.152456] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:40.286877] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:40.418866] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:40.548122] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:40.680310] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:40.809119] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:40.939618] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:41.069718] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:41.069895] [INFO ] [CONFIGURE ] NC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-10T23:59:41.069938] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3474 tests
[2025-10-10T23:59:41.069973] [INFO ] [CONFIGURE ] NC: Testing feature 3/29: add_daily_returns
[2025-10-10T23:59:41.070004] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns']
[2025-10-10T23:59:41.181816] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:41.292822] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:41.398173] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:41.504163] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:41.612719] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:41.720731] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:41.835036] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:41.944178] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:42.053446] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:42.163819] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:42.163965] [INFO ] [CONFIGURE ] NC: KEPT add_daily_returns (score: 50.00%)
[2025-10-10T23:59:42.164008] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3473 tests
[2025-10-10T23:59:42.164042] [INFO ] [CONFIGURE ] NC: Testing feature 4/29: add_ema
[2025-10-10T23:59:42.164072] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-10T23:59:42.285808] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:42.408573] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:42.536933] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:42.663671] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:42.788841] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:42.913668] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:43.040112] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:43.166792] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:43.293505] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:43.434356] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:43.434614] [INFO ] [CONFIGURE ] NC: DISCARDED add_ema (score: 30.00%)
[2025-10-10T23:59:43.434699] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3472 tests
[2025-10-10T23:59:43.434750] [INFO ] [CONFIGURE ] NC: Testing feature 5/29: add_exhaustion_signals
[2025-10-10T23:59:43.434785] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-10T23:59:43.583615] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:43.722991] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:43.867365] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:44.011385] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:44.154069] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:44.302021] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:44.442876] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:59:44.583976] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:44.751457] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:44.892394] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:44.892613] [INFO ] [CONFIGURE ] NC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-10T23:59:44.892694] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3471 tests
[2025-10-10T23:59:44.892743] [INFO ] [CONFIGURE ] NC: Testing feature 6/29: add_failed_moves
[2025-10-10T23:59:44.892775] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-10T23:59:45.010951] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:45.131738] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:45.255909] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:45.380275] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:45.507353] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:45.632767] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:45.754313] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:45.880191] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:46.028269] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:46.167152] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:46.167364] [INFO ] [CONFIGURE ] NC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-10T23:59:46.167426] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3470 tests
[2025-10-10T23:59:46.167478] [INFO ] [CONFIGURE ] NC: Testing feature 7/29: add_lag_shelf
[2025-10-10T23:59:46.167523] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-10T23:59:46.334980] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:46.499399] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:46.642531] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:46.781142] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:46.921797] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:47.052999] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:47.174674] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:47.296747] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:47.411788] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:47.533898] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:47.534057] [INFO ] [CONFIGURE ] NC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-10T23:59:47.534101] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3469 tests
[2025-10-10T23:59:47.534160] [INFO ] [CONFIGURE ] NC: Testing feature 8/29: add_macd
[2025-10-10T23:59:47.534196] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-10T23:59:47.689281] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:47.847021] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:48.004034] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:59:48.159889] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:48.315488] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:48.466963] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:48.617889] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:48.764665] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:48.912165] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:49.061148] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:49.061337] [INFO ] [CONFIGURE ] NC: DISCARDED add_macd (score: 50.00%)
[2025-10-10T23:59:49.061382] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3468 tests
[2025-10-10T23:59:49.061418] [INFO ] [CONFIGURE ] NC: Testing feature 9/29: add_mfi
[2025-10-10T23:59:49.061449] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-10T23:59:49.187452] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:49.315805] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:49.438898] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:49.564926] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:49.689049] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:49.821156] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:49.971024] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:50.105523] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:50.234575] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:50.364275] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:50.364462] [INFO ] [CONFIGURE ] NC: DISCARDED add_mfi (score: 50.00%)
[2025-10-10T23:59:50.364523] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3467 tests
[2025-10-10T23:59:50.364571] [INFO ] [CONFIGURE ] NC: Testing feature 10/29: add_momentum_acceleration
[2025-10-10T23:59:50.364627] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-10T23:59:50.501360] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:50.636050] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:50.804581] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:59:50.941233] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:51.078228] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:59:51.217453] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:51.357073] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:51.496478] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:51.637201] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:51.777983] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:51.778166] [INFO ] [CONFIGURE ] NC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-10T23:59:51.778209] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3466 tests
[2025-10-10T23:59:51.778244] [INFO ] [CONFIGURE ] NC: Testing feature 11/29: add_obv_daily
[2025-10-10T23:59:51.778275] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-10T23:59:51.897634] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:52.012522] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:52.127358] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:52.243627] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:52.362377] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:59:52.494339] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:52.612269] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:52.730089] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:52.850195] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:52.972073] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:52.972234] [INFO ] [CONFIGURE ] NC: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-10T23:59:52.972277] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3465 tests
[2025-10-10T23:59:52.972312] [INFO ] [CONFIGURE ] NC: Testing feature 12/29: add_obv_interval
[2025-10-10T23:59:52.972343] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-10T23:59:53.083531] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:53.193994] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:53.303933] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:53.415259] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:53.526970] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:53.640951] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-10T23:59:53.755788] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-10T23:59:53.876313] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:53.991282] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:54.106392] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:54.106556] [INFO ] [CONFIGURE ] NC: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-10T23:59:54.106599] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3464 tests
[2025-10-10T23:59:54.106633] [INFO ] [CONFIGURE ] NC: Testing feature 13/29: add_opening_strength
[2025-10-10T23:59:54.106703] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-10T23:59:54.228448] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:54.350428] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:54.474072] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:54.589255] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:54.702516] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:59:54.815236] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:54.928630] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:55.043619] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-10T23:59:55.159076] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.277635] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.277811] [INFO ] [CONFIGURE ] NC: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-10T23:59:55.277857] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3463 tests
[2025-10-10T23:59:55.277891] [INFO ] [CONFIGURE ] NC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-10T23:59:55.277921] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-10T23:59:55.406395] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.530851] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.654212] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.777587] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-10T23:59:55.902347] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:56.028047] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:56.160230] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:56.285838] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:56.415690] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:56.543632] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:56.543818] [INFO ] [CONFIGURE ] NC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-10T23:59:56.543865] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3462 tests
[2025-10-10T23:59:56.543900] [INFO ] [CONFIGURE ] NC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-10T23:59:56.543931] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-10T23:59:56.649743] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-10T23:59:56.755590] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:56.861989] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-10T23:59:56.968747] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:57.077054] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:57.186568] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:57.295145] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:57.404440] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:57.514440] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:57.629953] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:57.630100] [INFO ] [CONFIGURE ] NC: KEPT add_pbf_morning_momentum (score: 70.00%)
[2025-10-10T23:59:57.630143] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3461 tests
[2025-10-10T23:59:57.630177] [INFO ] [CONFIGURE ] NC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-10T23:59:57.630207] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-10T23:59:57.749719] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:57.871728] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:57.993943] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:58.115418] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:58.240401] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-10T23:59:58.363951] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:58.487661] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:58.611924] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-10T23:59:58.734806] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-10T23:59:58.860444] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-10T23:59:58.860598] [INFO ] [CONFIGURE ] NC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-10T23:59:58.860665] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3460 tests
[2025-10-10T23:59:58.860725] [INFO ] [CONFIGURE ] NC: Testing feature 17/29: add_pbf_return_2d
[2025-10-10T23:59:58.860761] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-10T23:59:58.989975] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-10T23:59:59.115381] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-10T23:59:59.241746] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-10T23:59:59.369796] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-10T23:59:59.502498] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-10T23:59:59.632911] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-10T23:59:59.768012] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-10T23:59:59.906473] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:00.041725] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:00.181754] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:00.182556] [INFO ] [CONFIGURE ] NC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:00:00.182618] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3459 tests
[2025-10-11T00:00:00.182689] [INFO ] [CONFIGURE ] NC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:00:00.182738] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T00:00:00.298092] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:00:00.413608] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:00.530001] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:00.646143] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:00.761638] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:00.881736] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:00.997820] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:00:01.121049] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:01.238229] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:01.382563] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:01.382863] [INFO ] [CONFIGURE ] NC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:00:01.382930] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3458 tests
[2025-10-11T00:00:01.382984] [INFO ] [CONFIGURE ] NC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:00:01.383042] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T00:00:01.503414] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:00:01.635131] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:01.753027] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:00:01.869834] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:01.985737] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:02.102613] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:02.219877] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:02.334953] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:02.473320] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:02.593292] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:02.593462] [INFO ] [CONFIGURE ] NC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:00:02.593504] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3457 tests
[2025-10-11T00:00:02.593542] [INFO ] [CONFIGURE ] NC: Testing feature 20/29: add_price_rejection
[2025-10-11T00:00:02.593575] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T00:00:02.716901] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:02.873123] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:02.995790] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:00:03.120346] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:03.255519] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:03.397997] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:03.528550] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:03.662798] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:03.794893] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:03.926272] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:03.926448] [INFO ] [CONFIGURE ] NC: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:00:03.926492] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3456 tests
[2025-10-11T00:00:03.926550] [INFO ] [CONFIGURE ] NC: Testing feature 21/29: add_range_position
[2025-10-11T00:00:03.926583] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:00:04.062663] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:04.199244] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:04.332794] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:04.470744] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:04.625514] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:04.768357] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:04.918665] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:05.066779] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:05.230076] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:05.373068] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:05.373280] [INFO ] [CONFIGURE ] NC: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:00:05.373330] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3455 tests
[2025-10-11T00:00:05.373365] [INFO ] [CONFIGURE ] NC: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:00:05.373397] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-11T00:00:05.528893] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:05.684056] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:05.835123] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:00:05.987509] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:06.147281] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:06.303293] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:00:06.465130] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:06.630381] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:06.799523] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:06.961632] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:06.961845] [INFO ] [CONFIGURE ] NC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:00:06.961893] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3454 tests
[2025-10-11T00:00:06.961928] [INFO ] [CONFIGURE ] NC: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:00:06.961959] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-11T00:00:07.087331] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:07.212166] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:07.346402] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:07.480458] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:07.611345] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:07.738217] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:07.867857] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:07.999160] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:08.129522] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:08.260197] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:08.260388] [INFO ] [CONFIGURE ] NC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:00:08.260449] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3453 tests
[2025-10-11T00:00:08.260488] [INFO ] [CONFIGURE ] NC: Testing feature 24/29: add_rsi
[2025-10-11T00:00:08.260523] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-11T00:00:08.411774] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:08.567499] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:08.716782] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:08.861580] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:09.007518] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:09.151713] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:09.295712] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:09.451362] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:09.596926] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:09.750902] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:09.751124] [INFO ] [CONFIGURE ] NC: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T00:00:09.751189] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3452 tests
[2025-10-11T00:00:09.751282] [INFO ] [CONFIGURE ] NC: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:00:09.751349] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-11T00:00:09.876080] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:10.024605] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:10.171352] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:10.311501] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:10.433015] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:10.555379] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:10.677526] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:10.798962] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:10.926320] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:11.050801] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:11.050970] [INFO ] [CONFIGURE ] NC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:00:11.051014] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3451 tests
[2025-10-11T00:00:11.051048] [INFO ] [CONFIGURE ] NC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:00:11.051079] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T00:00:11.174931] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:11.299435] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:11.424193] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:00:11.547860] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:11.671212] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:11.796604] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:11.929626] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:12.056568] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:12.188445] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:12.315195] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:12.315394] [INFO ] [CONFIGURE ] NC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:00:12.315456] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3450 tests
[2025-10-11T00:00:12.315496] [INFO ] [CONFIGURE ] NC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:00:12.315527] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-11T00:00:12.375834] [FATAL] [FORECASTER] Failed to test lookback=11: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.437489] [FATAL] [FORECASTER] Failed to test lookback=10: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.499007] [FATAL] [FORECASTER] Failed to test lookback=9: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.560487] [FATAL] [FORECASTER] Failed to test lookback=8: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.621470] [FATAL] [FORECASTER] Failed to test lookback=7: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.683247] [FATAL] [FORECASTER] Failed to test lookback=6: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.745090] [FATAL] [FORECASTER] Failed to test lookback=5: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.807150] [FATAL] [FORECASTER] Failed to test lookback=4: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.870470] [FATAL] [FORECASTER] Failed to test lookback=3: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.932455] [FATAL] [FORECASTER] Failed to test lookback=2: [00:00:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:00:12.932859] [INFO ] [CONFIGURE ] NC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T00:00:12.932917] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3449 tests
[2025-10-11T00:00:12.932958] [INFO ] [CONFIGURE ] NC: Testing feature 28/29: add_volume_profile
[2025-10-11T00:00:12.932988] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-11T00:00:13.058058] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:13.183967] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:13.310691] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:13.434301] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:13.560339] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:13.685528] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:13.810049] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:13.938985] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:14.067985] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:14.195319] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:14.195474] [INFO ] [CONFIGURE ] NC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:00:14.195517] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3448 tests
[2025-10-11T00:00:14.195553] [INFO ] [CONFIGURE ] NC: Testing feature 29/29: add_vwap
[2025-10-11T00:00:14.195585] [INFO ] [CONFIGURE ] NC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-11T00:00:14.325859] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:00:14.462356] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:00:14.594156] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:00:14.726594] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:00:14.864774] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:00:15.043219] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:00:15.180886] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:00:15.310924] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:15.442481] [DEBUG] [FORECASTER] NC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:15.574014] [DEBUG] [FORECASTER] NC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:15.574177] [INFO ] [CONFIGURE ] NC: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T00:00:15.574221] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3447 tests
[2025-10-11T00:00:15.574275] [INFO ] [CONFIGURE ] NC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:00:15.574332] [INFO ] [CONFIGURE ] NC: Best accuracy: 70.00%
[2025-10-11T00:00:15.574365] [INFO ] [CONFIGURE ] NC: Best feature set (2 features): ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:00:15.574393] [INFO ] [CONFIGURE ] NC: Improvement over baseline: 30.00%
[2025-10-11T00:00:15.574420] [INFO ] [CONFIGURE ] NC: Total time: 37.1 seconds
[2025-10-11T00:00:15.574468] [INFO ] [CONFIGURE ] NC: Average time per feature: 1.3 seconds
[2025-10-11T00:00:15.574497] [INFO ] [CONFIGURE ] NC: Average speed: 0.78 features/sec
[2025-10-11T00:00:15.575006] [INFO ] [LOCAL     ] Saved configuration for NC: 2 features, 70.00% accuracy -> ./output/feature-sets/NC.json
[2025-10-11T00:00:15.575437] [INFO ] [CONFIGURE ] NC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:00:15.575496] [INFO ] [sig       ] [102/220] Successfully configured NC | 0.02 sym/s | Total: 1.2h | ETA: 1.4h
[2025-10-11T00:00:15.575587] [INFO ] [sig       ] [103/220] Configuring NCA...
[2025-10-11T00:00:15.575699] [INFO ] [CONFIGURE ] NCA: Configurate test run.
[2025-10-11T00:00:15.575774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-10-11T00:00:15.590254] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCA'.
[2025-10-11T00:00:15.590786] [INFO ] [CONFIGURE ] NCA: Testing with 29 available features
[2025-10-11T00:00:15.590845] [INFO ] [CONFIGURE ] NCA: Establishing baseline with no features...
[2025-10-11T00:00:15.705202] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:15.812491] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:15.922013] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:16.029738] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:16.138567] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:16.247420] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:16.358414] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:16.468180] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:16.579001] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:16.700564] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:16.700754] [INFO ] [CONFIGURE ] NCA: Baseline score (no features): 40.00%
[2025-10-11T00:00:16.700807] [INFO ] [CONFIGURE ] NCA: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:00:16.700842] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:00:16.822087] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:16.960314] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:17.098849] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:17.220950] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:17.344156] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:17.469218] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:17.595010] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:17.719088] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:17.846759] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:17.975199] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:17.975378] [INFO ] [CONFIGURE ] NCA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:00:17.975423] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3446 tests
[2025-10-11T00:00:17.975457] [INFO ] [CONFIGURE ] NCA: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:00:17.975508] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:00:18.101996] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:18.226608] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:18.349507] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:18.472597] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:18.595891] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:00:18.720202] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:18.849618] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:18.977179] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:19.104204] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:19.233725] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:19.233913] [INFO ] [CONFIGURE ] NCA: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:00:19.233959] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3445 tests
[2025-10-11T00:00:19.233993] [INFO ] [CONFIGURE ] NCA: Testing feature 3/29: add_daily_returns
[2025-10-11T00:00:19.234023] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_daily_returns']
[2025-10-11T00:00:19.345413] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:19.456194] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:19.570025] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:19.681459] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:19.794485] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:19.912119] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:20.025964] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:20.140223] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:20.259337] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:20.373179] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:00:20.373343] [INFO ] [CONFIGURE ] NCA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:00:20.373388] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3444 tests
[2025-10-11T00:00:20.373423] [INFO ] [CONFIGURE ] NCA: Testing feature 4/29: add_ema
[2025-10-11T00:00:20.373454] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_ema']
[2025-10-11T00:00:20.499579] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:20.624911] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:20.745400] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:20.869938] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:21.004488] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:21.137380] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:21.266486] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:21.394220] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:21.522082] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:21.656965] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:21.657266] [INFO ] [CONFIGURE ] NCA: DISCARDED add_ema (score: 30.00%)
[2025-10-11T00:00:21.657323] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3443 tests
[2025-10-11T00:00:21.657359] [INFO ] [CONFIGURE ] NCA: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:00:21.657389] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:00:21.792149] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:21.929191] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:22.072807] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:22.214053] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:22.368198] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:22.507471] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:22.648282] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:22.785363] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:22.926506] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:23.065163] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:23.065408] [INFO ] [CONFIGURE ] NCA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:00:23.065459] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3442 tests
[2025-10-11T00:00:23.065495] [INFO ] [CONFIGURE ] NCA: Testing feature 6/29: add_failed_moves
[2025-10-11T00:00:23.065524] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_failed_moves']
[2025-10-11T00:00:23.184431] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:23.295827] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:23.412537] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:23.525250] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:23.638945] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:23.752077] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:23.867228] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:23.985757] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:24.129978] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:24.247517] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:24.247712] [INFO ] [CONFIGURE ] NCA: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T00:00:24.247768] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3441 tests
[2025-10-11T00:00:24.247807] [INFO ] [CONFIGURE ] NCA: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:00:24.247840] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_lag_shelf']
[2025-10-11T00:00:24.354961] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:24.458715] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:24.564374] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:24.671406] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:24.775520] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:24.880865] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:24.986023] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:25.091037] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:25.198295] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:25.307194] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:25.307363] [INFO ] [CONFIGURE ] NCA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T00:00:25.307406] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3440 tests
[2025-10-11T00:00:25.307439] [INFO ] [CONFIGURE ] NCA: Testing feature 8/29: add_macd
[2025-10-11T00:00:25.307470] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:00:25.451587] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:25.620811] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:25.793071] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:25.958459] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:00:26.123305] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:26.292285] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:26.445366] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:26.592985] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:26.742181] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:26.899968] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:26.900212] [INFO ] [CONFIGURE ] NCA: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:00:26.900266] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3439 tests
[2025-10-11T00:00:26.900305] [INFO ] [CONFIGURE ] NCA: Testing feature 9/29: add_mfi
[2025-10-11T00:00:26.900339] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_mfi']
[2025-10-11T00:00:27.026602] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:27.193270] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:27.317793] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:27.440543] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:27.566333] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:27.691530] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:27.814090] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:27.936570] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:28.061626] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:28.186804] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:28.186973] [INFO ] [CONFIGURE ] NCA: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T00:00:28.187019] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3438 tests
[2025-10-11T00:00:28.187122] [INFO ] [CONFIGURE ] NCA: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:00:28.187165] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:00:28.325760] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:28.466558] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:28.606482] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:28.743639] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:28.883832] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:29.026062] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:29.167103] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:29.310338] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:29.455839] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:29.599049] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:29.599219] [INFO ] [CONFIGURE ] NCA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:00:29.599263] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3437 tests
[2025-10-11T00:00:29.599298] [INFO ] [CONFIGURE ] NCA: Testing feature 11/29: add_obv_daily
[2025-10-11T00:00:29.599328] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_obv_daily']
[2025-10-11T00:00:29.711325] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:29.825412] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:29.939044] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:30.052054] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:30.167389] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:30.280632] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:30.394564] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:30.509965] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:30.629023] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:30.750317] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:30.750477] [INFO ] [CONFIGURE ] NCA: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T00:00:30.750523] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3436 tests
[2025-10-11T00:00:30.750559] [INFO ] [CONFIGURE ] NCA: Testing feature 12/29: add_obv_interval
[2025-10-11T00:00:30.750588] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_obv_interval']
[2025-10-11T00:00:30.860611] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:30.970977] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:31.081306] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:31.193130] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:31.304082] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:31.416804] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:31.530373] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:31.644728] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:31.759660] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:31.875983] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:31.876142] [INFO ] [CONFIGURE ] NCA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:00:31.876186] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3435 tests
[2025-10-11T00:00:31.876221] [INFO ] [CONFIGURE ] NCA: Testing feature 13/29: add_opening_strength
[2025-10-11T00:00:31.876250] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:00:31.996303] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:32.115308] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:32.236955] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:32.360178] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:32.483308] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:32.607117] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:32.731109] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:00:32.858036] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:32.977616] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:33.097581] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:33.097754] [INFO ] [CONFIGURE ] NCA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:00:33.097808] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3434 tests
[2025-10-11T00:00:33.097844] [INFO ] [CONFIGURE ] NCA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:00:33.097876] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:00:33.249578] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:33.372168] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:33.496135] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:33.621449] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:33.747238] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:33.894142] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:34.046087] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:34.196194] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:34.336785] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:34.474617] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:34.474870] [INFO ] [CONFIGURE ] NCA: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:00:34.474920] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3433 tests
[2025-10-11T00:00:34.474958] [INFO ] [CONFIGURE ] NCA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:00:34.474991] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:00:34.589784] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:34.706041] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:34.825957] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:34.941904] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:35.052549] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:35.166544] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:35.286237] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:35.402804] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:35.529733] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:35.653577] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:35.653798] [INFO ] [CONFIGURE ] NCA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:00:35.653849] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3432 tests
[2025-10-11T00:00:35.653884] [INFO ] [CONFIGURE ] NCA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:00:35.653914] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:00:35.773214] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:35.894247] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:36.020623] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:36.156865] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:36.316279] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:36.450107] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:36.591043] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:36.737154] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:36.875199] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:37.013351] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:37.013540] [INFO ] [CONFIGURE ] NCA: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-11T00:00:37.013586] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3431 tests
[2025-10-11T00:00:37.013624] [INFO ] [CONFIGURE ] NCA: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:00:37.013696] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:00:37.143491] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:37.267821] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:37.391810] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:37.515450] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:37.646469] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:37.772534] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:37.898620] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:38.029944] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:38.158129] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:38.289382] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:38.289611] [INFO ] [CONFIGURE ] NCA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T00:00:38.289701] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3430 tests
[2025-10-11T00:00:38.289750] [INFO ] [CONFIGURE ] NCA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:00:38.289784] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:00:38.415268] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:38.586239] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:38.728994] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:38.870306] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:39.037205] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:39.182036] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:39.379948] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:39.511044] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:39.639631] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:39.781832] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:39.782014] [INFO ] [CONFIGURE ] NCA: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T00:00:39.782078] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3429 tests
[2025-10-11T00:00:39.782116] [INFO ] [CONFIGURE ] NCA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:00:39.782148] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:00:39.910292] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:40.037893] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:40.161259] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:40.286919] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:40.412488] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:40.537355] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:40.665741] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:40.786096] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:40.898610] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:41.009808] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:41.009959] [INFO ] [CONFIGURE ] NCA: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-11T00:00:41.010003] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3428 tests
[2025-10-11T00:00:41.010037] [INFO ] [CONFIGURE ] NCA: Testing feature 20/29: add_price_rejection
[2025-10-11T00:00:41.010067] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_price_rejection']
[2025-10-11T00:00:41.126322] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:41.243599] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:41.361280] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:41.473372] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:41.585987] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:41.699312] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:41.821555] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:41.948208] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:42.073949] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:42.193543] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:42.193739] [INFO ] [CONFIGURE ] NCA: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-11T00:00:42.193795] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3427 tests
[2025-10-11T00:00:42.193833] [INFO ] [CONFIGURE ] NCA: Testing feature 21/29: add_range_position
[2025-10-11T00:00:42.193866] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_range_position']
[2025-10-11T00:00:42.316815] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:42.443840] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:42.579334] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:42.709935] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:42.839286] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:42.966051] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:43.095881] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:43.234213] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:43.374513] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:43.509791] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:43.509954] [INFO ] [CONFIGURE ] NCA: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:00:43.509999] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3426 tests
[2025-10-11T00:00:43.510033] [INFO ] [CONFIGURE ] NCA: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:00:43.510063] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_realized_volatility']
[2025-10-11T00:00:43.652179] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:43.795214] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:43.941138] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:44.095324] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:44.241875] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:44.387940] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:44.535159] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:44.681906] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:44.826928] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:44.971693] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:44.971845] [INFO ] [CONFIGURE ] NCA: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-11T00:00:44.971888] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3425 tests
[2025-10-11T00:00:44.971921] [INFO ] [CONFIGURE ] NCA: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:00:44.971953] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_recent_range_context']
[2025-10-11T00:00:45.084615] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:45.199390] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:45.315792] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:45.438104] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:45.557927] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:45.680444] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:45.803846] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:45.933273] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:46.059577] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:46.189314] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:46.189476] [INFO ] [CONFIGURE ] NCA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:00:46.189522] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3424 tests
[2025-10-11T00:00:46.189580] [INFO ] [CONFIGURE ] NCA: Testing feature 24/29: add_rsi
[2025-10-11T00:00:46.190073] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:00:46.329319] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:46.469837] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:46.614271] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:46.767154] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:46.917174] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:47.068105] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:47.219202] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:47.369952] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:47.525797] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:00:47.676541] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:47.676738] [INFO ] [CONFIGURE ] NCA: DISCARDED add_rsi (score: 20.00%)
[2025-10-11T00:00:47.676793] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3423 tests
[2025-10-11T00:00:47.676831] [INFO ] [CONFIGURE ] NCA: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:00:47.676862] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_tick_distribution']
[2025-10-11T00:00:47.795532] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:47.916177] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:48.035476] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:48.155111] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:48.273622] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:48.423811] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:48.549595] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:48.671958] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:48.793317] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:48.916496] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:48.916672] [INFO ] [CONFIGURE ] NCA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:00:48.916733] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3422 tests
[2025-10-11T00:00:48.916770] [INFO ] [CONFIGURE ] NCA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:00:48.916800] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-11T00:00:49.037527] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:49.156134] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:49.278268] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:49.396714] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:49.518615] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:49.641444] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:49.764840] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:49.884019] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:50.008390] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:50.130357] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:50.130507] [INFO ] [CONFIGURE ] NCA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:00:50.130550] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3421 tests
[2025-10-11T00:00:50.130584] [INFO ] [CONFIGURE ] NCA: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:00:50.130614] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_volume_price_divergence']
[2025-10-11T00:00:50.258065] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:50.384965] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:50.514362] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:50.642260] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:50.771401] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:50.903524] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:51.034999] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:51.164738] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:51.298903] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:51.448517] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:51.448717] [INFO ] [CONFIGURE ] NCA: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T00:00:51.448775] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3420 tests
[2025-10-11T00:00:51.448810] [INFO ] [CONFIGURE ] NCA: Testing feature 28/29: add_volume_profile
[2025-10-11T00:00:51.448840] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_volume_profile']
[2025-10-11T00:00:51.565440] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:51.682750] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:51.798992] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:51.919206] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:52.036326] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:52.154046] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:52.273248] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:52.391924] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:52.521451] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:52.653639] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:52.653829] [INFO ] [CONFIGURE ] NCA: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:00:52.653979] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3419 tests
[2025-10-11T00:00:52.654052] [INFO ] [CONFIGURE ] NCA: Testing feature 29/29: add_vwap
[2025-10-11T00:00:52.654108] [INFO ] [CONFIGURE ] NCA: Testing with features: ['add_vwap']
[2025-10-11T00:00:52.774618] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:52.897104] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:00:53.023027] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:53.147762] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:00:53.278324] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:00:53.406048] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:00:53.530323] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:00:53.655290] [DEBUG] [FORECASTER] NCA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:53.782293] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:00:53.913453] [DEBUG] [FORECASTER] NCA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:00:53.913666] [INFO ] [CONFIGURE ] NCA: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T00:00:53.913728] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3418 tests
[2025-10-11T00:00:53.913766] [INFO ] [CONFIGURE ] NCA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:00:53.913795] [INFO ] [CONFIGURE ] NCA: Best accuracy: 40.00%
[2025-10-11T00:00:53.913824] [INFO ] [CONFIGURE ] NCA: Best feature set (0 features): []
[2025-10-11T00:00:53.913851] [INFO ] [CONFIGURE ] NCA: Improvement over baseline: 0.00%
[2025-10-11T00:00:53.913876] [INFO ] [CONFIGURE ] NCA: Total time: 37.2 seconds
[2025-10-11T00:00:53.913902] [INFO ] [CONFIGURE ] NCA: Average time per feature: 1.3 seconds
[2025-10-11T00:00:53.913928] [INFO ] [CONFIGURE ] NCA: Average speed: 0.78 features/sec
[2025-10-11T00:00:53.914375] [INFO ] [LOCAL     ] Saved configuration for NCA: 0 features, 40.00% accuracy -> ./output/feature-sets/NCA.json
[2025-10-11T00:00:53.914430] [INFO ] [CONFIGURE ] NCA: Configuration saved successfully: 0 features, 40.00% accuracy.
[2025-10-11T00:00:53.914484] [INFO ] [sig       ] [103/220] Successfully configured NCA | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:00:53.914543] [INFO ] [sig       ] [104/220] Configuring NCV...
[2025-10-11T00:00:53.914575] [INFO ] [CONFIGURE ] NCV: Configurate test run.
[2025-10-11T00:00:53.914615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-10-11T00:00:53.928806] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCV'.
[2025-10-11T00:00:53.929229] [INFO ] [CONFIGURE ] NCV: Testing with 29 available features
[2025-10-11T00:00:53.929298] [INFO ] [CONFIGURE ] NCV: Establishing baseline with no features...
[2025-10-11T00:00:54.035295] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:00:54.141710] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.251000] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.358865] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:54.496468] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.604483] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.712892] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.824216] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:54.932985] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.042119] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.042261] [INFO ] [CONFIGURE ] NCV: Baseline score (no features): 80.00%
[2025-10-11T00:00:55.042303] [INFO ] [CONFIGURE ] NCV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:00:55.042336] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:00:55.161439] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.285600] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.410988] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.532085] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:55.656631] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.778031] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:00:55.900860] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.023708] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.148246] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.270493] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.270706] [INFO ] [CONFIGURE ] NCV: KEPT add_bollinger_bands (score: 90.00%)
[2025-10-11T00:00:56.270768] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3417 tests
[2025-10-11T00:00:56.270806] [INFO ] [CONFIGURE ] NCV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:00:56.270837] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:00:56.405965] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.541458] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.681108] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:56.817515] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:56.952987] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.090149] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.225985] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.369138] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.542718] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.683076] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.683264] [INFO ] [CONFIGURE ] NCV: DISCARDED add_cumulative_delta (score: 90.00%)
[2025-10-11T00:00:57.683309] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3416 tests
[2025-10-11T00:00:57.683424] [INFO ] [CONFIGURE ] NCV: Testing feature 3/29: add_daily_returns
[2025-10-11T00:00:57.683464] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:00:57.806096] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:00:57.934347] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.065321] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.193240] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:58.325856] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.451780] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.584445] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.712062] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:00:58.839737] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.967008] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:00:58.967153] [INFO ] [CONFIGURE ] NCV: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T00:00:58.967201] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3415 tests
[2025-10-11T00:00:58.967235] [INFO ] [CONFIGURE ] NCV: Testing feature 4/29: add_ema
[2025-10-11T00:00:58.967265] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:00:59.110262] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:00:59.249023] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:00:59.389662] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:00:59.529869] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:00:59.672921] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:00:59.821283] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:00:59.965368] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:00.116277] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:00.258007] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:00.404701] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:00.404928] [INFO ] [CONFIGURE ] NCV: DISCARDED add_ema (score: 80.00%)
[2025-10-11T00:01:00.404990] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3414 tests
[2025-10-11T00:01:00.405028] [INFO ] [CONFIGURE ] NCV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:01:00.405058] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:01:00.612325] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:00.762859] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:00.914038] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:01.065794] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:01.220960] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:01.377960] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:01.556778] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:01.720072] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:01.868856] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.016064] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.016233] [INFO ] [CONFIGURE ] NCV: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-11T00:01:02.016295] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3413 tests
[2025-10-11T00:01:02.016333] [INFO ] [CONFIGURE ] NCV: Testing feature 6/29: add_failed_moves
[2025-10-11T00:01:02.016364] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:01:02.139981] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.271673] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.398181] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.527345] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:02.664512] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.804091] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:02.933097] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.062617] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.195210] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.327140] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.327311] [INFO ] [CONFIGURE ] NCV: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:01:03.327354] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3412 tests
[2025-10-11T00:01:03.327388] [INFO ] [CONFIGURE ] NCV: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:01:03.327418] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:01:03.449068] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.584798] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.705081] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:03.826800] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:03.948465] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.074385] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.197171] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:01:04.320272] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.445776] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.573798] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.574031] [INFO ] [CONFIGURE ] NCV: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:01:04.574092] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3411 tests
[2025-10-11T00:01:04.574174] [INFO ] [CONFIGURE ] NCV: Testing feature 8/29: add_macd
[2025-10-11T00:01:04.574226] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:01:04.733964] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:04.890475] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:05.044575] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:05.201454] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:05.362759] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:05.521374] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:05.681685] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:05.846721] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.008808] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.166733] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.166894] [INFO ] [CONFIGURE ] NCV: DISCARDED add_macd (score: 90.00%)
[2025-10-11T00:01:06.166938] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3410 tests
[2025-10-11T00:01:06.166993] [INFO ] [CONFIGURE ] NCV: Testing feature 9/29: add_mfi
[2025-10-11T00:01:06.167074] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:01:06.295611] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.428583] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.571922] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.718439] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:06.853070] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:06.989111] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.130276] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.270873] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.410375] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.549507] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.549714] [INFO ] [CONFIGURE ] NCV: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:01:07.549775] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3409 tests
[2025-10-11T00:01:07.549819] [INFO ] [CONFIGURE ] NCV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:01:07.549851] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:01:07.703125] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:07.852948] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.002135] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.151306] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:08.311285] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.459549] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.609615] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.760160] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:08.911193] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.066202] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.066372] [INFO ] [CONFIGURE ] NCV: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-11T00:01:09.066418] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3408 tests
[2025-10-11T00:01:09.066456] [INFO ] [CONFIGURE ] NCV: Testing feature 11/29: add_obv_daily
[2025-10-11T00:01:09.066489] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:01:09.190985] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.314459] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.439447] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.563941] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:09.729212] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:09.860804] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.008980] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.142441] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.277548] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.416332] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.416508] [INFO ] [CONFIGURE ] NCV: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-11T00:01:10.416553] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3407 tests
[2025-10-11T00:01:10.416589] [INFO ] [CONFIGURE ] NCV: Testing feature 12/29: add_obv_interval
[2025-10-11T00:01:10.416621] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:01:10.543988] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.674873] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.805363] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:10.935867] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:11.059895] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.181970] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.306277] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.437889] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.568742] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.701268] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.701428] [INFO ] [CONFIGURE ] NCV: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T00:01:11.701471] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3406 tests
[2025-10-11T00:01:11.701507] [INFO ] [CONFIGURE ] NCV: Testing feature 13/29: add_opening_strength
[2025-10-11T00:01:11.701538] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:01:11.837198] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:11.979010] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:12.113987] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:12.252031] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:12.386988] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:12.550029] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:12.688295] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:12.837548] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:12.974162] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.114604] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.114808] [INFO ] [CONFIGURE ] NCV: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:01:13.114857] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3405 tests
[2025-10-11T00:01:13.114895] [INFO ] [CONFIGURE ] NCV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:01:13.114927] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:01:13.259397] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.402351] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.547861] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.692368] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:13.841892] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:13.992395] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.134046] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.276381] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:14.422475] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.564363] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.564549] [INFO ] [CONFIGURE ] NCV: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:01:14.564610] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3404 tests
[2025-10-11T00:01:14.564680] [INFO ] [CONFIGURE ] NCV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:01:14.564742] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:01:14.682729] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.801869] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:14.922453] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.042079] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:15.162210] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.295636] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.416326] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.540740] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:15.670499] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.797623] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:15.797879] [INFO ] [CONFIGURE ] NCV: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:01:15.797932] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3403 tests
[2025-10-11T00:01:15.797968] [INFO ] [CONFIGURE ] NCV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:01:15.798000] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:01:15.928667] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:01:16.065211] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:16.208299] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:16.344504] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:16.476830] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:16.613974] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:16.750988] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:16.887824] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.026394] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.166232] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.166400] [INFO ] [CONFIGURE ] NCV: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:01:17.166445] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3402 tests
[2025-10-11T00:01:17.166481] [INFO ] [CONFIGURE ] NCV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:01:17.166514] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:01:17.307784] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.467059] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.606832] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:17.744713] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:17.887841] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.026485] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.162205] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.296557] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.432032] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.576313] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.576583] [INFO ] [CONFIGURE ] NCV: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-11T00:01:18.576636] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3401 tests
[2025-10-11T00:01:18.576760] [INFO ] [CONFIGURE ] NCV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:01:18.576803] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:01:18.726145] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.854059] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:18.982085] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.112507] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:19.237905] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.360746] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.482822] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.605231] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.728256] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.856004] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:19.856192] [INFO ] [CONFIGURE ] NCV: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-11T00:01:19.856235] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3400 tests
[2025-10-11T00:01:19.856270] [INFO ] [CONFIGURE ] NCV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:01:19.856302] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:01:19.976294] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.097190] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.214960] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.336571] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:20.460867] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.589467] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.714425] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:01:20.843121] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:20.964797] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.081521] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.081704] [INFO ] [CONFIGURE ] NCV: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:01:21.081761] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3399 tests
[2025-10-11T00:01:21.081798] [INFO ] [CONFIGURE ] NCV: Testing feature 20/29: add_price_rejection
[2025-10-11T00:01:21.081828] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:01:21.202613] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.325586] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.451273] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.582467] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:21.708822] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.834522] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:21.986375] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.113276] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:22.240958] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.368030] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.368178] [INFO ] [CONFIGURE ] NCV: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:01:22.368221] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3398 tests
[2025-10-11T00:01:22.368255] [INFO ] [CONFIGURE ] NCV: Testing feature 21/29: add_range_position
[2025-10-11T00:01:22.368306] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:01:22.502317] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.651503] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.784447] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:22.925872] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:23.078109] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.216876] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.367300] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.508831] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.655853] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.800611] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:23.800870] [INFO ] [CONFIGURE ] NCV: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T00:01:23.800937] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3397 tests
[2025-10-11T00:01:23.800992] [INFO ] [CONFIGURE ] NCV: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:01:23.801050] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:01:23.952555] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:24.108779] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:24.259218] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:24.420129] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:24.574199] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:24.735286] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:24.894390] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.047866] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.209172] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.367321] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.367476] [INFO ] [CONFIGURE ] NCV: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-11T00:01:25.367521] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3396 tests
[2025-10-11T00:01:25.367557] [INFO ] [CONFIGURE ] NCV: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:01:25.367588] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:01:25.491917] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.618432] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.748444] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:25.874440] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:26.000389] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.125620] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.255090] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.380637] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.505669] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.631447] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.631606] [INFO ] [CONFIGURE ] NCV: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:01:26.631675] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3395 tests
[2025-10-11T00:01:26.631749] [INFO ] [CONFIGURE ] NCV: Testing feature 24/29: add_rsi
[2025-10-11T00:01:26.631806] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:01:26.784378] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:26.945016] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:27.107406] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:27.257282] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:27.401790] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:27.548567] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:27.696190] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:27.860802] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:28.043348] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.194449] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.194663] [INFO ] [CONFIGURE ] NCV: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:01:28.194727] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3394 tests
[2025-10-11T00:01:28.194765] [INFO ] [CONFIGURE ] NCV: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:01:28.194797] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:01:28.321564] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.445196] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.569087] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.697193] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:28.825408] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:28.951361] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.077258] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.203227] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.330101] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.457207] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.457365] [INFO ] [CONFIGURE ] NCV: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:01:29.457409] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3393 tests
[2025-10-11T00:01:29.457445] [INFO ] [CONFIGURE ] NCV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:01:29.457478] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:01:29.583891] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.708770] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.843862] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:29.977324] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:30.108189] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:30.248138] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:30.382863] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:30.524449] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:30.659950] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:30.803087] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:30.803278] [INFO ] [CONFIGURE ] NCV: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:01:30.803329] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3392 tests
[2025-10-11T00:01:30.803368] [INFO ] [CONFIGURE ] NCV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:01:30.803400] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:01:30.947266] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:31.123933] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:31.300768] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:31.488573] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:31.688634] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:31.831293] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:31.979027] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.118401] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.255122] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.391835] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.392000] [INFO ] [CONFIGURE ] NCV: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:01:32.392044] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3391 tests
[2025-10-11T00:01:32.392101] [INFO ] [CONFIGURE ] NCV: Testing feature 28/29: add_volume_profile
[2025-10-11T00:01:32.392157] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:01:32.516260] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.646191] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.776740] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:32.908062] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:33.041491] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.180874] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.312449] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.447710] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.578826] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.713208] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.713386] [INFO ] [CONFIGURE ] NCV: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T00:01:33.713432] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3390 tests
[2025-10-11T00:01:33.713490] [INFO ] [CONFIGURE ] NCV: Testing feature 29/29: add_vwap
[2025-10-11T00:01:33.713548] [INFO ] [CONFIGURE ] NCV: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:01:33.846339] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:33.981062] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:01:34.144697] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:34.278240] [DEBUG] [FORECASTER] NCV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:34.428244] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:34.584084] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:34.733050] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:34.882706] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.029019] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.181322] [DEBUG] [FORECASTER] NCV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.182478] [INFO ] [CONFIGURE ] NCV: DISCARDED add_vwap (score: 90.00%)
[2025-10-11T00:01:35.182558] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3389 tests
[2025-10-11T00:01:35.182625] [INFO ] [CONFIGURE ] NCV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:01:35.182707] [INFO ] [CONFIGURE ] NCV: Best accuracy: 90.00%
[2025-10-11T00:01:35.182753] [INFO ] [CONFIGURE ] NCV: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:01:35.182787] [INFO ] [CONFIGURE ] NCV: Improvement over baseline: 10.00%
[2025-10-11T00:01:35.182815] [INFO ] [CONFIGURE ] NCV: Total time: 40.1 seconds
[2025-10-11T00:01:35.182843] [INFO ] [CONFIGURE ] NCV: Average time per feature: 1.4 seconds
[2025-10-11T00:01:35.182871] [INFO ] [CONFIGURE ] NCV: Average speed: 0.72 features/sec
[2025-10-11T00:01:35.183850] [INFO ] [LOCAL     ] Saved configuration for NCV: 1 features, 90.00% accuracy -> ./output/feature-sets/NCV.json
[2025-10-11T00:01:35.183909] [INFO ] [CONFIGURE ] NCV: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:01:35.183962] [INFO ] [sig       ] [104/220] Successfully configured NCV | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:01:35.184040] [INFO ] [sig       ] [105/220] Configuring NCZ...
[2025-10-11T00:01:35.184112] [INFO ] [CONFIGURE ] NCZ: Configurate test run.
[2025-10-11T00:01:35.184187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-10-11T00:01:35.203397] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCZ'.
[2025-10-11T00:01:35.204097] [INFO ] [CONFIGURE ] NCZ: Testing with 29 available features
[2025-10-11T00:01:35.204155] [INFO ] [CONFIGURE ] NCZ: Establishing baseline with no features...
[2025-10-11T00:01:35.319841] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.432339] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:35.549538] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.662102] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:01:35.763676] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.865352] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:35.967288] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:36.069332] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:36.175672] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:36.280959] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:36.281183] [INFO ] [CONFIGURE ] NCZ: Baseline score (no features): 80.00%
[2025-10-11T00:01:36.281253] [INFO ] [CONFIGURE ] NCZ: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:01:36.281306] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:01:36.398309] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:36.511842] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:36.626524] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:36.740801] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:36.855886] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:36.973366] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:37.091261] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:37.210031] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:37.335143] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:37.462051] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:37.462212] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:01:37.462256] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3388 tests
[2025-10-11T00:01:37.462290] [INFO ] [CONFIGURE ] NCZ: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:01:37.462320] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:01:37.580396] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:37.718149] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:37.843672] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:37.963202] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:38.085919] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.212745] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.332997] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.454406] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.575806] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:38.697515] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.697709] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T00:01:38.697767] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3387 tests
[2025-10-11T00:01:38.697805] [INFO ] [CONFIGURE ] NCZ: Testing feature 3/29: add_daily_returns
[2025-10-11T00:01:38.697835] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_daily_returns']
[2025-10-11T00:01:38.802887] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:38.913549] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:39.022979] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.140145] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:39.252527] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.365497] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.478884] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.593075] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.710185] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:39.822578] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:39.822807] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:01:39.822858] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3386 tests
[2025-10-11T00:01:39.822895] [INFO ] [CONFIGURE ] NCZ: Testing feature 4/29: add_ema
[2025-10-11T00:01:39.822928] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema']
[2025-10-11T00:01:39.944917] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.067976] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:40.190588] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.306606] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:40.425465] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.550301] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.676357] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.799559] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:40.920711] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:41.039843] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:41.040007] [INFO ] [CONFIGURE ] NCZ: KEPT add_ema (score: 90.00%)
[2025-10-11T00:01:41.040050] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3385 tests
[2025-10-11T00:01:41.040083] [INFO ] [CONFIGURE ] NCZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:01:41.040114] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:01:41.181811] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:41.322237] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:41.470419] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:41.619439] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:41.772828] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:41.922486] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.070582] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.220450] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.369552] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.522315] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.522540] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:01:42.522687] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3384 tests
[2025-10-11T00:01:42.522754] [INFO ] [CONFIGURE ] NCZ: Testing feature 6/29: add_failed_moves
[2025-10-11T00:01:42.522789] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T00:01:42.649111] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:42.775152] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:42.899851] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.024600] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:43.150374] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.277555] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.415157] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.543803] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.673336] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.803154] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:43.803326] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:01:43.803369] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3383 tests
[2025-10-11T00:01:43.803404] [INFO ] [CONFIGURE ] NCZ: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:01:43.803434] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T00:01:43.925361] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.045597] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:44.164862] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.298962] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:44.421739] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.543635] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.667546] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.787337] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:44.907794] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:45.029405] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:45.029594] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:01:45.029639] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3382 tests
[2025-10-11T00:01:45.029721] [INFO ] [CONFIGURE ] NCZ: Testing feature 8/29: add_macd
[2025-10-11T00:01:45.029758] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:01:45.188125] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:45.345993] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:45.506949] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:45.669745] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:01:45.831809] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:45.992020] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:46.162234] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:46.326328] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:46.495534] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:46.652135] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:46.652326] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_macd (score: 90.00%)
[2025-10-11T00:01:46.652371] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3381 tests
[2025-10-11T00:01:46.652408] [INFO ] [CONFIGURE ] NCZ: Testing feature 9/29: add_mfi
[2025-10-11T00:01:46.652440] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T00:01:46.789567] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:46.925370] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:47.068412] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:47.208215] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:47.347537] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:47.481137] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:47.615279] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:47.747807] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:47.898727] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:48.043223] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:48.043433] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:01:48.043478] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3380 tests
[2025-10-11T00:01:48.043516] [INFO ] [CONFIGURE ] NCZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:01:48.043547] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:01:48.195611] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:48.343466] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:48.492216] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:48.662277] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:48.860132] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.032873] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.209285] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.371842] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.532755] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:49.693677] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.693887] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:01:49.693937] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3379 tests
[2025-10-11T00:01:49.693974] [INFO ] [CONFIGURE ] NCZ: Testing feature 11/29: add_obv_daily
[2025-10-11T00:01:49.694006] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T00:01:49.833500] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:49.965364] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:50.099277] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:50.236261] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:50.378902] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:50.510256] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:50.654459] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:50.783808] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:50.915864] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.045454] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.045630] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:01:51.045708] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3378 tests
[2025-10-11T00:01:51.045753] [INFO ] [CONFIGURE ] NCZ: Testing feature 12/29: add_obv_interval
[2025-10-11T00:01:51.045786] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T00:01:51.166396] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.287967] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:51.410830] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.534340] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:51.659465] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.784499] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:51.921229] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:52.052745] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:52.180927] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:52.306793] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:52.306967] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:01:52.307011] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3377 tests
[2025-10-11T00:01:52.307070] [INFO ] [CONFIGURE ] NCZ: Testing feature 13/29: add_opening_strength
[2025-10-11T00:01:52.307118] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:01:52.451572] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:52.615451] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:52.747375] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:52.881890] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:53.020372] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.155400] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.289257] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.422959] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.557400] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.689289] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.689474] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:01:53.689538] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3376 tests
[2025-10-11T00:01:53.689576] [INFO ] [CONFIGURE ] NCZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:01:53.689608] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:01:53.826456] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:53.967911] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:54.111095] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:54.254780] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:54.396036] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:54.539520] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:54.686949] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:54.836367] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:54.990047] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:55.154822] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:55.155008] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:01:55.155055] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3375 tests
[2025-10-11T00:01:55.155093] [INFO ] [CONFIGURE ] NCZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:01:55.155128] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:01:55.286109] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:55.411049] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:55.532776] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:55.656782] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:55.778374] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:55.901729] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.029461] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.153330] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:56.277208] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.401684] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.401846] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:01:56.401890] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3374 tests
[2025-10-11T00:01:56.401928] [INFO ] [CONFIGURE ] NCZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:01:56.402042] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:01:56.527638] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.653341] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:56.779952] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:56.907141] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:57.038969] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.169283] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.297907] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.427165] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.557398] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.687970] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.688149] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:01:57.688194] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3373 tests
[2025-10-11T00:01:57.688229] [INFO ] [CONFIGURE ] NCZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:01:57.688260] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T00:01:57.828343] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:57.959110] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:01:58.090549] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:58.230260] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:58.364393] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:58.500222] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:58.664427] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:01:58.799763] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:01:58.943198] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:01:59.089736] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:01:59.089941] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:01:59.090008] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3372 tests
[2025-10-11T00:01:59.090068] [INFO ] [CONFIGURE ] NCZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:01:59.090103] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:01:59.216943] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:01:59.341974] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:01:59.480674] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:01:59.615079] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:01:59.736832] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:01:59.858724] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:01:59.982709] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.109872] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.238984] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.365844] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.365989] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:02:00.366033] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3371 tests
[2025-10-11T00:02:00.366069] [INFO ] [CONFIGURE ] NCZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:02:00.366155] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:02:00.488314] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.607443] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:00.726726] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:00.846258] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:00.965957] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.090554] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.211159] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.331821] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.454003] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.582070] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.582272] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:02:01.582334] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3370 tests
[2025-10-11T00:02:01.582372] [INFO ] [CONFIGURE ] NCZ: Testing feature 20/29: add_price_rejection
[2025-10-11T00:02:01.582403] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T00:02:01.718910] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:01.855600] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:01.987879] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:02.123773] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:02.259112] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:02.416251] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:02.557901] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:02.704593] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:02.849383] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:02.995167] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:02:02.995369] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:02:02.995466] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3369 tests
[2025-10-11T00:02:02.995510] [INFO ] [CONFIGURE ] NCZ: Testing feature 21/29: add_range_position
[2025-10-11T00:02:02.995540] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T00:02:03.144714] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:03.289310] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:03.435939] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:03.581421] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:03.734018] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:03.882457] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:04.028991] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:04.180339] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:04.329246] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:04.479589] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:04.479792] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:02:04.479843] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3368 tests
[2025-10-11T00:02:04.479879] [INFO ] [CONFIGURE ] NCZ: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:02:04.479911] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T00:02:04.636575] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:04.804569] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:04.966739] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:05.125508] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:05.293313] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:05.471195] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:05.638310] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:05.798546] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:05.956093] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:06.116863] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:06.117123] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:02:06.117192] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3367 tests
[2025-10-11T00:02:06.117242] [INFO ] [CONFIGURE ] NCZ: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:02:06.117306] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T00:02:06.268316] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:06.422551] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:06.575939] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:06.726190] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:06.881761] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.022034] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.159196] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.294452] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.432031] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:07.572759] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.573001] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:02:07.573054] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3366 tests
[2025-10-11T00:02:07.573094] [INFO ] [CONFIGURE ] NCZ: Testing feature 24/29: add_rsi
[2025-10-11T00:02:07.573128] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:02:07.709960] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:07.851168] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:07.993610] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:08.145750] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:08.294669] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:08.441904] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:08.582157] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:08.722429] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:08.866932] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:09.017676] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:09.017843] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:02:09.017886] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3365 tests
[2025-10-11T00:02:09.017921] [INFO ] [CONFIGURE ] NCZ: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:02:09.017951] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-11T00:02:09.151126] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:09.284448] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:09.417794] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:09.553128] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:09.695161] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:09.833705] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:09.986252] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:10.125861] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:10.263410] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:10.406120] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:10.406286] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:02:10.406330] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3364 tests
[2025-10-11T00:02:10.406366] [INFO ] [CONFIGURE ] NCZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:02:10.406396] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:02:10.542168] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:10.676823] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:10.825445] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:10.960375] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:11.098014] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.241358] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.382958] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.524578] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.662049] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.811169] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:11.811364] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:02:11.811410] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3363 tests
[2025-10-11T00:02:11.811447] [INFO ] [CONFIGURE ] NCZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:02:11.811479] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-11T00:02:11.955077] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:12.104957] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:12.253265] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:12.399478] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:12.552966] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:12.699558] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:12.857408] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:13.011573] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:13.172626] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:13.326596] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:13.326847] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:02:13.326910] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3362 tests
[2025-10-11T00:02:13.326948] [INFO ] [CONFIGURE ] NCZ: Testing feature 28/29: add_volume_profile
[2025-10-11T00:02:13.326980] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-11T00:02:13.475050] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:13.623531] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:13.765967] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:13.908064] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:14.047182] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:14.194236] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:14.341303] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:14.492922] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:14.636386] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:14.779146] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:14.779347] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:02:14.779393] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3361 tests
[2025-10-11T00:02:14.779455] [INFO ] [CONFIGURE ] NCZ: Testing feature 29/29: add_vwap
[2025-10-11T00:02:14.779513] [INFO ] [CONFIGURE ] NCZ: Testing with features: ['add_ema', 'add_vwap']
[2025-10-11T00:02:14.918995] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:15.058276] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:15.197896] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:15.340211] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:15.483092] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:15.623301] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:02:15.780501] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:15.937147] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:16.087897] [DEBUG] [FORECASTER] NCZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:16.225580] [DEBUG] [FORECASTER] NCZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:16.225793] [INFO ] [CONFIGURE ] NCZ: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:02:16.225844] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3360 tests
[2025-10-11T00:02:16.225904] [INFO ] [CONFIGURE ] NCZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:02:16.225960] [INFO ] [CONFIGURE ] NCZ: Best accuracy: 90.00%
[2025-10-11T00:02:16.225993] [INFO ] [CONFIGURE ] NCZ: Best feature set (1 features): ['add_ema']
[2025-10-11T00:02:16.226021] [INFO ] [CONFIGURE ] NCZ: Improvement over baseline: 10.00%
[2025-10-11T00:02:16.226048] [INFO ] [CONFIGURE ] NCZ: Total time: 39.9 seconds
[2025-10-11T00:02:16.226075] [INFO ] [CONFIGURE ] NCZ: Average time per feature: 1.4 seconds
[2025-10-11T00:02:16.226102] [INFO ] [CONFIGURE ] NCZ: Average speed: 0.73 features/sec
[2025-10-11T00:02:16.226753] [INFO ] [LOCAL     ] Saved configuration for NCZ: 1 features, 90.00% accuracy -> ./output/feature-sets/NCZ.json
[2025-10-11T00:02:16.226808] [INFO ] [CONFIGURE ] NCZ: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:02:16.226867] [INFO ] [sig       ] [105/220] Successfully configured NCZ | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:02:16.226973] [INFO ] [sig       ] [106/220] Configuring NEXA...
[2025-10-11T00:02:16.227056] [INFO ] [CONFIGURE ] NEXA: Configurate test run.
[2025-10-11T00:02:16.227131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-10-11T00:02:16.243211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEXA'.
[2025-10-11T00:02:16.243559] [INFO ] [CONFIGURE ] NEXA: Testing with 29 available features
[2025-10-11T00:02:16.243615] [INFO ] [CONFIGURE ] NEXA: Establishing baseline with no features...
[2025-10-11T00:02:16.342534] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:16.441035] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:16.541172] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:16.644897] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:16.747028] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:16.865317] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:16.974846] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:17.089753] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:17.195127] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:17.306013] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:17.306183] [INFO ] [CONFIGURE ] NEXA: Baseline score (no features): 50.00%
[2025-10-11T00:02:17.306230] [INFO ] [CONFIGURE ] NEXA: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:02:17.306265] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:02:17.423350] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:17.542356] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:17.660117] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:17.781237] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:17.902288] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:18.021546] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:18.151293] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:18.274422] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:18.397275] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:18.522282] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:18.522449] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:02:18.522494] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3359 tests
[2025-10-11T00:02:18.522529] [INFO ] [CONFIGURE ] NEXA: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:02:18.522560] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:02:18.648579] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:18.774617] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:18.901881] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:19.034726] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:19.163827] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:19.294853] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:19.424503] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:19.556121] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:19.690158] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:19.820707] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:19.820866] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:02:19.820911] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3358 tests
[2025-10-11T00:02:19.820946] [INFO ] [CONFIGURE ] NEXA: Testing feature 3/29: add_daily_returns
[2025-10-11T00:02:19.820978] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns']
[2025-10-11T00:02:19.931000] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:20.040986] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:20.151217] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:20.266250] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:20.378992] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:20.492056] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:20.605745] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:20.719108] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:20.838628] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:20.955059] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:20.955220] [INFO ] [CONFIGURE ] NEXA: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:02:20.955441] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3357 tests
[2025-10-11T00:02:20.955497] [INFO ] [CONFIGURE ] NEXA: Testing feature 4/29: add_ema
[2025-10-11T00:02:20.955532] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:02:21.086112] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:21.216909] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:21.351084] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:21.489596] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:21.623757] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:21.756596] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:21.886758] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:22.021075] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:22.152461] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:22.285005] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:22.285238] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:02:22.285303] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3356 tests
[2025-10-11T00:02:22.285344] [INFO ] [CONFIGURE ] NEXA: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:02:22.285376] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:02:22.429014] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:22.564516] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:22.706897] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:22.850391] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:22.990081] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:23.129782] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:23.300146] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:23.440412] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:23.578709] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:23.714787] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:23.714989] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:02:23.715035] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3355 tests
[2025-10-11T00:02:23.715090] [INFO ] [CONFIGURE ] NEXA: Testing feature 6/29: add_failed_moves
[2025-10-11T00:02:23.715147] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:02:23.832980] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:23.946711] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:24.061682] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:24.175262] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:24.290939] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:24.411950] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:24.530774] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:24.658572] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:24.782921] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:24.902404] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:24.902584] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:02:24.902673] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3354 tests
[2025-10-11T00:02:24.902731] [INFO ] [CONFIGURE ] NEXA: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:02:24.902766] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:02:25.005071] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:25.108231] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:25.210154] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:25.313044] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:25.415467] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:25.520040] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:25.641768] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:25.746676] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:25.853523] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:25.960477] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:25.960660] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:02:25.960723] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3353 tests
[2025-10-11T00:02:25.960762] [INFO ] [CONFIGURE ] NEXA: Testing feature 8/29: add_macd
[2025-10-11T00:02:25.960794] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:02:26.106560] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:26.260761] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:26.408907] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:26.557291] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:26.704300] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:26.857958] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:27.009618] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:27.163712] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:27.319901] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:27.478892] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:27.479100] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:02:27.479163] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3352 tests
[2025-10-11T00:02:27.479204] [INFO ] [CONFIGURE ] NEXA: Testing feature 9/29: add_mfi
[2025-10-11T00:02:27.479240] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:02:27.607205] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:27.734578] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:27.857668] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:27.983966] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:28.114331] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:28.235581] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:28.354149] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:28.477380] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:28.608201] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:28.729348] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:28.729520] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:02:28.729565] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3351 tests
[2025-10-11T00:02:28.729602] [INFO ] [CONFIGURE ] NEXA: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:02:28.729634] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:02:28.865896] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:29.008296] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:29.141890] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:29.281544] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:02:29.418846] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:29.556908] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:29.695355] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:29.838821] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:29.978724] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:30.119127] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:30.119294] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T00:02:30.119339] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3350 tests
[2025-10-11T00:02:30.119375] [INFO ] [CONFIGURE ] NEXA: Testing feature 11/29: add_obv_daily
[2025-10-11T00:02:30.119407] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:02:30.231298] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:30.344423] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:30.463259] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:30.579494] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:30.694522] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:30.809279] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:30.925376] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:31.046888] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:31.167112] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:31.285726] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:31.285903] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:02:31.285949] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3349 tests
[2025-10-11T00:02:31.285985] [INFO ] [CONFIGURE ] NEXA: Testing feature 12/29: add_obv_interval
[2025-10-11T00:02:31.286016] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:02:31.395569] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:31.508008] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:31.626040] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:31.739688] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:31.851941] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:31.963746] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:32.080751] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:32.196541] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:32.308935] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:32.421312] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:32.421449] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:02:32.421492] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3348 tests
[2025-10-11T00:02:32.421527] [INFO ] [CONFIGURE ] NEXA: Testing feature 13/29: add_opening_strength
[2025-10-11T00:02:32.421557] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:02:32.534854] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:32.649232] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:32.763093] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:32.888199] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:33.009947] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:33.126400] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:33.247889] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:33.363017] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:33.484906] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:33.601713] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:33.601860] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:02:33.601902] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3347 tests
[2025-10-11T00:02:33.601938] [INFO ] [CONFIGURE ] NEXA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:02:33.601969] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:02:33.722282] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:33.842788] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:33.963635] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:34.085381] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:34.213230] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:34.337943] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:34.464977] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:34.590504] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:34.718627] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:34.855929] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:34.856153] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:02:34.856203] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3346 tests
[2025-10-11T00:02:34.856238] [INFO ] [CONFIGURE ] NEXA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:02:34.856268] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:02:34.963502] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:35.076995] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:35.188502] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:35.302530] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:35.425197] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:35.537712] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:35.648524] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:35.769261] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:35.880391] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:35.991414] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:35.991543] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:02:35.991586] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3345 tests
[2025-10-11T00:02:35.991620] [INFO ] [CONFIGURE ] NEXA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:02:35.991694] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:02:36.106954] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:36.223727] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:36.339418] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:36.454222] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:36.570861] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:36.687934] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:36.805981] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:36.925032] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:37.042695] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:37.161618] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:37.161809] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:02:37.161867] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3344 tests
[2025-10-11T00:02:37.161906] [INFO ] [CONFIGURE ] NEXA: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:02:37.161937] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:02:37.281181] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:37.400476] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:37.520752] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:37.641321] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:37.762742] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:37.883543] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:38.005081] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:38.131084] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:38.271519] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:38.402261] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:38.402389] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:02:38.402433] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3343 tests
[2025-10-11T00:02:38.402467] [INFO ] [CONFIGURE ] NEXA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:02:38.402497] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:02:38.512445] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:38.623477] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:38.740614] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:38.863299] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:38.987150] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:39.134118] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:39.296283] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:39.461073] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:39.614691] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:39.758078] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:39.758256] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:02:39.758300] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3342 tests
[2025-10-11T00:02:39.758334] [INFO ] [CONFIGURE ] NEXA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:02:39.758449] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:02:39.899609] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:40.022122] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:40.141440] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:40.254878] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:40.373141] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:40.503574] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:40.617333] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:40.734271] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:40.841777] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:40.949075] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:40.949222] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:02:40.949265] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3341 tests
[2025-10-11T00:02:40.949300] [INFO ] [CONFIGURE ] NEXA: Testing feature 20/29: add_price_rejection
[2025-10-11T00:02:40.949331] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T00:02:41.063273] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:41.178046] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:41.292626] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:41.408551] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:41.526177] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:41.644260] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:41.764915] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:41.887301] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:42.006902] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:42.128108] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:42.128314] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:02:42.128377] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3340 tests
[2025-10-11T00:02:42.128416] [INFO ] [CONFIGURE ] NEXA: Testing feature 21/29: add_range_position
[2025-10-11T00:02:42.128447] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T00:02:42.253865] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:42.379364] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:42.506966] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:42.635385] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:42.763965] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:42.896067] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:43.028038] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:43.160403] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:43.295809] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:43.429957] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:43.430131] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:02:43.430177] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3339 tests
[2025-10-11T00:02:43.430236] [INFO ] [CONFIGURE ] NEXA: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:02:43.430271] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:02:43.575127] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:43.721439] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:43.865280] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:44.009867] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:44.155373] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:44.302111] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:44.447794] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:44.593083] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:44.740510] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:44.886479] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:44.886631] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:02:44.886711] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3338 tests
[2025-10-11T00:02:44.886755] [INFO ] [CONFIGURE ] NEXA: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:02:44.886788] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:02:45.001122] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:45.116003] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:45.232542] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:45.348698] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:45.465461] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:45.581419] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:45.703313] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:45.823635] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:45.941270] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:46.059041] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:46.059268] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:02:46.059317] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3337 tests
[2025-10-11T00:02:46.059373] [INFO ] [CONFIGURE ] NEXA: Testing feature 24/29: add_rsi
[2025-10-11T00:02:46.059429] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:02:46.193241] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:46.327262] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:46.461161] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:46.596919] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:46.733065] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:46.871383] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:47.007999] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:47.143856] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:47.280389] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:47.438794] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:47.438976] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:02:47.439021] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3336 tests
[2025-10-11T00:02:47.439057] [INFO ] [CONFIGURE ] NEXA: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:02:47.439088] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:02:47.549847] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:02:47.660512] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:47.772570] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:47.888552] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:48.003934] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:48.120378] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:48.235357] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:48.352767] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:48.478919] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:48.598074] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:48.598237] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:02:48.598282] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3335 tests
[2025-10-11T00:02:48.598317] [INFO ] [CONFIGURE ] NEXA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:02:48.598349] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:02:48.716027] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:48.833823] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:48.954227] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:49.072105] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:49.190785] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:49.310745] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:49.429766] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:49.549372] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:49.668865] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:49.789463] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:49.789622] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:02:49.789701] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3334 tests
[2025-10-11T00:02:49.789751] [INFO ] [CONFIGURE ] NEXA: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:02:49.789785] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:02:49.915389] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:50.044176] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:50.170802] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:50.297384] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:50.453885] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:50.583185] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:50.718456] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:50.850026] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:50.985617] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:02:51.120876] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:51.121035] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:02:51.121081] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3333 tests
[2025-10-11T00:02:51.121119] [INFO ] [CONFIGURE ] NEXA: Testing feature 28/29: add_volume_profile
[2025-10-11T00:02:51.121152] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T00:02:51.238395] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:51.357166] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:51.478750] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:51.599505] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:51.717905] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:51.832823] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:51.950524] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:52.070907] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:02:52.196056] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:52.311201] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:02:52.311370] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:02:52.311414] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3332 tests
[2025-10-11T00:02:52.311466] [INFO ] [CONFIGURE ] NEXA: Testing feature 29/29: add_vwap
[2025-10-11T00:02:52.311523] [INFO ] [CONFIGURE ] NEXA: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T00:02:52.427025] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:02:52.544824] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:52.665115] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:52.783530] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:52.902834] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:53.023115] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:02:53.152606] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:53.274579] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:53.394953] [DEBUG] [FORECASTER] NEXA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:02:53.521369] [DEBUG] [FORECASTER] NEXA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:02:53.521516] [INFO ] [CONFIGURE ] NEXA: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:02:53.521559] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3331 tests
[2025-10-11T00:02:53.521609] [INFO ] [CONFIGURE ] NEXA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:02:53.521807] [INFO ] [CONFIGURE ] NEXA: Best accuracy: 70.00%
[2025-10-11T00:02:53.521854] [INFO ] [CONFIGURE ] NEXA: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T00:02:53.521885] [INFO ] [CONFIGURE ] NEXA: Improvement over baseline: 20.00%
[2025-10-11T00:02:53.521912] [INFO ] [CONFIGURE ] NEXA: Total time: 36.2 seconds
[2025-10-11T00:02:53.521939] [INFO ] [CONFIGURE ] NEXA: Average time per feature: 1.2 seconds
[2025-10-11T00:02:53.521966] [INFO ] [CONFIGURE ] NEXA: Average speed: 0.80 features/sec
[2025-10-11T00:02:53.522603] [INFO ] [LOCAL     ] Saved configuration for NEXA: 1 features, 70.00% accuracy -> ./output/feature-sets/NEXA.json
[2025-10-11T00:02:53.522684] [INFO ] [CONFIGURE ] NEXA: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:02:53.522749] [INFO ] [sig       ] [106/220] Successfully configured NEXA | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:02:53.522824] [INFO ] [sig       ] [107/220] Configuring NGL...
[2025-10-11T00:02:53.522893] [INFO ] [CONFIGURE ] NGL: Configurate test run.
[2025-10-11T00:02:53.522965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-10-11T00:02:53.536638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGL'.
[2025-10-11T00:02:53.537021] [INFO ] [CONFIGURE ] NGL: Testing with 29 available features
[2025-10-11T00:02:53.537104] [INFO ] [CONFIGURE ] NGL: Establishing baseline with no features...
[2025-10-11T00:02:53.642452] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:53.745983] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:53.851629] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:53.960721] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:54.066194] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:54.171480] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:54.279183] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:54.388668] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:54.497181] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:02:54.606042] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:54.606187] [INFO ] [CONFIGURE ] NGL: Baseline score (no features): 60.00%
[2025-10-11T00:02:54.606231] [INFO ] [CONFIGURE ] NGL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:02:54.606264] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:02:54.723339] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:54.839669] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:54.957495] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:55.078381] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:55.195736] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:55.311027] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:55.427078] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:55.543503] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:55.660269] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:02:55.778355] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:55.778499] [INFO ] [CONFIGURE ] NGL: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:02:55.778544] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3330 tests
[2025-10-11T00:02:55.778584] [INFO ] [CONFIGURE ] NGL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:02:55.778616] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:02:55.904443] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:56.025489] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:02:56.144970] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:56.272103] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:56.396543] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:56.525125] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:56.651030] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:56.775997] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:56.903199] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:02:57.030210] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:57.030375] [INFO ] [CONFIGURE ] NGL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:02:57.030436] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3329 tests
[2025-10-11T00:02:57.030474] [INFO ] [CONFIGURE ] NGL: Testing feature 3/29: add_daily_returns
[2025-10-11T00:02:57.030505] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_daily_returns']
[2025-10-11T00:02:57.138470] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:57.248492] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:57.360035] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:02:57.472985] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:57.582401] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:02:57.691672] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:57.799810] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:02:57.909058] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:58.020037] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:02:58.130873] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:58.131048] [INFO ] [CONFIGURE ] NGL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:02:58.131109] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3328 tests
[2025-10-11T00:02:58.131178] [INFO ] [CONFIGURE ] NGL: Testing feature 4/29: add_ema
[2025-10-11T00:02:58.131218] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_ema']
[2025-10-11T00:02:58.253421] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:58.375775] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:58.502062] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:58.635833] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:02:58.762166] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:02:58.885518] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:02:59.011162] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:02:59.139440] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:02:59.266334] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:02:59.393146] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:02:59.393310] [INFO ] [CONFIGURE ] NGL: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:02:59.393355] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3327 tests
[2025-10-11T00:02:59.393398] [INFO ] [CONFIGURE ] NGL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:02:59.393436] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:02:59.551225] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:02:59.680661] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:02:59.815669] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:02:59.947752] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:00.083405] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:00.216545] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:00.354522] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:00.489936] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:00.629153] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:00.774332] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:00.774507] [INFO ] [CONFIGURE ] NGL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:03:00.774551] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3326 tests
[2025-10-11T00:03:00.774588] [INFO ] [CONFIGURE ] NGL: Testing feature 6/29: add_failed_moves
[2025-10-11T00:03:00.774619] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_failed_moves']
[2025-10-11T00:03:00.892843] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:01.007794] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:01.118963] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:01.234437] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:01.347312] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:01.459287] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:01.574383] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:01.688833] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:01.806870] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:01.922278] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:01.922436] [INFO ] [CONFIGURE ] NGL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:03:01.922479] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3325 tests
[2025-10-11T00:03:01.922513] [INFO ] [CONFIGURE ] NGL: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:03:01.922543] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_lag_shelf']
[2025-10-11T00:03:02.022231] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:02.128415] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:02.232986] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:02.338514] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:02.442964] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:02.575436] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:02.681319] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:02.787153] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:02.896769] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:03.002910] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:03.003095] [INFO ] [CONFIGURE ] NGL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:03:03.003140] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3324 tests
[2025-10-11T00:03:03.003175] [INFO ] [CONFIGURE ] NGL: Testing feature 8/29: add_macd
[2025-10-11T00:03:03.003207] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:03:03.144264] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:03.286177] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:03.434853] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:03.577278] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:03.728744] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:03.874080] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:04.019549] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:04.165093] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:04.312253] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:04.471486] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:04.471740] [INFO ] [CONFIGURE ] NGL: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:03:04.471816] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3323 tests
[2025-10-11T00:03:04.471860] [INFO ] [CONFIGURE ] NGL: Testing feature 9/29: add_mfi
[2025-10-11T00:03:04.471921] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi']
[2025-10-11T00:03:04.591491] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:04.710964] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:04.829840] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:04.951829] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:05.072209] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:05.192372] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:05.319795] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:05.446971] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:05.604661] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:05.744442] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:05.744668] [INFO ] [CONFIGURE ] NGL: KEPT add_mfi (score: 70.00%)
[2025-10-11T00:03:05.744731] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3322 tests
[2025-10-11T00:03:05.744769] [INFO ] [CONFIGURE ] NGL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:03:05.744801] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:03:05.907318] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:06.064124] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:06.219780] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:06.377699] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:06.550928] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:06.728323] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:06.907735] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:07.081956] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:07.234260] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:07.394408] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:07.394582] [INFO ] [CONFIGURE ] NGL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:03:07.394626] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3321 tests
[2025-10-11T00:03:07.394695] [INFO ] [CONFIGURE ] NGL: Testing feature 11/29: add_obv_daily
[2025-10-11T00:03:07.394739] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-11T00:03:07.527486] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:07.659815] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:07.792811] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:07.925865] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:08.062947] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:08.196833] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:08.332098] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:08.471543] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:08.651862] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:08.798393] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:08.798571] [INFO ] [CONFIGURE ] NGL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:03:08.798616] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3320 tests
[2025-10-11T00:03:08.798681] [INFO ] [CONFIGURE ] NGL: Testing feature 12/29: add_obv_interval
[2025-10-11T00:03:08.798807] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-11T00:03:08.948967] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:09.099788] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:09.254194] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:09.404278] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:09.555293] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:09.707323] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:09.864557] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:10.019972] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:10.174102] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:10.324713] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:10.324948] [INFO ] [CONFIGURE ] NGL: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:03:10.325033] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3319 tests
[2025-10-11T00:03:10.325113] [INFO ] [CONFIGURE ] NGL: Testing feature 13/29: add_opening_strength
[2025-10-11T00:03:10.325191] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:03:10.484065] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:10.642692] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:10.787549] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:10.923546] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:11.059783] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:11.198566] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:11.336464] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:11.473622] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:11.616484] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:11.756598] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:11.756792] [INFO ] [CONFIGURE ] NGL: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:03:11.756843] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3318 tests
[2025-10-11T00:03:11.756879] [INFO ] [CONFIGURE ] NGL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:03:11.756910] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:03:11.895112] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:12.034435] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:12.172959] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:12.322366] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:12.482529] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:12.648247] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:12.806938] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:12.949191] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:13.089546] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:13.238075] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:13.238233] [INFO ] [CONFIGURE ] NGL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:03:13.238277] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3317 tests
[2025-10-11T00:03:13.238311] [INFO ] [CONFIGURE ] NGL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:03:13.238341] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:03:13.363209] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:13.490913] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:13.620194] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:13.750957] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:13.877887] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:14.007527] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:14.143240] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:14.275365] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:14.425777] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:14.576618] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:14.576833] [INFO ] [CONFIGURE ] NGL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:03:14.576885] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3316 tests
[2025-10-11T00:03:14.576921] [INFO ] [CONFIGURE ] NGL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:03:14.576952] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T00:03:14.761377] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:14.928839] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:15.084619] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:15.245045] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:15.385466] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:15.519619] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:15.654506] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:15.791874] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:15.930121] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:16.070339] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:16.070514] [INFO ] [CONFIGURE ] NGL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:03:16.070558] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3315 tests
[2025-10-11T00:03:16.070594] [INFO ] [CONFIGURE ] NGL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:03:16.070626] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-11T00:03:16.207593] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:16.349389] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:16.487813] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:16.627624] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:16.771803] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:16.908730] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:17.047779] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:17.189371] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:17.338159] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:17.487585] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:17.487845] [INFO ] [CONFIGURE ] NGL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:03:17.487905] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3314 tests
[2025-10-11T00:03:17.487944] [INFO ] [CONFIGURE ] NGL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:03:17.487976] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T00:03:17.631629] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:03:17.775273] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:17.905168] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:18.036172] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:18.170277] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:18.302334] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:18.435968] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:18.571147] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:18.714293] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:18.860196] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:18.860357] [INFO ] [CONFIGURE ] NGL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:03:18.860400] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3313 tests
[2025-10-11T00:03:18.860435] [INFO ] [CONFIGURE ] NGL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:03:18.860465] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T00:03:18.988159] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:19.116287] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:19.244285] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:19.373263] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:19.501138] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:19.631540] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:19.767187] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:19.905108] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:20.038863] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:20.173058] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:20.173279] [INFO ] [CONFIGURE ] NGL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:03:20.173376] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3312 tests
[2025-10-11T00:03:20.173430] [INFO ] [CONFIGURE ] NGL: Testing feature 20/29: add_price_rejection
[2025-10-11T00:03:20.173464] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-11T00:03:20.313947] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:20.458328] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:20.601813] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:20.758431] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:20.905010] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:21.048331] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:21.193167] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:21.335730] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:21.483316] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:21.630567] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:21.630786] [INFO ] [CONFIGURE ] NGL: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:03:21.630835] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3311 tests
[2025-10-11T00:03:21.630870] [INFO ] [CONFIGURE ] NGL: Testing feature 21/29: add_range_position
[2025-10-11T00:03:21.630901] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-11T00:03:21.791402] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:21.942245] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:22.088557] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:22.233901] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:22.380323] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:22.529432] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:22.680976] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:22.830829] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:22.976817] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:23.139863] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:23.140040] [INFO ] [CONFIGURE ] NGL: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:03:23.140084] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3310 tests
[2025-10-11T00:03:23.140119] [INFO ] [CONFIGURE ] NGL: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:03:23.140150] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-11T00:03:23.297841] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:23.456997] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:23.620266] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:23.784808] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:23.963854] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:24.141282] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:24.301981] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:24.469590] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:24.634630] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:24.801285] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:24.801459] [INFO ] [CONFIGURE ] NGL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:03:24.801502] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3309 tests
[2025-10-11T00:03:24.801536] [INFO ] [CONFIGURE ] NGL: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:03:24.801567] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-11T00:03:24.936217] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:25.073379] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:25.208624] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:25.342862] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:25.481061] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:25.621011] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:25.763143] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:25.904263] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:26.045603] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:26.190597] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:26.190774] [INFO ] [CONFIGURE ] NGL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:03:26.190824] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3308 tests
[2025-10-11T00:03:26.190860] [INFO ] [CONFIGURE ] NGL: Testing feature 24/29: add_rsi
[2025-10-11T00:03:26.190891] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T00:03:26.342454] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:26.495727] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:26.652834] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:26.811238] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:26.971219] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:27.127254] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:27.285459] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:27.444263] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:27.603429] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:27.763268] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:27.763470] [INFO ] [CONFIGURE ] NGL: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:03:27.763533] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3307 tests
[2025-10-11T00:03:27.763573] [INFO ] [CONFIGURE ] NGL: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:03:27.763604] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-11T00:03:27.894979] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:28.028014] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:28.161339] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:28.296353] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:28.432599] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:03:28.567101] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:28.701626] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:28.839447] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:28.982090] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:29.124785] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:29.124964] [INFO ] [CONFIGURE ] NGL: KEPT add_tick_distribution (score: 80.00%)
[2025-10-11T00:03:29.125010] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3306 tests
[2025-10-11T00:03:29.125044] [INFO ] [CONFIGURE ] NGL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:03:29.125075] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-11T00:03:29.267169] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:03:29.412094] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:29.556850] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:29.701289] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:29.845220] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:29.991986] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:30.136556] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:30.281218] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:30.426432] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:30.576369] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:30.576527] [INFO ] [CONFIGURE ] NGL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:03:30.576577] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3305 tests
[2025-10-11T00:03:30.576612] [INFO ] [CONFIGURE ] NGL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:03:30.576664] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-11T00:03:30.725945] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:30.871203] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:31.023364] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:31.180951] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:31.358767] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:31.569904] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:31.776125] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:32.012747] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:32.211783] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:32.393660] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:32.393845] [INFO ] [CONFIGURE ] NGL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:03:32.393892] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3304 tests
[2025-10-11T00:03:32.393931] [INFO ] [CONFIGURE ] NGL: Testing feature 28/29: add_volume_profile
[2025-10-11T00:03:32.393964] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_profile']
[2025-10-11T00:03:32.561854] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:03:32.730330] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:32.906297] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:33.056522] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:33.204811] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:33.352416] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:33.499049] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:03:33.644801] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:33.796041] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:33.944292] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:33.944447] [INFO ] [CONFIGURE ] NGL: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:03:33.944491] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3303 tests
[2025-10-11T00:03:33.944545] [INFO ] [CONFIGURE ] NGL: Testing feature 29/29: add_vwap
[2025-10-11T00:03:33.944603] [INFO ] [CONFIGURE ] NGL: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_vwap']
[2025-10-11T00:03:34.091406] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:34.238684] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:03:34.383912] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:34.532457] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:34.680338] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:03:34.828261] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:03:34.975895] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:03:35.127313] [DEBUG] [FORECASTER] NGL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:03:35.284872] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:35.440543] [DEBUG] [FORECASTER] NGL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:03:35.440729] [INFO ] [CONFIGURE ] NGL: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:03:35.440784] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3302 tests
[2025-10-11T00:03:35.440843] [INFO ] [CONFIGURE ] NGL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:03:35.440899] [INFO ] [CONFIGURE ] NGL: Best accuracy: 80.00%
[2025-10-11T00:03:35.440934] [INFO ] [CONFIGURE ] NGL: Best feature set (2 features): ['add_mfi', 'add_tick_distribution']
[2025-10-11T00:03:35.440962] [INFO ] [CONFIGURE ] NGL: Improvement over baseline: 20.00%
[2025-10-11T00:03:35.440989] [INFO ] [CONFIGURE ] NGL: Total time: 40.8 seconds
[2025-10-11T00:03:35.441080] [INFO ] [CONFIGURE ] NGL: Average time per feature: 1.4 seconds
[2025-10-11T00:03:35.441132] [INFO ] [CONFIGURE ] NGL: Average speed: 0.71 features/sec
[2025-10-11T00:03:35.441710] [INFO ] [LOCAL     ] Saved configuration for NGL: 2 features, 80.00% accuracy -> ./output/feature-sets/NGL.json
[2025-10-11T00:03:35.441765] [INFO ] [CONFIGURE ] NGL: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:03:35.441826] [INFO ] [sig       ] [107/220] Successfully configured NGL | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:03:35.441901] [INFO ] [sig       ] [108/220] Configuring NGS...
[2025-10-11T00:03:35.441970] [INFO ] [CONFIGURE ] NGS: Configurate test run.
[2025-10-11T00:03:35.442042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-10-11T00:03:35.457485] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGS'.
[2025-10-11T00:03:35.457834] [INFO ] [CONFIGURE ] NGS: Testing with 29 available features
[2025-10-11T00:03:35.457888] [INFO ] [CONFIGURE ] NGS: Establishing baseline with no features...
[2025-10-11T00:03:35.568493] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:35.678109] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:35.787717] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:35.906301] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:36.017427] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:36.129052] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:36.245397] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:36.364064] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:36.482326] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:36.601410] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:36.601576] [INFO ] [CONFIGURE ] NGS: Baseline score (no features): 60.00%
[2025-10-11T00:03:36.601631] [INFO ] [CONFIGURE ] NGS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:03:36.601705] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:03:36.724171] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:36.846891] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:36.973475] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:37.115818] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:37.255714] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:37.382584] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:37.509714] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:37.639410] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:37.771999] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:37.901963] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:37.902125] [INFO ] [CONFIGURE ] NGS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:03:37.902169] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3301 tests
[2025-10-11T00:03:37.902203] [INFO ] [CONFIGURE ] NGS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:03:37.902256] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:03:38.031464] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:38.164224] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:38.292847] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:38.428408] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:38.551697] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:38.677767] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:38.806519] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:38.945270] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:39.086508] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:39.223854] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:39.224024] [INFO ] [CONFIGURE ] NGS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:03:39.224077] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3300 tests
[2025-10-11T00:03:39.224114] [INFO ] [CONFIGURE ] NGS: Testing feature 3/29: add_daily_returns
[2025-10-11T00:03:39.224145] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_daily_returns']
[2025-10-11T00:03:39.338190] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:39.452382] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:39.567791] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:39.686933] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:39.803582] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:39.933533] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:40.053049] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:40.171912] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:40.297006] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:40.417685] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:40.417862] [INFO ] [CONFIGURE ] NGS: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:03:40.417923] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3299 tests
[2025-10-11T00:03:40.417960] [INFO ] [CONFIGURE ] NGS: Testing feature 4/29: add_ema
[2025-10-11T00:03:40.417990] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_ema']
[2025-10-11T00:03:40.546462] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:40.674696] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:40.805551] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:40.934720] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:41.068387] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:41.202617] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:41.334441] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:41.470435] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:41.605775] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:41.740462] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:41.740630] [INFO ] [CONFIGURE ] NGS: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:03:41.740709] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3298 tests
[2025-10-11T00:03:41.740755] [INFO ] [CONFIGURE ] NGS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:03:41.740787] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:03:41.882190] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:42.048768] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:42.189634] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:42.328977] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:42.472907] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:42.613929] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:42.756473] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:42.899723] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:43.047765] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:03:43.189723] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:43.189880] [INFO ] [CONFIGURE ] NGS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:03:43.189939] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3297 tests
[2025-10-11T00:03:43.189998] [INFO ] [CONFIGURE ] NGS: Testing feature 6/29: add_failed_moves
[2025-10-11T00:03:43.190111] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_failed_moves']
[2025-10-11T00:03:43.305781] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:43.423886] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:43.543731] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:43.673326] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:43.794176] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:43.914453] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:44.040884] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:44.163943] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:44.292905] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:44.417675] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:44.417887] [INFO ] [CONFIGURE ] NGS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:03:44.417962] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3296 tests
[2025-10-11T00:03:44.418022] [INFO ] [CONFIGURE ] NGS: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:03:44.418085] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_lag_shelf']
[2025-10-11T00:03:44.529497] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:44.643072] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:44.756931] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:44.874568] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:44.986107] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:45.100244] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:45.215999] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:45.332948] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:45.455366] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:45.577072] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:45.577254] [INFO ] [CONFIGURE ] NGS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:03:45.577299] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3295 tests
[2025-10-11T00:03:45.577334] [INFO ] [CONFIGURE ] NGS: Testing feature 8/29: add_macd
[2025-10-11T00:03:45.577366] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:03:45.732427] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:45.896374] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:46.067532] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:46.242305] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:46.412886] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:46.589987] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:46.742718] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:46.898449] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:47.062463] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:03:47.226955] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:47.227169] [INFO ] [CONFIGURE ] NGS: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:03:47.227224] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3294 tests
[2025-10-11T00:03:47.227261] [INFO ] [CONFIGURE ] NGS: Testing feature 9/29: add_mfi
[2025-10-11T00:03:47.227293] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_mfi']
[2025-10-11T00:03:47.352065] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:47.480875] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:47.607994] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:47.733162] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:47.862760] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:47.985818] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:48.118995] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:48.244030] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:48.372120] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:48.499574] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:48.499772] [INFO ] [CONFIGURE ] NGS: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:03:48.499824] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3293 tests
[2025-10-11T00:03:48.499859] [INFO ] [CONFIGURE ] NGS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:03:48.499943] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:03:48.637763] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:48.776628] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:48.916468] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:49.068723] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:49.213846] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:49.355783] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:49.501719] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:49.651395] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:49.796467] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:49.942417] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:49.942604] [INFO ] [CONFIGURE ] NGS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:03:49.942672] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3292 tests
[2025-10-11T00:03:49.942765] [INFO ] [CONFIGURE ] NGS: Testing feature 11/29: add_obv_daily
[2025-10-11T00:03:49.942805] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily']
[2025-10-11T00:03:50.059052] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:50.181733] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:50.302489] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:50.423757] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:50.544165] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:50.663154] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:50.788123] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:50.907940] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:51.028139] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:51.151102] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:51.151271] [INFO ] [CONFIGURE ] NGS: KEPT add_obv_daily (score: 70.00%)
[2025-10-11T00:03:51.151313] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3291 tests
[2025-10-11T00:03:51.151347] [INFO ] [CONFIGURE ] NGS: Testing feature 12/29: add_obv_interval
[2025-10-11T00:03:51.151379] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-11T00:03:51.274995] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:51.405633] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:51.531189] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:51.657614] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:51.784254] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:51.913178] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:52.042537] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:52.171079] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:52.302050] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:52.431494] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:52.431737] [INFO ] [CONFIGURE ] NGS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:03:52.431793] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3290 tests
[2025-10-11T00:03:52.431829] [INFO ] [CONFIGURE ] NGS: Testing feature 13/29: add_opening_strength
[2025-10-11T00:03:52.431860] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:03:52.564591] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:52.699112] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:52.833033] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:52.966473] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:53.101430] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:53.239376] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:53.380834] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:53.534265] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:53.701300] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:53.867122] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:53.867348] [INFO ] [CONFIGURE ] NGS: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:03:53.867399] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3289 tests
[2025-10-11T00:03:53.867434] [INFO ] [CONFIGURE ] NGS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:03:53.867464] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:03:54.006018] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:54.179610] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:54.321176] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:54.461446] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:54.599947] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:54.740323] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:54.880390] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:55.024138] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:55.168252] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:55.312857] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:55.313096] [INFO ] [CONFIGURE ] NGS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:03:55.313149] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3288 tests
[2025-10-11T00:03:55.313186] [INFO ] [CONFIGURE ] NGS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:03:55.313217] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:03:55.437984] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:55.563374] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:55.686784] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:03:55.810716] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:55.935580] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:56.064781] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:56.191951] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:56.319725] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:56.447355] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:56.581852] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:03:56.582120] [INFO ] [CONFIGURE ] NGS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:03:56.582194] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3287 tests
[2025-10-11T00:03:56.582255] [INFO ] [CONFIGURE ] NGS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:03:56.582292] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:03:56.716104] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:56.847511] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:56.980157] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:57.118670] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:57.252863] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:57.387996] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:57.524347] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:57.661574] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:57.799975] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:57.938964] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:57.939184] [INFO ] [CONFIGURE ] NGS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:03:57.939235] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3286 tests
[2025-10-11T00:03:57.939272] [INFO ] [CONFIGURE ] NGS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:03:57.939303] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-11T00:03:58.072900] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:58.206167] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:58.338307] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:58.476763] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:58.614771] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:03:58.753794] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:03:58.890966] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:03:59.037075] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:03:59.176726] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:03:59.341571] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:03:59.341829] [INFO ] [CONFIGURE ] NGS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:03:59.341909] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3285 tests
[2025-10-11T00:03:59.341960] [INFO ] [CONFIGURE ] NGS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:03:59.341994] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-11T00:03:59.497059] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:03:59.622630] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:03:59.744702] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:03:59.867222] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:03:59.990063] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:00.113732] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:00.241782] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:00.368497] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:00.497229] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:00.625558] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:00.625774] [INFO ] [CONFIGURE ] NGS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:04:00.625825] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3284 tests
[2025-10-11T00:04:00.625859] [INFO ] [CONFIGURE ] NGS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:04:00.625892] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-11T00:04:00.751264] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:00.872831] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:00.994547] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:01.117854] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:04:01.253520] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:01.386796] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:01.513957] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:01.645057] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:01.774259] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:01.921567] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:01.921748] [INFO ] [CONFIGURE ] NGS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:04:01.921802] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3283 tests
[2025-10-11T00:04:01.921838] [INFO ] [CONFIGURE ] NGS: Testing feature 20/29: add_price_rejection
[2025-10-11T00:04:01.921870] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-11T00:04:02.055064] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:02.193786] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:02.329625] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:02.469871] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:02.609930] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:02.749207] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:02.903906] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:03.057599] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:03.200327] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:03.340951] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:03.341152] [INFO ] [CONFIGURE ] NGS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:04:03.341198] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3282 tests
[2025-10-11T00:04:03.341234] [INFO ] [CONFIGURE ] NGS: Testing feature 21/29: add_range_position
[2025-10-11T00:04:03.341270] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-11T00:04:03.487897] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:03.632872] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:03.782283] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:03.928585] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:04.076712] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:04.225839] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:04.375290] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:04.526183] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:04.677575] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:04.825425] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:04.825592] [INFO ] [CONFIGURE ] NGS: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:04:04.825636] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3281 tests
[2025-10-11T00:04:04.825714] [INFO ] [CONFIGURE ] NGS: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:04:04.825751] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-11T00:04:04.982904] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:05.157283] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:05.325029] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:05.481760] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:04:05.644845] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:05.805804] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:05.969129] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:06.132250] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:06.349631] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:06.514463] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:06.514618] [INFO ] [CONFIGURE ] NGS: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:04:06.514692] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3280 tests
[2025-10-11T00:04:06.514741] [INFO ] [CONFIGURE ] NGS: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:04:06.514835] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-11T00:04:06.643556] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:06.774066] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:06.896975] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:07.023521] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:07.146007] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:07.269594] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:07.394321] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:07.520524] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:07.647404] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:07.775076] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:07.775213] [INFO ] [CONFIGURE ] NGS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:04:07.775255] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3279 tests
[2025-10-11T00:04:07.775311] [INFO ] [CONFIGURE ] NGS: Testing feature 24/29: add_rsi
[2025-10-11T00:04:07.775368] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-11T00:04:07.919206] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:08.065036] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:08.212008] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:08.354792] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:08.504543] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:08.654243] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:08.804549] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:08.957365] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:09.109460] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:09.264769] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:09.264911] [INFO ] [CONFIGURE ] NGS: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:04:09.264955] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3278 tests
[2025-10-11T00:04:09.264990] [INFO ] [CONFIGURE ] NGS: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:04:09.265021] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-11T00:04:09.391225] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:09.514574] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:09.637786] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:09.761853] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:09.886799] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:10.012497] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:10.138722] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:10.265184] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:10.392095] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:10.521174] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:10.521369] [INFO ] [CONFIGURE ] NGS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:04:10.521431] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3277 tests
[2025-10-11T00:04:10.521468] [INFO ] [CONFIGURE ] NGS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:04:10.521498] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-11T00:04:10.641539] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:10.763594] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:10.888488] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:11.012392] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:11.135007] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:11.256603] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:11.379274] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:11.506933] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:11.634199] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:11.767590] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:11.767839] [INFO ] [CONFIGURE ] NGS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:04:11.767894] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3276 tests
[2025-10-11T00:04:11.767929] [INFO ] [CONFIGURE ] NGS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:04:11.767959] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-11T00:04:11.902588] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:12.036563] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:12.171154] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:12.305337] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:12.438632] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:12.573773] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:12.708389] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:12.847988] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:12.985363] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:13.122414] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:13.122569] [INFO ] [CONFIGURE ] NGS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:04:13.122612] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3275 tests
[2025-10-11T00:04:13.122671] [INFO ] [CONFIGURE ] NGS: Testing feature 28/29: add_volume_profile
[2025-10-11T00:04:13.122725] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-11T00:04:13.244351] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:13.366750] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:13.491973] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:13.617788] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:13.743916] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:13.872253] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:14.004931] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:14.135515] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:14.279728] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:04:14.411055] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:14.411219] [INFO ] [CONFIGURE ] NGS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:04:14.411262] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3274 tests
[2025-10-11T00:04:14.411318] [INFO ] [CONFIGURE ] NGS: Testing feature 29/29: add_vwap
[2025-10-11T00:04:14.411375] [INFO ] [CONFIGURE ] NGS: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-11T00:04:14.540978] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:04:14.672610] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:14.805727] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:14.938361] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:04:15.070819] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:04:15.210954] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:15.348297] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:15.485217] [DEBUG] [FORECASTER] NGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:15.624181] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:04:15.763133] [DEBUG] [FORECASTER] NGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:15.763294] [INFO ] [CONFIGURE ] NGS: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:04:15.763338] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3273 tests
[2025-10-11T00:04:15.763394] [INFO ] [CONFIGURE ] NGS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:04:15.763451] [INFO ] [CONFIGURE ] NGS: Best accuracy: 70.00%
[2025-10-11T00:04:15.763487] [INFO ] [CONFIGURE ] NGS: Best feature set (1 features): ['add_obv_daily']
[2025-10-11T00:04:15.763517] [INFO ] [CONFIGURE ] NGS: Improvement over baseline: 10.00%
[2025-10-11T00:04:15.763544] [INFO ] [CONFIGURE ] NGS: Total time: 39.2 seconds
[2025-10-11T00:04:15.763571] [INFO ] [CONFIGURE ] NGS: Average time per feature: 1.4 seconds
[2025-10-11T00:04:15.763598] [INFO ] [CONFIGURE ] NGS: Average speed: 0.74 features/sec
[2025-10-11T00:04:15.764389] [INFO ] [LOCAL     ] Saved configuration for NGS: 1 features, 70.00% accuracy -> ./output/feature-sets/NGS.json
[2025-10-11T00:04:15.764444] [INFO ] [CONFIGURE ] NGS: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:04:15.764503] [INFO ] [sig       ] [108/220] Successfully configured NGS | 0.02 sym/s | Total: 1.3h | ETA: 1.4h
[2025-10-11T00:04:15.764578] [INFO ] [sig       ] [109/220] Configuring NIE...
[2025-10-11T00:04:15.764667] [INFO ] [CONFIGURE ] NIE: Configurate test run.
[2025-10-11T00:04:15.764741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-10-11T00:04:15.778453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIE'.
[2025-10-11T00:04:15.778802] [INFO ] [CONFIGURE ] NIE: Testing with 29 available features
[2025-10-11T00:04:15.778856] [INFO ] [CONFIGURE ] NIE: Establishing baseline with no features...
[2025-10-11T00:04:15.885939] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:15.993195] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:16.101592] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:16.209489] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:16.320609] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:16.438683] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:04:16.547437] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:16.655217] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:16.764275] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:16.873323] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:16.873465] [INFO ] [CONFIGURE ] NIE: Baseline score (no features): 40.00%
[2025-10-11T00:04:16.873507] [INFO ] [CONFIGURE ] NIE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:04:16.873539] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:04:16.990043] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:17.108349] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:17.227566] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:17.344903] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:17.463879] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:17.589323] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:04:17.709184] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:17.830477] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:17.952355] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:18.074393] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:18.074559] [INFO ] [CONFIGURE ] NIE: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:04:18.074620] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3272 tests
[2025-10-11T00:04:18.074690] [INFO ] [CONFIGURE ] NIE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:04:18.074737] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:04:18.211721] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:18.349941] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:18.491327] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:18.630843] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:18.774996] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:18.914253] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:04:19.054322] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:19.194840] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:19.345067] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:19.498374] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:19.498529] [INFO ] [CONFIGURE ] NIE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:04:19.498572] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3271 tests
[2025-10-11T00:04:19.498607] [INFO ] [CONFIGURE ] NIE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:04:19.498638] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:04:19.623058] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:19.748205] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:19.876160] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:20.001955] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:20.128100] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:20.254740] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:20.382362] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:20.511637] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:20.651759] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:20.795887] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:20.796057] [INFO ] [CONFIGURE ] NIE: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:04:20.796101] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3270 tests
[2025-10-11T00:04:20.796138] [INFO ] [CONFIGURE ] NIE: Testing feature 4/29: add_ema
[2025-10-11T00:04:20.796171] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:04:20.952716] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:21.114080] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:21.258399] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:21.408581] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:21.563504] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:21.703543] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:21.849611] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:21.992792] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:22.134560] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:22.282516] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:22.282716] [INFO ] [CONFIGURE ] NIE: DISCARDED add_ema (score: 30.00%)
[2025-10-11T00:04:22.282775] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3269 tests
[2025-10-11T00:04:22.282813] [INFO ] [CONFIGURE ] NIE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:04:22.282844] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:04:22.428557] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:22.575046] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:22.717370] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:22.860150] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:23.007201] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:23.156726] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:23.304057] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:23.462236] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:23.615320] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:23.772960] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:23.773201] [INFO ] [CONFIGURE ] NIE: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:04:23.773283] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3268 tests
[2025-10-11T00:04:23.773361] [INFO ] [CONFIGURE ] NIE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:04:23.773437] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T00:04:23.967246] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:24.198986] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:24.421089] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:24.652972] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:24.885730] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:25.068716] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:25.246052] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:25.424799] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:25.603837] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:25.776702] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:25.776904] [INFO ] [CONFIGURE ] NIE: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:04:25.776967] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3267 tests
[2025-10-11T00:04:25.777007] [INFO ] [CONFIGURE ] NIE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:04:25.777067] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T00:04:25.944248] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:26.112222] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:26.280147] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:26.446574] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:26.613161] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:04:26.768134] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:26.928175] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:27.081360] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:27.235454] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:27.391069] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:27.391251] [INFO ] [CONFIGURE ] NIE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:04:27.391296] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3266 tests
[2025-10-11T00:04:27.391331] [INFO ] [CONFIGURE ] NIE: Testing feature 8/29: add_macd
[2025-10-11T00:04:27.391362] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:04:27.601288] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:27.778479] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:27.956674] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:28.129169] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:28.303497] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:04:28.477215] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:28.650172] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:28.822064] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:28.993277] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:29.165303] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:29.165490] [INFO ] [CONFIGURE ] NIE: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:04:29.165535] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3265 tests
[2025-10-11T00:04:29.165571] [INFO ] [CONFIGURE ] NIE: Testing feature 9/29: add_mfi
[2025-10-11T00:04:29.165603] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T00:04:29.327760] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:29.483899] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:29.648061] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:29.812868] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:29.978317] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:30.161842] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:30.344916] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:30.543124] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:30.730943] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:30.921798] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:30.921999] [INFO ] [CONFIGURE ] NIE: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:04:30.922044] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3264 tests
[2025-10-11T00:04:30.922081] [INFO ] [CONFIGURE ] NIE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:04:30.922114] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:04:31.117885] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:31.317278] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:31.513574] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:31.710955] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:31.918085] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:32.131354] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:32.339554] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:32.541526] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:32.720148] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:32.896093] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:32.896305] [INFO ] [CONFIGURE ] NIE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:04:32.896355] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3263 tests
[2025-10-11T00:04:32.896391] [INFO ] [CONFIGURE ] NIE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:04:32.896424] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T00:04:33.041742] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:33.186978] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:33.338022] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:33.491405] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:33.671715] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:33.838245] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:33.998302] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:34.152008] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:34.302109] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:34.453903] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:34.454075] [INFO ] [CONFIGURE ] NIE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:04:34.454121] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3262 tests
[2025-10-11T00:04:34.454157] [INFO ] [CONFIGURE ] NIE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:04:34.454189] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T00:04:34.602489] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:34.751948] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:34.898878] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:35.059065] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:35.212828] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:35.390825] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:35.541353] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:35.693089] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:35.849748] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:36.002493] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:36.002731] [INFO ] [CONFIGURE ] NIE: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:04:36.002813] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3261 tests
[2025-10-11T00:04:36.002852] [INFO ] [CONFIGURE ] NIE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:04:36.002884] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:04:36.152184] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:36.335553] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:36.501673] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:36.692563] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:36.855389] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:37.024507] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:37.187892] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:37.356537] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:37.529162] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:37.686386] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:37.686564] [INFO ] [CONFIGURE ] NIE: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:04:37.686689] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3260 tests
[2025-10-11T00:04:37.686741] [INFO ] [CONFIGURE ] NIE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:04:37.686777] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T00:04:37.852164] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:38.011384] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:38.170071] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:38.334757] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:38.521352] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:38.698721] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:38.878798] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:39.045534] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:39.214225] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:39.385126] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:39.385288] [INFO ] [CONFIGURE ] NIE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:04:39.385333] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3259 tests
[2025-10-11T00:04:39.385369] [INFO ] [CONFIGURE ] NIE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:04:39.385402] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T00:04:39.528873] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:39.705893] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:39.849333] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:39.993569] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:40.136633] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:40.281735] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:40.428371] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:40.573744] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:40.719958] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:40.871005] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:40.871226] [INFO ] [CONFIGURE ] NIE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:04:40.871276] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3258 tests
[2025-10-11T00:04:40.871311] [INFO ] [CONFIGURE ] NIE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:04:40.871342] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T00:04:41.027313] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:41.186421] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:41.342025] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:41.501170] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:41.667251] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:41.833221] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:41.995430] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:42.157505] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:42.319760] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:42.487224] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:42.487409] [INFO ] [CONFIGURE ] NIE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:04:42.487473] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3257 tests
[2025-10-11T00:04:42.487513] [INFO ] [CONFIGURE ] NIE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:04:42.487546] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T00:04:42.653462] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:42.810218] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:42.980377] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:43.137275] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:43.294317] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:43.451823] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:43.622566] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:43.790359] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:43.958556] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:44.126460] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:44.126630] [INFO ] [CONFIGURE ] NIE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:04:44.126710] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3256 tests
[2025-10-11T00:04:44.126818] [INFO ] [CONFIGURE ] NIE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:04:44.126871] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T00:04:44.279345] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:44.427965] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:44.575825] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:44.723286] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:44.876212] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:45.025124] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:45.170443] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:45.324427] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:45.474461] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:45.631429] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:45.631611] [INFO ] [CONFIGURE ] NIE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:04:45.631684] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3255 tests
[2025-10-11T00:04:45.631737] [INFO ] [CONFIGURE ] NIE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:04:45.631773] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T00:04:45.802617] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:45.959051] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:46.115529] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:46.276158] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:46.430668] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:46.583330] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:46.737750] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:46.896587] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:47.063135] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:47.242302] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:47.242512] [INFO ] [CONFIGURE ] NIE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T00:04:47.242572] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3254 tests
[2025-10-11T00:04:47.242610] [INFO ] [CONFIGURE ] NIE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:04:47.242664] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T00:04:47.418944] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:47.576110] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:47.732392] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:47.898251] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:48.075356] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:48.234585] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:48.399215] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:04:48.564164] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:48.726802] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:48.888198] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:04:48.888420] [INFO ] [CONFIGURE ] NIE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:04:48.888486] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3253 tests
[2025-10-11T00:04:48.888526] [INFO ] [CONFIGURE ] NIE: Testing feature 21/29: add_range_position
[2025-10-11T00:04:48.888557] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T00:04:49.062011] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:49.233912] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:49.401356] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:49.574480] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:49.751123] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:49.920165] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:50.095464] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:50.270697] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:50.443349] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:50.615211] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:50.615374] [INFO ] [CONFIGURE ] NIE: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:04:50.615418] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3252 tests
[2025-10-11T00:04:50.615452] [INFO ] [CONFIGURE ] NIE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:04:50.615482] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T00:04:50.808438] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:50.988912] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:51.173177] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:51.355151] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:51.550748] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:51.741267] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:51.934314] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:52.139676] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:52.332817] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:52.523005] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:52.523213] [INFO ] [CONFIGURE ] NIE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:04:52.523260] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3251 tests
[2025-10-11T00:04:52.523298] [INFO ] [CONFIGURE ] NIE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:04:52.523384] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T00:04:52.684507] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:52.837566] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:52.993202] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:53.147532] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:53.306164] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:53.462512] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:53.626510] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:53.793383] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:53.962829] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:54.131025] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:54.131235] [INFO ] [CONFIGURE ] NIE: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:04:54.131302] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3250 tests
[2025-10-11T00:04:54.131356] [INFO ] [CONFIGURE ] NIE: Testing feature 24/29: add_rsi
[2025-10-11T00:04:54.131412] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-11T00:04:54.312336] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:54.495028] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:04:54.676612] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:54.908178] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:55.082756] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:55.261582] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:55.435592] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:55.615817] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:55.800346] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:55.979567] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:55.979814] [INFO ] [CONFIGURE ] NIE: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:04:55.979906] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3249 tests
[2025-10-11T00:04:55.979971] [INFO ] [CONFIGURE ] NIE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:04:55.980007] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T00:04:56.133247] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:56.287319] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:56.448346] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:04:56.603205] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:04:56.768577] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:56.926936] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:57.093422] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:57.248336] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:57.411112] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:04:57.575252] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:57.575446] [INFO ] [CONFIGURE ] NIE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:04:57.575502] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3248 tests
[2025-10-11T00:04:57.575540] [INFO ] [CONFIGURE ] NIE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:04:57.575573] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T00:04:57.729983] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:57.921624] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:58.106069] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:58.279727] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:04:58.436769] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:04:58.606312] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:04:58.767112] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:04:58.924411] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:04:59.085583] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:04:59.245738] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:04:59.245897] [INFO ] [CONFIGURE ] NIE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:04:59.245940] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3247 tests
[2025-10-11T00:04:59.245975] [INFO ] [CONFIGURE ] NIE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:04:59.246006] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T00:04:59.411810] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:04:59.580179] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:04:59.745763] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:04:59.910228] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:05:00.095903] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:05:00.266287] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:00.435795] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:05:00.612663] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:00.803480] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:05:01.005957] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:01.006143] [INFO ] [CONFIGURE ] NIE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:05:01.006188] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3246 tests
[2025-10-11T00:05:01.006222] [INFO ] [CONFIGURE ] NIE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:05:01.006387] [INFO ] [CONFIGURE ] NIE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T00:05:01.171556] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:05:01.336563] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:01.498453] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:05:01.661435] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:05:01.831151] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:05:02.002003] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:02.168819] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:02.339623] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:02.516631] [DEBUG] [FORECASTER] NIE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:05:02.684321] [DEBUG] [FORECASTER] NIE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:05:02.684506] [INFO ] [CONFIGURE ] NIE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:05:02.684553] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3245 tests
[2025-10-11T00:05:02.684624] [INFO ] [CONFIGURE ] NIE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:05:02.684704] [INFO ] [CONFIGURE ] NIE: Best accuracy: 70.00%
[2025-10-11T00:05:02.684749] [INFO ] [CONFIGURE ] NIE: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:05:02.684782] [INFO ] [CONFIGURE ] NIE: Improvement over baseline: 30.00%
[2025-10-11T00:05:02.684810] [INFO ] [CONFIGURE ] NIE: Total time: 45.8 seconds
[2025-10-11T00:05:02.684838] [INFO ] [CONFIGURE ] NIE: Average time per feature: 1.6 seconds
[2025-10-11T00:05:02.684867] [INFO ] [CONFIGURE ] NIE: Average speed: 0.63 features/sec
[2025-10-11T00:05:02.685539] [INFO ] [LOCAL     ] Saved configuration for NIE: 3 features, 70.00% accuracy -> ./output/feature-sets/NIE.json
[2025-10-11T00:05:02.685596] [INFO ] [CONFIGURE ] NIE: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T00:05:02.685665] [INFO ] [sig       ] [109/220] Successfully configured NIE | 0.02 sym/s | Total: 1.3h | ETA: 1.3h
[2025-10-11T00:05:02.685744] [INFO ] [sig       ] [110/220] Configuring NIM...
[2025-10-11T00:05:02.685814] [INFO ] [CONFIGURE ] NIM: Configurate test run.
[2025-10-11T00:05:02.685888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-10-11T00:05:02.702098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIM'.
[2025-10-11T00:05:02.702707] [INFO ] [CONFIGURE ] NIM: Testing with 29 available features
[2025-10-11T00:05:02.702780] [INFO ] [CONFIGURE ] NIM: Establishing baseline with no features...
[2025-10-11T00:05:02.826239] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:02.938577] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:03.053522] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:03.162683] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:03.270503] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:03.381840] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:03.492047] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:03.602677] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:03.722299] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:03.831602] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:03.831764] [INFO ] [CONFIGURE ] NIM: Baseline score (no features): 60.00%
[2025-10-11T00:05:03.831813] [INFO ] [CONFIGURE ] NIM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:05:03.831846] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:05:03.974147] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:05:04.090728] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:04.208833] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:04.331997] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:04.458029] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:04.582134] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:04.705816] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:04.841821] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:04.962414] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:05:05.085176] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:05.085328] [INFO ] [CONFIGURE ] NIM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:05:05.085374] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3244 tests
[2025-10-11T00:05:05.085409] [INFO ] [CONFIGURE ] NIM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:05:05.085440] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:05:05.206111] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:05.331795] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:05.456988] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:05.581259] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:05.705994] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:05.833697] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:05.962958] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:06.089216] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:06.213512] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:05:06.339804] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:06.339961] [INFO ] [CONFIGURE ] NIM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:05:06.340004] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3243 tests
[2025-10-11T00:05:06.340038] [INFO ] [CONFIGURE ] NIM: Testing feature 3/29: add_daily_returns
[2025-10-11T00:05:06.340125] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_daily_returns']
[2025-10-11T00:05:06.446920] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:05:06.555245] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:06.663369] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:06.773625] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:06.898727] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:07.046472] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:07.156840] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:07.265581] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:07.375720] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:07.486584] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:07.486741] [INFO ] [CONFIGURE ] NIM: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:05:07.486793] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3242 tests
[2025-10-11T00:05:07.486828] [INFO ] [CONFIGURE ] NIM: Testing feature 4/29: add_ema
[2025-10-11T00:05:07.486857] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_ema']
[2025-10-11T00:05:07.606760] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:05:07.731337] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:07.857661] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:07.980596] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:08.103097] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:08.226260] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:08.353116] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:08.481156] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:08.610140] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:08.737476] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:08.737697] [INFO ] [CONFIGURE ] NIM: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:05:08.737760] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3241 tests
[2025-10-11T00:05:08.737800] [INFO ] [CONFIGURE ] NIM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:05:08.737832] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:05:08.873912] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:09.007177] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:09.161869] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:09.291084] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:09.420459] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:09.554314] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:09.686789] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:09.835308] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:09.980179] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:10.118463] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:10.118714] [INFO ] [CONFIGURE ] NIM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:05:10.118779] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3240 tests
[2025-10-11T00:05:10.118817] [INFO ] [CONFIGURE ] NIM: Testing feature 6/29: add_failed_moves
[2025-10-11T00:05:10.118872] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_failed_moves']
[2025-10-11T00:05:10.236796] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:10.357174] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:10.475944] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:10.595484] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:10.715831] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:10.830882] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:10.944340] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:11.064151] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:11.187903] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:11.307274] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:11.307460] [INFO ] [CONFIGURE ] NIM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:05:11.307511] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3239 tests
[2025-10-11T00:05:11.307546] [INFO ] [CONFIGURE ] NIM: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:05:11.307577] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_lag_shelf']
[2025-10-11T00:05:11.411399] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:11.515489] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:11.626326] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:11.737861] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:11.849407] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:11.958886] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:12.071448] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:12.183851] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:12.295487] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:12.417583] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:12.417789] [INFO ] [CONFIGURE ] NIM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:05:12.417842] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3238 tests
[2025-10-11T00:05:12.417938] [INFO ] [CONFIGURE ] NIM: Testing feature 8/29: add_macd
[2025-10-11T00:05:12.417981] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:05:12.580783] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:12.734463] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:12.879971] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:13.030811] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:13.179989] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:13.341069] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:13.493453] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:13.642004] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:13.788454] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:13.937859] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:13.938088] [INFO ] [CONFIGURE ] NIM: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:05:13.938136] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3237 tests
[2025-10-11T00:05:13.938172] [INFO ] [CONFIGURE ] NIM: Testing feature 9/29: add_mfi
[2025-10-11T00:05:13.938203] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_mfi']
[2025-10-11T00:05:14.062560] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:14.190368] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:14.311711] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:14.433155] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:14.555767] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:14.679759] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:14.801797] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:14.937514] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:15.086302] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:15.232693] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:15.232967] [INFO ] [CONFIGURE ] NIM: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:05:15.233046] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3236 tests
[2025-10-11T00:05:15.233120] [INFO ] [CONFIGURE ] NIM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:05:15.233192] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:05:15.376441] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:15.510560] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:15.642563] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:15.797984] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:15.935841] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:16.137130] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:16.380705] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:16.556667] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:16.743842] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:16.897848] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:16.898021] [INFO ] [CONFIGURE ] NIM: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:05:16.898065] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3235 tests
[2025-10-11T00:05:16.898101] [INFO ] [CONFIGURE ] NIM: Testing feature 11/29: add_obv_daily
[2025-10-11T00:05:16.898134] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T00:05:17.043451] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:17.181797] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:17.323348] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:17.477437] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:17.620029] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:17.762554] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:17.904473] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:18.045698] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:18.188759] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:18.332342] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:18.332539] [INFO ] [CONFIGURE ] NIM: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:05:18.332585] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3234 tests
[2025-10-11T00:05:18.332621] [INFO ] [CONFIGURE ] NIM: Testing feature 12/29: add_obv_interval
[2025-10-11T00:05:18.332690] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:05:18.483524] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:18.632639] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:18.772569] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:18.916402] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:19.056082] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:19.195349] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:19.333799] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:19.471485] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:19.617195] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:19.757750] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:19.757976] [INFO ] [CONFIGURE ] NIM: KEPT add_obv_interval (score: 80.00%)
[2025-10-11T00:05:19.758024] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3233 tests
[2025-10-11T00:05:19.758060] [INFO ] [CONFIGURE ] NIM: Testing feature 13/29: add_opening_strength
[2025-10-11T00:05:19.758091] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:05:19.914203] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:20.071233] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:20.230916] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:20.386625] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:20.550288] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:20.715322] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:20.880615] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:21.038766] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:21.198549] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:21.358774] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:21.358988] [INFO ] [CONFIGURE ] NIM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:05:21.359034] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3232 tests
[2025-10-11T00:05:21.359069] [INFO ] [CONFIGURE ] NIM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:05:21.359099] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-11T00:05:21.514774] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:21.673144] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:21.833410] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:21.997564] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:22.162913] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:22.329097] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:22.487197] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:22.644074] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:22.803884] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:22.962388] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:22.962536] [INFO ] [CONFIGURE ] NIM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:05:22.962579] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3231 tests
[2025-10-11T00:05:22.962614] [INFO ] [CONFIGURE ] NIM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:05:22.962667] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-11T00:05:23.106326] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:23.256453] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:23.403810] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:23.554603] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:23.701857] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:23.883443] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:24.038416] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:24.188592] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:24.343861] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:24.499379] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:24.499569] [INFO ] [CONFIGURE ] NIM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:05:24.499632] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3230 tests
[2025-10-11T00:05:24.499707] [INFO ] [CONFIGURE ] NIM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:05:24.499748] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-11T00:05:24.655102] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:24.807402] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:24.960355] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:25.123962] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:25.282401] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:25.472461] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:25.633368] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:25.793310] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:25.950246] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:26.113633] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:26.113846] [INFO ] [CONFIGURE ] NIM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:05:26.113893] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3229 tests
[2025-10-11T00:05:26.113928] [INFO ] [CONFIGURE ] NIM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:05:26.113960] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-11T00:05:26.263125] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:26.415881] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:26.570882] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:26.723265] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:26.864457] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:27.006772] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:27.149274] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:27.291812] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:27.434522] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:27.577430] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:27.577613] [INFO ] [CONFIGURE ] NIM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:05:27.577687] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3228 tests
[2025-10-11T00:05:27.577738] [INFO ] [CONFIGURE ] NIM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:05:27.577773] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-11T00:05:27.717707] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:27.857996] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:28.004512] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:28.153106] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:28.299057] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:28.470511] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:28.614376] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:28.759376] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:28.907484] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:29.053329] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:29.053524] [INFO ] [CONFIGURE ] NIM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:05:29.053618] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3227 tests
[2025-10-11T00:05:29.053702] [INFO ] [CONFIGURE ] NIM: Testing feature 20/29: add_price_rejection
[2025-10-11T00:05:29.053746] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_price_rejection']
[2025-10-11T00:05:29.206258] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:29.354496] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:29.506501] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:29.656778] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:29.811589] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:29.967228] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:30.122970] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:30.278067] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:30.443540] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:30.613013] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:30.613194] [INFO ] [CONFIGURE ] NIM: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:05:30.613240] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3226 tests
[2025-10-11T00:05:30.613279] [INFO ] [CONFIGURE ] NIM: Testing feature 21/29: add_range_position
[2025-10-11T00:05:30.613312] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_range_position']
[2025-10-11T00:05:30.777634] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:30.940292] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:31.118390] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:31.278130] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:31.437890] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:31.603625] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:31.763571] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:31.925453] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:32.087219] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:32.249844] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:32.250045] [INFO ] [CONFIGURE ] NIM: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:05:32.250108] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3225 tests
[2025-10-11T00:05:32.250146] [INFO ] [CONFIGURE ] NIM: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:05:32.250177] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_realized_volatility']
[2025-10-11T00:05:32.421114] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:32.592726] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:32.772445] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:32.947789] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:33.123518] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:05:33.297695] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:33.472477] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:33.652451] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:33.831956] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:34.011287] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:34.011511] [INFO ] [CONFIGURE ] NIM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:05:34.011570] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3224 tests
[2025-10-11T00:05:34.011608] [INFO ] [CONFIGURE ] NIM: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:05:34.011661] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_recent_range_context']
[2025-10-11T00:05:34.155289] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:34.299105] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:34.443401] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:34.590103] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:34.735317] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:34.885944] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:35.036608] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:35.189922] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:35.340600] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:35.493964] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:35.494156] [INFO ] [CONFIGURE ] NIM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:05:35.494219] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3223 tests
[2025-10-11T00:05:35.494270] [INFO ] [CONFIGURE ] NIM: Testing feature 24/29: add_rsi
[2025-10-11T00:05:35.494329] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-11T00:05:35.667803] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:35.840932] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:36.014387] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:36.187510] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:36.374621] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:36.551179] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:36.726415] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:36.898952] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:37.078765] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:37.257929] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:37.258099] [INFO ] [CONFIGURE ] NIM: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:05:37.258175] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3222 tests
[2025-10-11T00:05:37.258213] [INFO ] [CONFIGURE ] NIM: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:05:37.258245] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_tick_distribution']
[2025-10-11T00:05:37.407876] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:37.597533] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:37.754352] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:37.906920] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:38.056698] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:38.204397] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:38.352923] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:38.501901] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:38.655998] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:38.821638] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:05:38.821855] [INFO ] [CONFIGURE ] NIM: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:05:38.821903] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3221 tests
[2025-10-11T00:05:38.821941] [INFO ] [CONFIGURE ] NIM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:05:38.821975] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-11T00:05:38.991426] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:39.158786] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:39.309203] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:05:39.459240] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:39.610203] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:39.784380] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:39.962532] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:40.145178] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:40.299062] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:40.453191] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:40.453351] [INFO ] [CONFIGURE ] NIM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:05:40.453395] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3220 tests
[2025-10-11T00:05:40.453430] [INFO ] [CONFIGURE ] NIM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:05:40.453461] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-11T00:05:40.654569] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:40.811227] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:40.964623] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:41.128447] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:41.287715] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:41.448208] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:41.609892] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:41.772034] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:41.937048] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:42.101808] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:42.101982] [INFO ] [CONFIGURE ] NIM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:05:42.102106] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3219 tests
[2025-10-11T00:05:42.102149] [INFO ] [CONFIGURE ] NIM: Testing feature 28/29: add_volume_profile
[2025-10-11T00:05:42.102181] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_profile']
[2025-10-11T00:05:42.255963] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:42.411572] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:42.575260] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:42.738207] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:42.896139] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:43.064873] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:43.217438] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:43.371666] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:05:43.542020] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:43.704239] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:43.704454] [INFO ] [CONFIGURE ] NIM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:05:43.704501] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3218 tests
[2025-10-11T00:05:43.704539] [INFO ] [CONFIGURE ] NIM: Testing feature 29/29: add_vwap
[2025-10-11T00:05:43.704572] [INFO ] [CONFIGURE ] NIM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_vwap']
[2025-10-11T00:05:43.862566] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:05:44.017918] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:05:44.171659] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:05:44.329124] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:05:44.496210] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:05:44.664532] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:05:44.825710] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:44.989825] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:05:45.151805] [DEBUG] [FORECASTER] NIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:45.316497] [DEBUG] [FORECASTER] NIM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:05:45.316692] [INFO ] [CONFIGURE ] NIM: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:05:45.316803] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3217 tests
[2025-10-11T00:05:45.316872] [INFO ] [CONFIGURE ] NIM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:05:45.316929] [INFO ] [CONFIGURE ] NIM: Best accuracy: 80.00%
[2025-10-11T00:05:45.316966] [INFO ] [CONFIGURE ] NIM: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:05:45.316997] [INFO ] [CONFIGURE ] NIM: Improvement over baseline: 20.00%
[2025-10-11T00:05:45.317024] [INFO ] [CONFIGURE ] NIM: Total time: 41.5 seconds
[2025-10-11T00:05:45.317087] [INFO ] [CONFIGURE ] NIM: Average time per feature: 1.5 seconds
[2025-10-11T00:05:45.317129] [INFO ] [CONFIGURE ] NIM: Average speed: 0.70 features/sec
[2025-10-11T00:05:45.317811] [INFO ] [LOCAL     ] Saved configuration for NIM: 3 features, 80.00% accuracy -> ./output/feature-sets/NIM.json
[2025-10-11T00:05:45.317867] [INFO ] [CONFIGURE ] NIM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:05:45.317918] [INFO ] [sig       ] [110/220] Successfully configured NIM | 0.02 sym/s | Total: 1.3h | ETA: 1.3h
[2025-10-11T00:05:45.317995] [INFO ] [sig       ] [111/220] Configuring NINE...
[2025-10-11T00:05:45.318064] [INFO ] [CONFIGURE ] NINE: Configurate test run.
[2025-10-11T00:05:45.318137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-10-11T00:05:45.332521] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NINE'.
[2025-10-11T00:05:45.332975] [INFO ] [CONFIGURE ] NINE: Testing with 29 available features
[2025-10-11T00:05:45.333032] [INFO ] [CONFIGURE ] NINE: Establishing baseline with no features...
[2025-10-11T00:05:45.445975] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:45.552111] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:45.658792] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:45.766560] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:45.874253] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:45.985316] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:46.098118] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:46.210742] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:46.329560] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:46.442057] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:46.442228] [INFO ] [CONFIGURE ] NINE: Baseline score (no features): 40.00%
[2025-10-11T00:05:46.442273] [INFO ] [CONFIGURE ] NINE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:05:46.442306] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:05:46.562366] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:46.709588] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:46.830687] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:46.951186] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:47.074509] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:47.190977] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:47.308146] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:47.425454] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:47.542999] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:47.660997] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:47.661167] [INFO ] [CONFIGURE ] NINE: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:05:47.661213] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3216 tests
[2025-10-11T00:05:47.661248] [INFO ] [CONFIGURE ] NINE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:05:47.661278] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:05:47.780446] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:47.899525] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.017774] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.136454] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.255708] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:48.376071] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:48.500771] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.629894] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.759857] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:48.890330] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:48.890563] [INFO ] [CONFIGURE ] NINE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:05:48.890614] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3215 tests
[2025-10-11T00:05:48.890675] [INFO ] [CONFIGURE ] NINE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:05:48.890728] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_daily_returns']
[2025-10-11T00:05:49.013985] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:49.143018] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:49.262996] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:49.385018] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:49.499597] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:49.608070] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:49.735430] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:49.844092] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:49.956469] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:05:50.066787] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:50.066944] [INFO ] [CONFIGURE ] NINE: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:05:50.066988] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3214 tests
[2025-10-11T00:05:50.067023] [INFO ] [CONFIGURE ] NINE: Testing feature 4/29: add_ema
[2025-10-11T00:05:50.067098] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_ema']
[2025-10-11T00:05:50.186945] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:50.305597] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:50.428028] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:50.550752] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:50.671719] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:50.794133] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:50.915799] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:51.042119] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:51.171026] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:51.295962] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:51.296181] [INFO ] [CONFIGURE ] NINE: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:05:51.296231] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3213 tests
[2025-10-11T00:05:51.296268] [INFO ] [CONFIGURE ] NINE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:05:51.296299] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:05:51.424174] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:51.551558] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:51.682450] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:51.813941] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:51.947870] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:52.082548] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:52.218795] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:52.353404] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:52.492637] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:52.628102] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:52.628319] [INFO ] [CONFIGURE ] NINE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:05:52.628369] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3212 tests
[2025-10-11T00:05:52.628405] [INFO ] [CONFIGURE ] NINE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:05:52.628434] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_failed_moves']
[2025-10-11T00:05:52.767860] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:52.878637] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:52.993076] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:53.105787] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:53.218499] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:53.336571] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:53.451083] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:53.568698] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:53.685458] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:53.803595] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:53.803811] [INFO ] [CONFIGURE ] NINE: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T00:05:53.803898] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3211 tests
[2025-10-11T00:05:53.803939] [INFO ] [CONFIGURE ] NINE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:05:53.803971] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_lag_shelf']
[2025-10-11T00:05:53.907210] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:54.014948] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:54.113928] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:54.216765] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:54.321321] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:54.423348] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:54.524364] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:54.631064] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:54.737562] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:54.838237] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:54.838372] [INFO ] [CONFIGURE ] NINE: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T00:05:54.838415] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3210 tests
[2025-10-11T00:05:54.838449] [INFO ] [CONFIGURE ] NINE: Testing feature 8/29: add_macd
[2025-10-11T00:05:54.838480] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:05:54.974397] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:55.111636] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:55.250470] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:55.393639] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:55.533291] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:55.671944] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:55.815797] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:55.959327] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:56.100419] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:56.243490] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:56.243687] [INFO ] [CONFIGURE ] NINE: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:05:56.243747] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3209 tests
[2025-10-11T00:05:56.243785] [INFO ] [CONFIGURE ] NINE: Testing feature 9/29: add_mfi
[2025-10-11T00:05:56.243816] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_mfi']
[2025-10-11T00:05:56.356435] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:56.476346] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:56.593712] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:56.708905] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:56.824922] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:56.940831] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:57.060200] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:57.175973] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:57.293506] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:57.411300] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:57.411479] [INFO ] [CONFIGURE ] NINE: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T00:05:57.411523] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3208 tests
[2025-10-11T00:05:57.411559] [INFO ] [CONFIGURE ] NINE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:05:57.411590] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:05:57.545559] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:57.679174] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:57.812622] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:57.946524] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:58.081188] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:58.219971] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:58.356405] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:58.492459] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:58.638074] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:58.815565] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:58.815767] [INFO ] [CONFIGURE ] NINE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:05:58.815821] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3207 tests
[2025-10-11T00:05:58.815856] [INFO ] [CONFIGURE ] NINE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:05:58.815887] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_obv_daily']
[2025-10-11T00:05:58.923075] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:05:59.033152] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:05:59.141568] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:05:59.250739] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:05:59.382023] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:05:59.506116] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:05:59.624391] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:05:59.742202] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:05:59.859140] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:05:59.981059] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:05:59.981304] [INFO ] [CONFIGURE ] NINE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:05:59.981366] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3206 tests
[2025-10-11T00:05:59.981405] [INFO ] [CONFIGURE ] NINE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:05:59.981435] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_obv_interval']
[2025-10-11T00:06:00.091766] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:00.202307] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:00.316535] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:00.436729] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:00.558853] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:00.675030] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:00.792093] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:00.909446] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:01.028013] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:01.152868] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:01.153110] [INFO ] [CONFIGURE ] NINE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:06:01.153167] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3205 tests
[2025-10-11T00:06:01.153205] [INFO ] [CONFIGURE ] NINE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:06:01.153238] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:06:01.276060] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:01.405327] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:01.570472] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:01.723510] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:01.873806] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:01.992403] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:02.113862] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:02.240044] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:02.365000] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:06:02.491543] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:02.491733] [INFO ] [CONFIGURE ] NINE: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T00:06:02.491789] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3204 tests
[2025-10-11T00:06:02.491827] [INFO ] [CONFIGURE ] NINE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:06:02.491859] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:06:02.619139] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:02.748760] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:02.887634] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:06:03.035301] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:03.182633] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:03.331844] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:03.487963] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:03.631750] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:03.777918] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:03.924629] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:03.924833] [INFO ] [CONFIGURE ] NINE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:06:03.924903] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3203 tests
[2025-10-11T00:06:03.924963] [INFO ] [CONFIGURE ] NINE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:06:03.924998] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:06:04.048114] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:04.165678] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:04.286006] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:04.408334] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:04.521357] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:04.628542] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:04.736991] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:04.856748] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:04.965565] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:05.074961] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:05.075140] [INFO ] [CONFIGURE ] NINE: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:06:05.075202] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3202 tests
[2025-10-11T00:06:05.075239] [INFO ] [CONFIGURE ] NINE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:06:05.075270] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:06:05.192894] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:05.306727] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:05.419982] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:06:05.535820] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:05.651115] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:05.773398] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:05.889052] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.005753] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.123809] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.243100] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.243259] [INFO ] [CONFIGURE ] NINE: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-11T00:06:06.243305] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3201 tests
[2025-10-11T00:06:06.243342] [INFO ] [CONFIGURE ] NINE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:06:06.243375] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:06:06.368773] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:06.506141] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.643431] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:06.769058] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:06.910479] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:07.041275] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:07.173225] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:07.299109] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:07.431240] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:07.560265] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:07.560385] [INFO ] [CONFIGURE ] NINE: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T00:06:07.560428] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3200 tests
[2025-10-11T00:06:07.560462] [INFO ] [CONFIGURE ] NINE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:06:07.560492] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:06:07.670803] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:07.780321] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:07.899106] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:08.013994] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:08.126484] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:08.238777] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:08.350635] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:08.463920] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:08.578321] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:08.697681] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:08.697842] [INFO ] [CONFIGURE ] NINE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T00:06:08.697899] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3199 tests
[2025-10-11T00:06:08.697935] [INFO ] [CONFIGURE ] NINE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:06:08.697964] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:06:08.807477] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:08.917328] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:09.027668] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:09.139608] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:09.256338] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:09.370226] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:09.482868] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:09.596022] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:09.711160] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:09.831810] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:09.831946] [INFO ] [CONFIGURE ] NINE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-11T00:06:09.832049] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3198 tests
[2025-10-11T00:06:09.832103] [INFO ] [CONFIGURE ] NINE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:06:09.832134] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_price_rejection']
[2025-10-11T00:06:09.951823] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:10.072014] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:10.192660] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:10.314339] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:10.444853] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:10.568156] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:10.689811] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:10.812824] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:10.941845] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:11.067275] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:11.067428] [INFO ] [CONFIGURE ] NINE: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:06:11.067471] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3197 tests
[2025-10-11T00:06:11.067505] [INFO ] [CONFIGURE ] NINE: Testing feature 21/29: add_range_position
[2025-10-11T00:06:11.067536] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_range_position']
[2025-10-11T00:06:11.197622] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:11.326317] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:11.457471] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:06:11.582579] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:11.706423] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:11.835607] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:11.974526] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:12.112037] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:12.244911] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:06:12.375801] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:12.375954] [INFO ] [CONFIGURE ] NINE: DISCARDED add_range_position (score: 20.00%)
[2025-10-11T00:06:12.375998] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3196 tests
[2025-10-11T00:06:12.376034] [INFO ] [CONFIGURE ] NINE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:06:12.376064] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility']
[2025-10-11T00:06:12.520840] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:12.663320] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:12.807828] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:12.951807] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:06:13.098172] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:13.245421] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:13.392574] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:13.541818] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:13.690380] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:13.838357] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:13.838529] [INFO ] [CONFIGURE ] NINE: KEPT add_realized_volatility (score: 50.00%)
[2025-10-11T00:06:13.838575] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3195 tests
[2025-10-11T00:06:13.838615] [INFO ] [CONFIGURE ] NINE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:06:13.838676] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-11T00:06:13.993561] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:14.148619] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:06:14.306164] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:14.469794] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:14.635136] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:14.801401] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:14.966368] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:15.131921] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:15.301612] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:15.477945] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:15.478112] [INFO ] [CONFIGURE ] NINE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:06:15.478157] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3194 tests
[2025-10-11T00:06:15.478198] [INFO ] [CONFIGURE ] NINE: Testing feature 24/29: add_rsi
[2025-10-11T00:06:15.478270] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-11T00:06:15.655161] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:15.834825] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:16.019530] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:16.201151] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:16.380865] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:16.560035] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:16.739392] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:16.924787] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:17.113989] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:06:17.296598] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:17.296831] [INFO ] [CONFIGURE ] NINE: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T00:06:17.296883] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3193 tests
[2025-10-11T00:06:17.296921] [INFO ] [CONFIGURE ] NINE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:06:17.296953] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-10-11T00:06:17.453089] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:17.618338] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:17.781665] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:17.945812] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:18.109264] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:18.269549] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:18.428520] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:18.594089] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:18.758181] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:18.918262] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:18.918410] [INFO ] [CONFIGURE ] NINE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:06:18.918453] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3192 tests
[2025-10-11T00:06:18.918487] [INFO ] [CONFIGURE ] NINE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:06:18.918517] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-11T00:06:19.074241] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:19.229435] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:19.391145] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:19.555974] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:19.721017] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:19.881426] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:20.051747] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:20.210422] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:20.370504] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:20.542088] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:20.542297] [INFO ] [CONFIGURE ] NINE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:06:20.542345] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3191 tests
[2025-10-11T00:06:20.542382] [INFO ] [CONFIGURE ] NINE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:06:20.542415] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-10-11T00:06:20.716285] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:20.895306] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:21.083233] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:21.263711] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:21.432611] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:21.605471] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:21.777175] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:21.947830] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:22.121525] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:22.301852] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:22.302027] [INFO ] [CONFIGURE ] NINE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:06:22.302072] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3190 tests
[2025-10-11T00:06:22.302109] [INFO ] [CONFIGURE ] NINE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:06:22.302140] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-10-11T00:06:22.468269] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:22.633756] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:22.807240] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:22.989493] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:06:23.173551] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:23.337553] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:23.504313] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:23.676432] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:23.896510] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:24.140448] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:24.140882] [INFO ] [CONFIGURE ] NINE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:06:24.140953] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3189 tests
[2025-10-11T00:06:24.141007] [INFO ] [CONFIGURE ] NINE: Testing feature 29/29: add_vwap
[2025-10-11T00:06:24.141067] [INFO ] [CONFIGURE ] NINE: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-10-11T00:06:24.379329] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:06:24.620124] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:06:24.836672] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:06:25.018308] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:06:25.193603] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:06:25.382967] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:25.554026] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:25.718950] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:06:25.888915] [DEBUG] [FORECASTER] NINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:26.055098] [DEBUG] [FORECASTER] NINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:26.055329] [INFO ] [CONFIGURE ] NINE: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:06:26.055376] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3188 tests
[2025-10-11T00:06:26.055440] [INFO ] [CONFIGURE ] NINE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:06:26.055497] [INFO ] [CONFIGURE ] NINE: Best accuracy: 50.00%
[2025-10-11T00:06:26.055532] [INFO ] [CONFIGURE ] NINE: Best feature set (1 features): ['add_realized_volatility']
[2025-10-11T00:06:26.055561] [INFO ] [CONFIGURE ] NINE: Improvement over baseline: 10.00%
[2025-10-11T00:06:26.055610] [INFO ] [CONFIGURE ] NINE: Total time: 39.6 seconds
[2025-10-11T00:06:26.055639] [INFO ] [CONFIGURE ] NINE: Average time per feature: 1.4 seconds
[2025-10-11T00:06:26.055715] [INFO ] [CONFIGURE ] NINE: Average speed: 0.73 features/sec
[2025-10-11T00:06:26.056437] [INFO ] [LOCAL     ] Saved configuration for NINE: 1 features, 50.00% accuracy -> ./output/feature-sets/NINE.json
[2025-10-11T00:06:26.056492] [INFO ] [CONFIGURE ] NINE: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-11T00:06:26.056545] [INFO ] [sig       ] [111/220] Successfully configured NINE | 0.02 sym/s | Total: 1.3h | ETA: 1.3h
[2025-10-11T00:06:26.056623] [INFO ] [sig       ] [112/220] Configuring NIO...
[2025-10-11T00:06:26.056716] [INFO ] [CONFIGURE ] NIO: Configurate test run.
[2025-10-11T00:06:26.056790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-10-11T00:06:26.074251] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIO'.
[2025-10-11T00:06:26.075034] [INFO ] [CONFIGURE ] NIO: Testing with 29 available features
[2025-10-11T00:06:26.075094] [INFO ] [CONFIGURE ] NIO: Establishing baseline with no features...
[2025-10-11T00:06:26.193462] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:26.308756] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:26.431521] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:26.555564] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:26.680754] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:26.801882] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:26.930470] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:27.067956] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:27.194849] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:27.324283] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:27.324505] [INFO ] [CONFIGURE ] NIO: Baseline score (no features): 50.00%
[2025-10-11T00:06:27.324574] [INFO ] [CONFIGURE ] NIO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:06:27.324635] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:06:27.459016] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:27.595910] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:27.735923] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:27.857389] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:27.986876] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:28.122839] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:28.262137] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:28.402062] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:28.539110] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:28.682829] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:28.683122] [INFO ] [CONFIGURE ] NIO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:06:28.683189] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3187 tests
[2025-10-11T00:06:28.683310] [INFO ] [CONFIGURE ] NIO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:06:28.683367] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:06:28.819438] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:28.953279] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:29.092036] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:29.228066] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:29.363536] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:29.506854] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:29.644404] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:29.775294] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:29.909277] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:06:30.041420] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:30.041582] [INFO ] [CONFIGURE ] NIO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:06:30.041626] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3186 tests
[2025-10-11T00:06:30.041698] [INFO ] [CONFIGURE ] NIO: Testing feature 3/29: add_daily_returns
[2025-10-11T00:06:30.041743] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_daily_returns']
[2025-10-11T00:06:30.160154] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:30.274801] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:30.388564] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:30.503156] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:30.619319] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:30.736228] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:30.863580] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:30.981337] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:31.100060] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:31.222579] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:31.222789] [INFO ] [CONFIGURE ] NIO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:06:31.222843] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3185 tests
[2025-10-11T00:06:31.222880] [INFO ] [CONFIGURE ] NIO: Testing feature 4/29: add_ema
[2025-10-11T00:06:31.222912] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_ema']
[2025-10-11T00:06:31.352019] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:31.485573] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:31.614943] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:31.747012] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:31.881554] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:32.019955] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:32.157493] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:32.304405] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:32.454283] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:32.591717] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:32.591969] [INFO ] [CONFIGURE ] NIO: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:06:32.592022] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3184 tests
[2025-10-11T00:06:32.592227] [INFO ] [CONFIGURE ] NIO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:06:32.592268] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:06:32.730607] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:32.873278] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:33.017162] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:33.154802] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:33.290943] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:33.429845] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:33.568275] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:06:33.712201] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:33.851921] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:33.992071] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:33.992274] [INFO ] [CONFIGURE ] NIO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:06:33.992336] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3183 tests
[2025-10-11T00:06:33.992376] [INFO ] [CONFIGURE ] NIO: Testing feature 6/29: add_failed_moves
[2025-10-11T00:06:33.992407] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_failed_moves']
[2025-10-11T00:06:34.110408] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:34.228798] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:34.352602] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:34.474055] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:34.596030] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:34.719144] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:34.843355] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:34.966501] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:35.096503] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:35.260404] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:35.260568] [INFO ] [CONFIGURE ] NIO: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:06:35.260612] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3182 tests
[2025-10-11T00:06:35.260667] [INFO ] [CONFIGURE ] NIO: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:06:35.260723] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_lag_shelf']
[2025-10-11T00:06:35.371034] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:35.480614] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:35.594046] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:35.710624] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:35.824435] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:35.937392] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:36.050086] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:36.163346] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:36.286303] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:36.418099] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:36.418319] [INFO ] [CONFIGURE ] NIO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:06:36.418401] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3181 tests
[2025-10-11T00:06:36.418461] [INFO ] [CONFIGURE ] NIO: Testing feature 8/29: add_macd
[2025-10-11T00:06:36.418501] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:06:36.570852] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:36.721418] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:36.870717] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:37.019858] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:37.175593] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:37.340014] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:37.510499] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:37.661026] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:37.815596] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:37.967475] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:37.967639] [INFO ] [CONFIGURE ] NIO: KEPT add_macd (score: 70.00%)
[2025-10-11T00:06:37.967723] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3180 tests
[2025-10-11T00:06:37.967764] [INFO ] [CONFIGURE ] NIO: Testing feature 9/29: add_mfi
[2025-10-11T00:06:37.967796] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:06:38.130226] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:38.327440] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:38.494932] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:38.661996] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:38.842753] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:39.004843] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:39.166862] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:39.330915] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:39.490444] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:39.651706] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:39.651936] [INFO ] [CONFIGURE ] NIO: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:06:39.652067] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3179 tests
[2025-10-11T00:06:39.652189] [INFO ] [CONFIGURE ] NIO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:06:39.652243] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:06:39.820250] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:06:39.993951] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:40.172418] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:40.346613] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:40.520187] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:06:40.698353] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:06:40.890607] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:41.081458] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:06:41.284845] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:41.496949] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:41.497235] [INFO ] [CONFIGURE ] NIO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:06:41.497303] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3178 tests
[2025-10-11T00:06:41.497348] [INFO ] [CONFIGURE ] NIO: Testing feature 11/29: add_obv_daily
[2025-10-11T00:06:41.497383] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:06:41.678917] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:41.840984] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:42.002928] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:42.164354] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:42.326810] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:42.497763] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:42.662368] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:42.828824] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:42.993393] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:43.158958] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:43.159131] [INFO ] [CONFIGURE ] NIO: KEPT add_obv_daily (score: 80.00%)
[2025-10-11T00:06:43.159177] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3177 tests
[2025-10-11T00:06:43.159211] [INFO ] [CONFIGURE ] NIO: Testing feature 12/29: add_obv_interval
[2025-10-11T00:06:43.159241] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:06:43.327795] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:43.492601] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:43.659311] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:43.821965] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:43.990789] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:44.158956] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:44.333532] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:44.503290] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:44.677193] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:44.845816] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:44.846022] [INFO ] [CONFIGURE ] NIO: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:06:44.846067] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3176 tests
[2025-10-11T00:06:44.846103] [INFO ] [CONFIGURE ] NIO: Testing feature 13/29: add_opening_strength
[2025-10-11T00:06:44.846135] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:06:45.021807] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:45.198736] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:06:45.379775] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:45.556722] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:06:45.734421] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:45.917929] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:46.115023] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:46.301094] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:46.486854] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:46.683826] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:06:46.684012] [INFO ] [CONFIGURE ] NIO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:06:46.684055] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3175 tests
[2025-10-11T00:06:46.684091] [INFO ] [CONFIGURE ] NIO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:06:46.684124] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:06:46.868909] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:47.050084] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:47.230922] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:47.450909] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:47.625346] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:47.801807] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:47.977473] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:48.152823] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:48.331996] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:48.512317] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:48.512575] [INFO ] [CONFIGURE ] NIO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:06:48.512628] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3174 tests
[2025-10-11T00:06:48.512704] [INFO ] [CONFIGURE ] NIO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:06:48.512748] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:06:48.673530] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:48.833722] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:48.996235] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:49.165539] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:49.339624] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:49.524454] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:49.705366] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:49.873779] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:50.042112] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:50.208039] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:50.208202] [INFO ] [CONFIGURE ] NIO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:06:50.208245] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3173 tests
[2025-10-11T00:06:50.208280] [INFO ] [CONFIGURE ] NIO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:06:50.208311] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:06:50.378197] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:50.548009] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:50.716236] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:50.892354] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:51.062322] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:51.246322] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:51.421735] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:51.592264] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:51.763739] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:51.968155] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:51.968344] [INFO ] [CONFIGURE ] NIO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:06:51.968388] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3172 tests
[2025-10-11T00:06:51.968425] [INFO ] [CONFIGURE ] NIO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:06:51.968457] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-11T00:06:52.144317] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:52.319173] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:52.494476] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:52.670479] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:52.843866] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:53.015351] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:53.189934] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:53.367706] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:53.545557] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:53.724853] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:53.725040] [INFO ] [CONFIGURE ] NIO: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:06:53.725084] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3171 tests
[2025-10-11T00:06:53.725121] [INFO ] [CONFIGURE ] NIO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:06:53.725153] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-11T00:06:53.887691] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:54.050929] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:54.219805] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:54.394260] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:54.567430] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:54.739298] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:54.911889] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:55.087271] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:55.262571] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:55.438201] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:55.438439] [INFO ] [CONFIGURE ] NIO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:06:55.438486] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3170 tests
[2025-10-11T00:06:55.438522] [INFO ] [CONFIGURE ] NIO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:06:55.438561] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-11T00:06:55.615671] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:55.788141] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:55.959595] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:56.140950] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:56.313839] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:56.517591] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:56.687059] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:56.858393] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:57.040446] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:57.226899] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:57.227238] [INFO ] [CONFIGURE ] NIO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:06:57.227305] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3169 tests
[2025-10-11T00:06:57.227346] [INFO ] [CONFIGURE ] NIO: Testing feature 20/29: add_price_rejection
[2025-10-11T00:06:57.227378] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-11T00:06:57.407931] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:57.599712] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:57.768583] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:57.941320] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:58.115075] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:06:58.289035] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:06:58.463978] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:06:58.643794] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:06:58.820290] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:06:59.006198] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:06:59.006455] [INFO ] [CONFIGURE ] NIO: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:06:59.006505] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3168 tests
[2025-10-11T00:06:59.006545] [INFO ] [CONFIGURE ] NIO: Testing feature 21/29: add_range_position
[2025-10-11T00:06:59.006579] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-11T00:06:59.204241] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:06:59.385957] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:06:59.601076] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:06:59.795498] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:06:59.980482] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:00.176754] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:00.362802] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:00.573225] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:00.792310] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:00.979207] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:00.979387] [INFO ] [CONFIGURE ] NIO: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:07:00.979431] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3167 tests
[2025-10-11T00:07:00.979467] [INFO ] [CONFIGURE ] NIO: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:07:00.979498] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-11T00:07:01.177330] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:01.368411] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:07:01.562571] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:01.762604] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:01.949795] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:02.138079] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:02.322828] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:02.518451] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:02.707992] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:02.900160] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:02.900348] [INFO ] [CONFIGURE ] NIO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:07:02.900405] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3166 tests
[2025-10-11T00:07:02.900443] [INFO ] [CONFIGURE ] NIO: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:07:02.900474] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-11T00:07:03.058875] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:03.217573] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:03.375532] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:03.535465] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:03.708713] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:03.879505] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:04.046920] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:04.215530] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:04.385557] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:04.562745] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:04.563522] [INFO ] [CONFIGURE ] NIO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:07:04.563581] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3165 tests
[2025-10-11T00:07:04.563631] [INFO ] [CONFIGURE ] NIO: Testing feature 24/29: add_rsi
[2025-10-11T00:07:04.563711] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-11T00:07:04.744636] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:04.927234] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:07:05.214428] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:05.395060] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:05.578209] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:05.762301] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:05.953755] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:06.130617] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:06.310948] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:06.491639] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:06.491860] [INFO ] [CONFIGURE ] NIO: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:07:06.491922] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3164 tests
[2025-10-11T00:07:06.491961] [INFO ] [CONFIGURE ] NIO: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:07:06.491993] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-11T00:07:06.650297] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:06.813422] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:06.980316] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:07.152430] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:07.326449] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:07.502931] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:07.674122] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:07.845935] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:08.019536] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:08.199325] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:08.199520] [INFO ] [CONFIGURE ] NIO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:07:08.199570] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3163 tests
[2025-10-11T00:07:08.199607] [INFO ] [CONFIGURE ] NIO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:07:08.199662] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-11T00:07:08.379506] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:08.552885] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:08.725450] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:08.901796] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:09.082231] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:09.256884] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:09.432896] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:09.611319] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:09.792726] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:09.980599] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:09.980795] [INFO ] [CONFIGURE ] NIO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:07:09.980847] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3162 tests
[2025-10-11T00:07:09.980905] [INFO ] [CONFIGURE ] NIO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:07:09.980970] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-11T00:07:10.167941] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:07:10.348209] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:10.523146] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:10.695240] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:10.874095] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:11.051694] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:11.230659] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:11.412190] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:11.588838] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:11.769202] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:11.769394] [INFO ] [CONFIGURE ] NIO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:07:11.769502] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3161 tests
[2025-10-11T00:07:11.769557] [INFO ] [CONFIGURE ] NIO: Testing feature 28/29: add_volume_profile
[2025-10-11T00:07:11.769591] [INFO ] [CONFIGURE ] NIO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile']
[2025-10-11T00:07:11.934717] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:07:12.104862] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:07:12.272483] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:12.437754] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:12.607418] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:07:12.774361] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:07:12.946049] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:13.113791] [DEBUG] [FORECASTER] NIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:07:13.286992] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:13.456563] [DEBUG] [FORECASTER] NIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:07:13.456787] [INFO ] [CONFIGURE ] NIO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:07:13.456850] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3160 tests
[2025-10-11T00:07:13.456903] [INFO ] [CONFIGURE ] NIO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:07:13.457016] [INFO ] [CONFIGURE ] NIO: Best accuracy: 80.00%
[2025-10-11T00:07:13.457084] [INFO ] [CONFIGURE ] NIO: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:07:13.457127] [INFO ] [CONFIGURE ] NIO: Improvement over baseline: 30.00%
[2025-10-11T00:07:13.457155] [INFO ] [CONFIGURE ] NIO: Total time: 46.1 seconds
[2025-10-11T00:07:13.457183] [INFO ] [CONFIGURE ] NIO: Average time per feature: 1.6 seconds
[2025-10-11T00:07:13.457210] [INFO ] [CONFIGURE ] NIO: Average speed: 0.63 features/sec
[2025-10-11T00:07:13.457768] [INFO ] [LOCAL     ] Saved configuration for NIO: 3 features, 80.00% accuracy -> ./output/feature-sets/NIO.json
[2025-10-11T00:07:13.457823] [INFO ] [CONFIGURE ] NIO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:07:13.457878] [INFO ] [sig       ] [112/220] Successfully configured NIO | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:07:13.457955] [INFO ] [sig       ] [113/220] Configuring NKX...
[2025-10-11T00:07:13.458026] [INFO ] [CONFIGURE ] NKX: Configurate test run.
[2025-10-11T00:07:13.458100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-10-11T00:07:13.474360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NKX'.
[2025-10-11T00:07:13.474737] [INFO ] [CONFIGURE ] NKX: Testing with 29 available features
[2025-10-11T00:07:13.474802] [INFO ] [CONFIGURE ] NKX: Establishing baseline with no features...
[2025-10-11T00:07:13.585802] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:13.688790] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:13.789469] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:07:13.889968] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:13.991181] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:14.092601] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:14.197315] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:14.304298] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:14.412745] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:07:14.516812] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:14.516945] [INFO ] [CONFIGURE ] NKX: Baseline score (no features): 30.00%
[2025-10-11T00:07:14.516986] [INFO ] [CONFIGURE ] NKX: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:07:14.517018] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:07:14.629018] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:14.741731] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:14.854483] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:14.967434] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:15.083061] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:15.204818] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:15.323042] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:15.438111] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:15.553496] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:07:15.670476] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:15.670615] [INFO ] [CONFIGURE ] NKX: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-11T00:07:15.670687] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3159 tests
[2025-10-11T00:07:15.670737] [INFO ] [CONFIGURE ] NKX: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:07:15.670770] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:07:15.801345] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:15.936270] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:16.083298] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:16.225872] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:16.413848] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:16.611193] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:16.811248] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:16.986713] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:17.170475] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:07:17.338559] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:17.338773] [INFO ] [CONFIGURE ] NKX: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:07:17.338848] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3158 tests
[2025-10-11T00:07:17.338911] [INFO ] [CONFIGURE ] NKX: Testing feature 3/29: add_daily_returns
[2025-10-11T00:07:17.338948] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:07:17.488451] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:17.631717] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:17.768414] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:17.911979] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:18.054791] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:18.201568] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:18.348875] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:18.495062] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:18.644329] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:07:18.791115] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:18.791283] [INFO ] [CONFIGURE ] NKX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:07:18.791326] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3157 tests
[2025-10-11T00:07:18.791360] [INFO ] [CONFIGURE ] NKX: Testing feature 4/29: add_ema
[2025-10-11T00:07:18.791455] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T00:07:18.949099] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:19.106043] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:19.262305] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:19.418720] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:07:19.577620] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:19.739297] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:19.904188] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:20.062302] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:20.221090] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:07:20.377671] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:20.377847] [INFO ] [CONFIGURE ] NKX: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:07:20.377891] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3156 tests
[2025-10-11T00:07:20.377925] [INFO ] [CONFIGURE ] NKX: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:07:20.377956] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:07:20.539870] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:20.704302] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:20.876123] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:21.044432] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:21.210478] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:21.373934] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:21.535062] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:21.695785] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:21.864021] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:22.026815] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:22.027106] [INFO ] [CONFIGURE ] NKX: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:07:22.027166] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3155 tests
[2025-10-11T00:07:22.027204] [INFO ] [CONFIGURE ] NKX: Testing feature 6/29: add_failed_moves
[2025-10-11T00:07:22.027236] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T00:07:22.193899] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:22.365403] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:22.536981] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:22.707459] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:22.880114] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:23.052299] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:23.224399] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:23.396000] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:23.564223] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:23.736263] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:23.736434] [INFO ] [CONFIGURE ] NKX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:07:23.736476] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3154 tests
[2025-10-11T00:07:23.736511] [INFO ] [CONFIGURE ] NKX: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:07:23.736544] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T00:07:23.903358] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:24.071354] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:24.238618] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:24.402278] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:24.566974] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:24.735636] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:24.904783] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:25.070623] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:25.254708] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:25.447949] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:25.448177] [INFO ] [CONFIGURE ] NKX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:07:25.448254] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3153 tests
[2025-10-11T00:07:25.448298] [INFO ] [CONFIGURE ] NKX: Testing feature 8/29: add_macd
[2025-10-11T00:07:25.448333] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:07:25.655948] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:25.863514] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:26.047459] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:26.236340] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:26.425112] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:26.611213] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:26.824330] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:27.053973] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:27.278235] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:27.476191] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:27.476441] [INFO ] [CONFIGURE ] NKX: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:07:27.476492] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3152 tests
[2025-10-11T00:07:27.476529] [INFO ] [CONFIGURE ] NKX: Testing feature 9/29: add_mfi
[2025-10-11T00:07:27.476560] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T00:07:27.660867] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:27.843012] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:28.024758] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:28.205820] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:28.388274] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:28.572450] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:28.755160] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:28.940505] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:29.121936] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:29.305627] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:29.305834] [INFO ] [CONFIGURE ] NKX: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:07:29.305881] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3151 tests
[2025-10-11T00:07:29.305917] [INFO ] [CONFIGURE ] NKX: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:07:29.305948] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:07:29.498593] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:29.691908] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:29.915618] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:30.113389] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:30.309111] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:30.507013] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:30.704193] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:30.905213] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:31.107228] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:31.306859] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:31.307102] [INFO ] [CONFIGURE ] NKX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:07:31.307164] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3150 tests
[2025-10-11T00:07:31.307202] [INFO ] [CONFIGURE ] NKX: Testing feature 11/29: add_obv_daily
[2025-10-11T00:07:31.307234] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T00:07:31.500272] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:31.700682] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:31.906197] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:32.107184] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:32.293530] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:32.473434] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:32.653251] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:32.832015] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:33.012346] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:33.191353] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:33.191533] [INFO ] [CONFIGURE ] NKX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:07:33.191577] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3149 tests
[2025-10-11T00:07:33.191613] [INFO ] [CONFIGURE ] NKX: Testing feature 12/29: add_obv_interval
[2025-10-11T00:07:33.191665] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T00:07:33.360875] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:33.532509] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:33.708215] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:33.880535] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:34.056190] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:34.229213] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:34.403077] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:34.576472] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:34.751960] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:34.927005] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:34.927195] [INFO ] [CONFIGURE ] NKX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:07:34.927243] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3148 tests
[2025-10-11T00:07:34.927279] [INFO ] [CONFIGURE ] NKX: Testing feature 13/29: add_opening_strength
[2025-10-11T00:07:34.927310] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:07:35.110563] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:35.293990] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:35.481540] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:35.670791] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:35.859353] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:36.053903] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:36.245025] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:36.436305] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:36.628259] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:36.819891] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:36.820063] [INFO ] [CONFIGURE ] NKX: KEPT add_opening_strength (score: 80.00%)
[2025-10-11T00:07:36.820108] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3147 tests
[2025-10-11T00:07:36.820146] [INFO ] [CONFIGURE ] NKX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:07:36.820178] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-11T00:07:37.055995] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:37.266605] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:37.472016] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:37.679553] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:37.888931] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:38.101021] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:38.313841] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:38.530080] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:38.738232] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:38.980575] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:38.980764] [INFO ] [CONFIGURE ] NKX: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:07:38.980821] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3146 tests
[2025-10-11T00:07:38.980864] [INFO ] [CONFIGURE ] NKX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:07:38.980897] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-11T00:07:39.167221] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:39.357721] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:39.546442] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:39.736448] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:39.931291] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:40.122798] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:40.314314] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:40.508211] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:40.698975] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:40.885141] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:40.885316] [INFO ] [CONFIGURE ] NKX: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:07:40.885360] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3145 tests
[2025-10-11T00:07:40.885395] [INFO ] [CONFIGURE ] NKX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:07:40.885427] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T00:07:41.081881] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:41.279260] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:41.472878] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:41.668168] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:41.866109] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:42.071606] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:42.275803] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:42.478953] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:42.676856] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:42.880476] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:42.880739] [INFO ] [CONFIGURE ] NKX: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:07:42.880801] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3144 tests
[2025-10-11T00:07:42.880843] [INFO ] [CONFIGURE ] NKX: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:07:42.880880] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-11T00:07:43.088962] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:43.296276] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:43.492543] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:43.699549] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:43.899209] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:44.097881] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:44.300910] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:44.519031] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:44.725488] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:44.935150] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:44.935321] [INFO ] [CONFIGURE ] NKX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:07:44.935365] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3143 tests
[2025-10-11T00:07:44.935563] [INFO ] [CONFIGURE ] NKX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:07:44.935606] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-11T00:07:45.127236] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:45.318932] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:45.504789] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:45.688798] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:45.875201] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:46.062049] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:46.254431] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:07:46.440849] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:46.633732] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:46.822935] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:46.823152] [INFO ] [CONFIGURE ] NKX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:07:46.823217] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3142 tests
[2025-10-11T00:07:46.823255] [INFO ] [CONFIGURE ] NKX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:07:46.823287] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-11T00:07:47.007919] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:47.191792] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:47.389166] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:47.582859] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:47.777107] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:47.991972] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:48.184028] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:48.372186] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:48.559934] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:48.780020] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:48.780345] [INFO ] [CONFIGURE ] NKX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:07:48.780413] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3141 tests
[2025-10-11T00:07:48.780456] [INFO ] [CONFIGURE ] NKX: Testing feature 20/29: add_price_rejection
[2025-10-11T00:07:48.780491] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-11T00:07:48.990574] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:49.203729] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:49.415929] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:49.617903] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:49.814845] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:50.012775] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:50.212158] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:50.406346] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:50.601066] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:50.794860] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:50.795046] [INFO ] [CONFIGURE ] NKX: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:07:50.795109] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3140 tests
[2025-10-11T00:07:50.795149] [INFO ] [CONFIGURE ] NKX: Testing feature 21/29: add_range_position
[2025-10-11T00:07:50.795183] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-11T00:07:51.002617] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:51.215268] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:51.428498] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:51.644210] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:51.873480] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:52.082327] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:52.338191] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:52.554732] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:52.775133] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:53.010504] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:53.010802] [INFO ] [CONFIGURE ] NKX: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:07:53.010861] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3139 tests
[2025-10-11T00:07:53.010913] [INFO ] [CONFIGURE ] NKX: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:07:53.010973] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-11T00:07:53.248863] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:53.487443] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:53.760971] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:54.027078] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:54.274792] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:54.520678] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:54.760620] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:55.000135] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:55.248409] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:55.493880] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:55.494178] [INFO ] [CONFIGURE ] NKX: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:07:55.494230] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3138 tests
[2025-10-11T00:07:55.494274] [INFO ] [CONFIGURE ] NKX: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:07:55.494312] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-11T00:07:55.700572] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:07:55.903576] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:56.110000] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:56.309521] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:56.512305] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:56.716410] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:07:56.916195] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:57.119479] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:57.328481] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:57.552897] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:57.553174] [INFO ] [CONFIGURE ] NKX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:07:57.553225] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3137 tests
[2025-10-11T00:07:57.553298] [INFO ] [CONFIGURE ] NKX: Testing feature 24/29: add_rsi
[2025-10-11T00:07:57.553359] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-11T00:07:57.779783] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:07:58.008725] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:07:58.236428] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:07:58.454207] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:07:58.669876] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:07:58.893517] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:07:59.109513] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:07:59.326271] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:07:59.554226] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:07:59.781009] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:07:59.781183] [INFO ] [CONFIGURE ] NKX: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:07:59.781226] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3136 tests
[2025-10-11T00:07:59.781261] [INFO ] [CONFIGURE ] NKX: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:07:59.781293] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-11T00:07:59.970948] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:00.162951] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:00.346559] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:00.561036] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:00.790740] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:00.993607] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:08:01.202444] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:08:01.415236] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:08:01.649632] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:08:01.871475] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:08:01.871674] [INFO ] [CONFIGURE ] NKX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:08:01.871736] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3135 tests
[2025-10-11T00:08:01.871776] [INFO ] [CONFIGURE ] NKX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:08:01.871809] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-11T00:08:02.060062] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:08:02.247823] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:02.436061] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:02.628934] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:02.824943] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:03.015302] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:08:03.237556] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:08:03.429595] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:08:03.623602] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:08:03.817184] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:08:03.817358] [INFO ] [CONFIGURE ] NKX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:08:03.817402] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3134 tests
[2025-10-11T00:08:03.817438] [INFO ] [CONFIGURE ] NKX: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:08:03.817526] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-11T00:08:04.012327] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:04.210879] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:04.412437] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:04.624880] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:04.831357] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:05.037539] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:08:05.240424] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:08:05.442556] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:08:05.643013] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:08:05.842516] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:08:05.842750] [INFO ] [CONFIGURE ] NKX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:08:05.842814] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3133 tests
[2025-10-11T00:08:05.842879] [INFO ] [CONFIGURE ] NKX: Testing feature 28/29: add_volume_profile
[2025-10-11T00:08:05.842915] [INFO ] [CONFIGURE ] NKX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-11T00:08:06.030545] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:06.223777] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:06.432785] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:06.649680] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:06.861440] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:07.048831] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:08:07.231854] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:08:07.415472] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:08:07.599991] [DEBUG] [FORECASTER] NKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:08:07.788248] [DEBUG] [FORECASTER] NKX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:08:07.788393] [INFO ] [CONFIGURE ] NKX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:08:07.788435] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3132 tests
[2025-10-11T00:08:07.788483] [INFO ] [CONFIGURE ] NKX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:08:07.788539] [INFO ] [CONFIGURE ] NKX: Best accuracy: 80.00%
[2025-10-11T00:08:07.788586] [INFO ] [CONFIGURE ] NKX: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:08:07.788661] [INFO ] [CONFIGURE ] NKX: Improvement over baseline: 50.00%
[2025-10-11T00:08:07.788715] [INFO ] [CONFIGURE ] NKX: Total time: 53.3 seconds
[2025-10-11T00:08:07.788747] [INFO ] [CONFIGURE ] NKX: Average time per feature: 1.9 seconds
[2025-10-11T00:08:07.788776] [INFO ] [CONFIGURE ] NKX: Average speed: 0.54 features/sec
[2025-10-11T00:08:07.789360] [INFO ] [LOCAL     ] Saved configuration for NKX: 6 features, 80.00% accuracy -> ./output/feature-sets/NKX.json
[2025-10-11T00:08:07.789415] [INFO ] [CONFIGURE ] NKX: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-10-11T00:08:07.789482] [INFO ] [sig       ] [113/220] Successfully configured NKX | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:08:07.789558] [INFO ] [sig       ] [114/220] Configuring NMAI...
[2025-10-11T00:08:07.789627] [INFO ] [CONFIGURE ] NMAI: Configurate test run.
[2025-10-11T00:08:07.789721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-10-11T00:08:07.804260] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMAI'.
[2025-10-11T00:08:07.804581] [INFO ] [CONFIGURE ] NMAI: Testing with 29 available features
[2025-10-11T00:08:07.804636] [INFO ] [CONFIGURE ] NMAI: Establishing baseline with no features...
[2025-10-11T00:08:07.901453] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:07.997124] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.093706] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:08.190073] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.286977] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.384456] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.485622] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:08.585306] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.683352] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:08.788434] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:08.788609] [INFO ] [CONFIGURE ] NMAI: Baseline score (no features): 70.00%
[2025-10-11T00:08:08.788682] [INFO ] [CONFIGURE ] NMAI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:08:08.788734] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:08:08.904833] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:09.038536] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:09.192758] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:09.363181] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:09.512370] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:09.686907] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:09.841735] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:09.968579] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:10.097362] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:10.221969] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:10.222196] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:08:10.222246] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3131 tests
[2025-10-11T00:08:10.222282] [INFO ] [CONFIGURE ] NMAI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:08:10.222313] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:08:10.347227] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:10.480196] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:10.605601] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:10.731801] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:10.861915] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:10.992088] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:11.125112] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:11.250988] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:11.375383] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:11.499187] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:11.499336] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:08:11.499378] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3130 tests
[2025-10-11T00:08:11.499412] [INFO ] [CONFIGURE ] NMAI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:08:11.499443] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns']
[2025-10-11T00:08:11.604568] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:11.719598] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:11.837917] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:11.952939] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:12.066134] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:12.191362] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:12.335162] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:12.452935] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:12.570046] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:12.687838] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:12.687997] [INFO ] [CONFIGURE ] NMAI: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T00:08:12.688040] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3129 tests
[2025-10-11T00:08:12.688074] [INFO ] [CONFIGURE ] NMAI: Testing feature 4/29: add_ema
[2025-10-11T00:08:12.688106] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:08:12.822618] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:12.955421] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:13.095599] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:13.230151] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:08:13.366405] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:08:13.497108] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:13.622887] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:13.750544] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:13.881182] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:14.022839] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:14.023025] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:08:14.023071] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3128 tests
[2025-10-11T00:08:14.023106] [INFO ] [CONFIGURE ] NMAI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:08:14.023139] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:08:14.158068] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:14.294459] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:14.429991] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:14.578881] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:14.732021] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:14.881938] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:15.028413] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:15.173351] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:15.312038] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:15.470027] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:15.470858] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:08:15.470933] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3127 tests
[2025-10-11T00:08:15.470980] [INFO ] [CONFIGURE ] NMAI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:08:15.471014] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:08:15.601396] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:15.726414] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:15.853067] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:15.981844] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:16.114297] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:16.242564] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:16.365052] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:16.487551] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:16.614546] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:16.751479] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:16.751735] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:08:16.751801] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3126 tests
[2025-10-11T00:08:16.751856] [INFO ] [CONFIGURE ] NMAI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:08:16.751916] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:08:16.864971] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:16.981111] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.093598] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:17.204757] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.316559] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.429624] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.543896] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:17.657267] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.775198] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:17.890201] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:17.890314] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:08:17.890357] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3125 tests
[2025-10-11T00:08:17.890391] [INFO ] [CONFIGURE ] NMAI: Testing feature 8/29: add_macd
[2025-10-11T00:08:17.890422] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:08:18.048665] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:18.215922] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:18.416217] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:18.581292] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:18.734293] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:18.886205] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:19.037797] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:19.191277] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:19.360560] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:19.533204] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:19.533400] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:08:19.533448] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3124 tests
[2025-10-11T00:08:19.533485] [INFO ] [CONFIGURE ] NMAI: Testing feature 9/29: add_mfi
[2025-10-11T00:08:19.533517] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:08:19.670949] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:19.803591] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:19.937480] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:20.074331] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:20.210951] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:20.351497] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:20.488909] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:20.626574] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:20.756807] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:20.905684] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:20.905898] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:08:20.905999] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3123 tests
[2025-10-11T00:08:20.906081] [INFO ] [CONFIGURE ] NMAI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:08:20.906130] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:08:21.050813] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:21.203173] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:21.369503] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:21.512781] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:21.658578] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:21.805498] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:21.957444] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:22.109686] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:22.261480] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:22.413909] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:22.414134] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:08:22.414198] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3122 tests
[2025-10-11T00:08:22.414289] [INFO ] [CONFIGURE ] NMAI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:08:22.414342] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:08:22.535499] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:22.657677] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:22.782603] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:22.906078] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:08:23.031676] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:23.160604] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:23.284185] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:23.407924] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:23.536056] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:08:23.666482] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:23.666687] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:08:23.666749] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3121 tests
[2025-10-11T00:08:23.666789] [INFO ] [CONFIGURE ] NMAI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:08:23.666820] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:08:23.786444] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:23.908303] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.035344] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.155410] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.276540] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.404029] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.528325] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:24.647262] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.771946] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:24.891700] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:24.891887] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:08:24.891931] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3120 tests
[2025-10-11T00:08:24.891965] [INFO ] [CONFIGURE ] NMAI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:08:24.891997] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:08:25.013579] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:25.135083] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:25.256057] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:25.376662] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:08:25.502226] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:25.627261] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:25.755039] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:25.883223] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:26.011819] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:26.147119] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:26.147340] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:08:26.147386] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3119 tests
[2025-10-11T00:08:26.147422] [INFO ] [CONFIGURE ] NMAI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:08:26.147455] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:08:26.293544] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:26.438558] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:26.586715] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:26.730742] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:26.873181] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:27.018082] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:27.177759] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:27.321713] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:27.478001] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:27.630067] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:27.630324] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:08:27.630378] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3118 tests
[2025-10-11T00:08:27.630418] [INFO ] [CONFIGURE ] NMAI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:08:27.630452] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:08:27.757556] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:27.887187] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.013043] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:28.139835] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.267555] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.394506] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.519163] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:28.657131] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.793680] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:28.928864] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:28.929096] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:08:28.929142] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3117 tests
[2025-10-11T00:08:28.929179] [INFO ] [CONFIGURE ] NMAI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:08:28.929212] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:08:29.064746] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:29.198751] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:29.332510] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:29.469302] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:29.609208] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:29.742331] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:29.876544] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:30.010316] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:30.147022] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:30.288305] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:30.288564] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:08:30.288682] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3116 tests
[2025-10-11T00:08:30.288883] [INFO ] [CONFIGURE ] NMAI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:08:30.288938] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:08:30.435986] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:30.597194] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:30.743673] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:30.883743] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:08:31.066327] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:31.219591] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:31.358788] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:31.497897] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:31.644627] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:31.796415] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:31.796681] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:08:31.796748] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3115 tests
[2025-10-11T00:08:31.796788] [INFO ] [CONFIGURE ] NMAI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:08:31.796819] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:08:31.928387] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:32.042918] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.156694] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:32.270749] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.385118] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.500979] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.616696] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:32.732672] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.850239] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:32.966689] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:32.966832] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:08:32.966876] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3114 tests
[2025-10-11T00:08:32.966910] [INFO ] [CONFIGURE ] NMAI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:08:32.966940] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:08:33.074861] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:33.182333] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:33.294807] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:33.408948] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:33.519717] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:33.632521] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:33.747297] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:33.859584] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:33.972061] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.086201] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:34.086343] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:08:34.086386] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3113 tests
[2025-10-11T00:08:34.086421] [INFO ] [CONFIGURE ] NMAI: Testing feature 20/29: add_price_rejection
[2025-10-11T00:08:34.086451] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T00:08:34.204278] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:34.323082] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.442627] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.562436] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.681949] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.802987] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:34.923793] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:35.047452] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:35.169176] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:35.291493] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:35.291693] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:08:35.291754] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3112 tests
[2025-10-11T00:08:35.291792] [INFO ] [CONFIGURE ] NMAI: Testing feature 21/29: add_range_position
[2025-10-11T00:08:35.291822] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T00:08:35.417506] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:35.544164] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:35.675617] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:35.803626] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:08:35.931857] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:08:36.061432] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:36.195785] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:36.328335] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:36.458261] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:36.616240] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:36.616388] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:08:36.616430] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3111 tests
[2025-10-11T00:08:36.616465] [INFO ] [CONFIGURE ] NMAI: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:08:36.616496] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:08:36.765109] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:36.914050] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:37.063103] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:37.211754] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:37.360978] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:37.511251] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:37.662308] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:37.807435] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:37.953215] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:38.102580] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:38.102816] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:08:38.102866] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3110 tests
[2025-10-11T00:08:38.102901] [INFO ] [CONFIGURE ] NMAI: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:08:38.102932] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:08:38.221577] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:38.339969] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:38.460493] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:38.579078] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:38.698734] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:38.822412] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:38.940830] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:39.059823] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:39.177876] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:39.300523] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:39.300790] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:08:39.301067] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3109 tests
[2025-10-11T00:08:39.301257] [INFO ] [CONFIGURE ] NMAI: Testing feature 24/29: add_rsi
[2025-10-11T00:08:39.301299] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:08:39.444487] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:39.581949] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:39.740734] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:39.885069] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:40.023979] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:40.174595] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:40.330409] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:40.493041] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:40.653242] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:40.803437] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:40.803634] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:08:40.803716] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3108 tests
[2025-10-11T00:08:40.803759] [INFO ] [CONFIGURE ] NMAI: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:08:40.803791] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:08:40.925783] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:41.051184] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.164976] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:41.277568] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.393532] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.506158] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.619720] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:41.736235] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.858918] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:41.978772] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:41.978970] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:08:41.979034] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3107 tests
[2025-10-11T00:08:41.979147] [INFO ] [CONFIGURE ] NMAI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:08:41.979188] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:08:42.096514] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:42.228072] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:42.360470] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:42.510000] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:42.643182] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:42.772929] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:42.894961] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:43.017189] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:43.141079] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:43.266309] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:43.266478] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:08:43.266524] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3106 tests
[2025-10-11T00:08:43.266560] [INFO ] [CONFIGURE ] NMAI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:08:43.266593] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:08:43.395857] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:43.530822] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:43.657989] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:43.785501] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:43.915772] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:44.050074] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:44.191974] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:44.332526] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:44.479373] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:44.615756] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:44.615908] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:08:44.615952] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3105 tests
[2025-10-11T00:08:44.615987] [INFO ] [CONFIGURE ] NMAI: Testing feature 28/29: add_volume_profile
[2025-10-11T00:08:44.616017] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T00:08:44.734193] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:08:44.852790] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:44.971710] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:45.092051] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:45.211497] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:45.333900] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:45.452562] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:45.571133] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:45.732943] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:45.874464] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:45.874761] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:08:45.874823] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3104 tests
[2025-10-11T00:08:45.874890] [INFO ] [CONFIGURE ] NMAI: Testing feature 29/29: add_vwap
[2025-10-11T00:08:45.874985] [INFO ] [CONFIGURE ] NMAI: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T00:08:46.010529] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:08:46.148925] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:08:46.285274] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:08:46.427454] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:08:46.566371] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:46.706976] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:08:46.844450] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:08:46.979564] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:47.115925] [DEBUG] [FORECASTER] NMAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:47.259963] [DEBUG] [FORECASTER] NMAI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:47.260186] [INFO ] [CONFIGURE ] NMAI: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:08:47.260236] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3103 tests
[2025-10-11T00:08:47.260306] [INFO ] [CONFIGURE ] NMAI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:08:47.260365] [INFO ] [CONFIGURE ] NMAI: Best accuracy: 80.00%
[2025-10-11T00:08:47.260404] [INFO ] [CONFIGURE ] NMAI: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T00:08:47.260435] [INFO ] [CONFIGURE ] NMAI: Improvement over baseline: 10.00%
[2025-10-11T00:08:47.260464] [INFO ] [CONFIGURE ] NMAI: Total time: 38.5 seconds
[2025-10-11T00:08:47.260491] [INFO ] [CONFIGURE ] NMAI: Average time per feature: 1.3 seconds
[2025-10-11T00:08:47.260520] [INFO ] [CONFIGURE ] NMAI: Average speed: 0.75 features/sec
[2025-10-11T00:08:47.261297] [INFO ] [LOCAL     ] Saved configuration for NMAI: 1 features, 80.00% accuracy -> ./output/feature-sets/NMAI.json
[2025-10-11T00:08:47.261354] [INFO ] [CONFIGURE ] NMAI: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:08:47.261410] [INFO ] [sig       ] [114/220] Successfully configured NMAI | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:08:47.261489] [INFO ] [sig       ] [115/220] Configuring NMG...
[2025-10-11T00:08:47.261563] [INFO ] [CONFIGURE ] NMG: Configurate test run.
[2025-10-11T00:08:47.261658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-10-11T00:08:47.278596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMG'.
[2025-10-11T00:08:47.279095] [INFO ] [CONFIGURE ] NMG: Testing with 29 available features
[2025-10-11T00:08:47.279153] [INFO ] [CONFIGURE ] NMG: Establishing baseline with no features...
[2025-10-11T00:08:47.388998] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:47.500294] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:47.612801] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:47.729761] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:08:47.836756] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:47.952233] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.066736] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.175752] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.285312] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:48.395083] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:48.395255] [INFO ] [CONFIGURE ] NMG: Baseline score (no features): 20.00%
[2025-10-11T00:08:48.395299] [INFO ] [CONFIGURE ] NMG: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:08:48.395332] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:08:48.510634] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.627200] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.769365] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:48.891252] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:49.015837] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:49.138126] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:49.262451] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:08:49.389344] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:49.510134] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:08:49.629820] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:49.629966] [INFO ] [CONFIGURE ] NMG: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T00:08:49.630009] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3102 tests
[2025-10-11T00:08:49.630042] [INFO ] [CONFIGURE ] NMG: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:08:49.630073] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:08:49.750115] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:08:49.870616] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:49.993927] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:50.119496] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:50.253261] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:50.382170] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:50.511282] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:50.638228] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:50.763750] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:50.893349] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:50.893529] [INFO ] [CONFIGURE ] NMG: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:08:50.893574] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3101 tests
[2025-10-11T00:08:50.893609] [INFO ] [CONFIGURE ] NMG: Testing feature 3/29: add_daily_returns
[2025-10-11T00:08:50.893667] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:08:51.029848] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:51.164698] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:51.297785] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:51.429669] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:51.565791] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:51.701783] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:51.845760] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:51.985912] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:52.124287] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:52.261781] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:52.261981] [INFO ] [CONFIGURE ] NMG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:08:52.262045] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3100 tests
[2025-10-11T00:08:52.262096] [INFO ] [CONFIGURE ] NMG: Testing feature 4/29: add_ema
[2025-10-11T00:08:52.262153] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:08:52.410717] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:52.561592] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:52.706836] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:52.861316] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:53.021799] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:53.172052] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:53.322094] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:53.477825] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:53.630006] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:53.783904] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:53.784146] [INFO ] [CONFIGURE ] NMG: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:08:53.784194] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3099 tests
[2025-10-11T00:08:53.784231] [INFO ] [CONFIGURE ] NMG: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:08:53.784261] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:08:53.938156] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:54.094993] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:54.245667] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:54.396638] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:54.551065] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:54.704668] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:54.860521] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:55.016830] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:55.179626] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:55.343157] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:55.343303] [INFO ] [CONFIGURE ] NMG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:08:55.343346] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3098 tests
[2025-10-11T00:08:55.343379] [INFO ] [CONFIGURE ] NMG: Testing feature 6/29: add_failed_moves
[2025-10-11T00:08:55.343449] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:08:55.477395] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:08:55.613005] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:55.747930] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:55.883506] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:56.023569] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:56.164755] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:56.303542] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:56.439985] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:56.575820] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:56.715366] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:56.715507] [INFO ] [CONFIGURE ] NMG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:08:56.715548] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3097 tests
[2025-10-11T00:08:56.715582] [INFO ] [CONFIGURE ] NMG: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:08:56.715612] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:08:56.846782] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:08:56.973214] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:57.098746] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:57.224505] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:57.353523] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:57.484243] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:57.612889] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:57.746110] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:08:57.873120] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:08:58.002949] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:08:58.003061] [INFO ] [CONFIGURE ] NMG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:08:58.003102] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3096 tests
[2025-10-11T00:08:58.003136] [INFO ] [CONFIGURE ] NMG: Testing feature 8/29: add_macd
[2025-10-11T00:08:58.003166] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:08:58.168714] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:58.332805] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:08:58.504977] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:08:58.673323] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:08:58.844137] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:08:59.014387] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:08:59.184951] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:08:59.359847] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:08:59.530331] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:08:59.702962] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:08:59.703129] [INFO ] [CONFIGURE ] NMG: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:08:59.703191] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3095 tests
[2025-10-11T00:08:59.703230] [INFO ] [CONFIGURE ] NMG: Testing feature 9/29: add_mfi
[2025-10-11T00:08:59.703261] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:08:59.846760] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:08:59.989665] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:00.136736] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:00.283356] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:00.428338] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:00.575129] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:00.724893] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:00.912182] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:01.060599] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:01.214154] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:01.214363] [INFO ] [CONFIGURE ] NMG: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T00:09:01.214408] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3094 tests
[2025-10-11T00:09:01.214446] [INFO ] [CONFIGURE ] NMG: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:09:01.214479] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:09:01.411264] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:01.654626] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:01.911951] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:02.159221] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:02.410431] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:02.629793] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:02.827238] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:03.001470] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:03.169043] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:03.348018] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:03.348201] [INFO ] [CONFIGURE ] NMG: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-11T00:09:03.348246] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3093 tests
[2025-10-11T00:09:03.348282] [INFO ] [CONFIGURE ] NMG: Testing feature 11/29: add_obv_daily
[2025-10-11T00:09:03.348315] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:09:03.484805] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:03.621482] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:03.766244] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:03.957783] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:04.101699] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:04.243637] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:04.404272] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:04.571424] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:04.731968] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:04.879946] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:04.880108] [INFO ] [CONFIGURE ] NMG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:09:04.880169] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3092 tests
[2025-10-11T00:09:04.880229] [INFO ] [CONFIGURE ] NMG: Testing feature 12/29: add_obv_interval
[2025-10-11T00:09:04.880262] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:09:05.012564] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:05.145607] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:05.278421] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:05.413552] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:05.549522] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:05.712336] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:05.857303] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:05.999363] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:06.146731] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:06.289614] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:06.289817] [INFO ] [CONFIGURE ] NMG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:09:06.289869] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3091 tests
[2025-10-11T00:09:06.289908] [INFO ] [CONFIGURE ] NMG: Testing feature 13/29: add_opening_strength
[2025-10-11T00:09:06.289941] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:09:06.441997] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:06.593585] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:06.744050] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:06.894582] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:07.045124] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:07.196604] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:07.358149] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:07.535881] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:07.705338] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:07.876862] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:07.877095] [INFO ] [CONFIGURE ] NMG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:09:07.877153] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3090 tests
[2025-10-11T00:09:07.877190] [INFO ] [CONFIGURE ] NMG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:09:07.877221] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:09:08.026328] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:08.173706] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:08.319187] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:08.466391] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:09:08.611590] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:08.756745] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:08.903611] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:09.047894] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:09.204315] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:09.352510] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:09.352698] [INFO ] [CONFIGURE ] NMG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:09:09.352757] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3089 tests
[2025-10-11T00:09:09.352794] [INFO ] [CONFIGURE ] NMG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:09:09.352826] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:09:09.478396] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:09.612958] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:09.742822] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:09.869880] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:10.010832] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:10.138664] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:10.272193] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:10.412336] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:10.541716] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:10.663358] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:10.663524] [INFO ] [CONFIGURE ] NMG: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:09:10.663570] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3088 tests
[2025-10-11T00:09:10.663608] [INFO ] [CONFIGURE ] NMG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:09:10.663660] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:09:10.792430] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:10.920567] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:11.052902] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:11.184717] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:11.325501] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:11.460205] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:11.595221] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:11.730533] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:11.866302] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:12.003384] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:12.003534] [INFO ] [CONFIGURE ] NMG: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-11T00:09:12.003581] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3087 tests
[2025-10-11T00:09:12.003616] [INFO ] [CONFIGURE ] NMG: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:09:12.003673] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:09:12.143853] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:12.278363] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:12.418016] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:12.556207] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:12.696909] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:12.834917] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:12.979672] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:13.118111] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:13.259406] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:13.401401] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:13.401568] [INFO ] [CONFIGURE ] NMG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:09:13.401636] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3086 tests
[2025-10-11T00:09:13.401721] [INFO ] [CONFIGURE ] NMG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:09:13.401759] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:09:13.530329] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:13.659835] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:13.800928] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:13.928388] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:09:14.060471] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:14.189203] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:14.317538] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:14.445422] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:14.576201] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:14.704255] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:14.704466] [INFO ] [CONFIGURE ] NMG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:09:14.704516] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3085 tests
[2025-10-11T00:09:14.704661] [INFO ] [CONFIGURE ] NMG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:09:14.704720] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:09:14.835231] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:14.963364] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:15.107410] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:15.241219] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:15.370220] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:15.503994] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:15.636434] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:15.767213] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:15.897007] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:16.061548] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:16.061815] [INFO ] [CONFIGURE ] NMG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T00:09:16.061873] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3084 tests
[2025-10-11T00:09:16.061923] [INFO ] [CONFIGURE ] NMG: Testing feature 20/29: add_price_rejection
[2025-10-11T00:09:16.061977] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:09:16.207445] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:16.346120] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:16.482702] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:16.627610] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:16.768852] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:16.909602] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:17.052971] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:17.199577] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:17.348082] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:17.496452] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:17.496621] [INFO ] [CONFIGURE ] NMG: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-11T00:09:17.496703] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3083 tests
[2025-10-11T00:09:17.496755] [INFO ] [CONFIGURE ] NMG: Testing feature 21/29: add_range_position
[2025-10-11T00:09:17.496789] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:09:17.664423] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:17.821141] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:17.971371] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:18.123347] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:18.287541] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:18.436179] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:18.584195] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:18.732117] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:18.881932] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:19.031502] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:19.031686] [INFO ] [CONFIGURE ] NMG: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T00:09:19.031748] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3082 tests
[2025-10-11T00:09:19.031802] [INFO ] [CONFIGURE ] NMG: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:09:19.031866] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:09:19.191209] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:19.349735] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:19.509781] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:19.672146] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:09:19.837516] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:20.001777] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:20.164981] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:20.329006] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:20.496317] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:20.666586] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:20.666796] [INFO ] [CONFIGURE ] NMG: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-11T00:09:20.666847] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3081 tests
[2025-10-11T00:09:20.666885] [INFO ] [CONFIGURE ] NMG: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:09:20.666917] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:09:20.806240] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:20.948696] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:21.084611] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:21.221677] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:21.357501] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:21.491952] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:21.625998] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:21.761470] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:21.897786] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:22.033745] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:22.033882] [INFO ] [CONFIGURE ] NMG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:09:22.033926] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3080 tests
[2025-10-11T00:09:22.033960] [INFO ] [CONFIGURE ] NMG: Testing feature 24/29: add_rsi
[2025-10-11T00:09:22.033991] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:09:22.180357] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:22.326481] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:22.479295] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:22.631063] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:22.783974] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:22.938885] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:23.094528] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:23.247973] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:23.402583] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:23.557858] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:23.558000] [INFO ] [CONFIGURE ] NMG: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:09:23.558043] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3079 tests
[2025-10-11T00:09:23.558078] [INFO ] [CONFIGURE ] NMG: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:09:23.558109] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:09:23.687427] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:23.824039] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:23.960925] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:24.101959] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:24.234781] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:24.368494] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:24.503724] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:24.633973] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:24.793988] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:24.949096] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:24.949291] [INFO ] [CONFIGURE ] NMG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:09:24.949356] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3078 tests
[2025-10-11T00:09:24.949395] [INFO ] [CONFIGURE ] NMG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:09:24.949428] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:09:25.085207] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:25.221155] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:25.356634] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:25.494020] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:09:25.635081] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:25.776928] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:25.916020] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:26.056722] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:26.197867] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:26.341601] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:26.341773] [INFO ] [CONFIGURE ] NMG: DISCARDED add_volume_momentum_confirmation (score: 10.00%)
[2025-10-11T00:09:26.341825] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3077 tests
[2025-10-11T00:09:26.341860] [INFO ] [CONFIGURE ] NMG: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:09:26.341890] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:09:26.488903] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:26.636011] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:26.789384] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:26.942057] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:27.093181] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:27.245172] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:27.399274] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:27.550493] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:27.706000] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:27.858251] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:27.858431] [INFO ] [CONFIGURE ] NMG: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:09:27.858482] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3076 tests
[2025-10-11T00:09:27.858518] [INFO ] [CONFIGURE ] NMG: Testing feature 28/29: add_volume_profile
[2025-10-11T00:09:27.858550] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:09:27.997145] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:09:28.165639] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:28.303311] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:28.443795] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:28.583827] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:28.726550] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:28.873636] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:29.019220] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:29.165583] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:29.312529] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:29.312708] [INFO ] [CONFIGURE ] NMG: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:09:29.312765] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3075 tests
[2025-10-11T00:09:29.312877] [INFO ] [CONFIGURE ] NMG: Testing feature 29/29: add_vwap
[2025-10-11T00:09:29.312934] [INFO ] [CONFIGURE ] NMG: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:09:29.456205] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:09:29.598848] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:29.743493] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:29.888297] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:09:30.034042] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:30.182787] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:09:30.345445] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:30.502738] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:09:30.670506] [DEBUG] [FORECASTER] NMG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:30.829103] [DEBUG] [FORECASTER] NMG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:09:30.829295] [INFO ] [CONFIGURE ] NMG: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:09:30.829342] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3074 tests
[2025-10-11T00:09:30.829399] [INFO ] [CONFIGURE ] NMG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:09:30.829458] [INFO ] [CONFIGURE ] NMG: Best accuracy: 50.00%
[2025-10-11T00:09:30.829494] [INFO ] [CONFIGURE ] NMG: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T00:09:30.829522] [INFO ] [CONFIGURE ] NMG: Improvement over baseline: 30.00%
[2025-10-11T00:09:30.829553] [INFO ] [CONFIGURE ] NMG: Total time: 42.4 seconds
[2025-10-11T00:09:30.829585] [INFO ] [CONFIGURE ] NMG: Average time per feature: 1.5 seconds
[2025-10-11T00:09:30.829619] [INFO ] [CONFIGURE ] NMG: Average speed: 0.68 features/sec
[2025-10-11T00:09:30.830230] [INFO ] [LOCAL     ] Saved configuration for NMG: 1 features, 50.00% accuracy -> ./output/feature-sets/NMG.json
[2025-10-11T00:09:30.830286] [INFO ] [CONFIGURE ] NMG: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-11T00:09:30.830347] [INFO ] [sig       ] [115/220] Successfully configured NMG | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:09:30.830426] [INFO ] [sig       ] [116/220] Configuring NMI...
[2025-10-11T00:09:30.830497] [INFO ] [CONFIGURE ] NMI: Configurate test run.
[2025-10-11T00:09:30.830581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-10-11T00:09:30.846464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMI'.
[2025-10-11T00:09:30.847004] [INFO ] [CONFIGURE ] NMI: Testing with 29 available features
[2025-10-11T00:09:30.847091] [INFO ] [CONFIGURE ] NMI: Establishing baseline with no features...
[2025-10-11T00:09:30.965919] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:31.081353] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:31.219118] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:31.333443] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:31.454026] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:31.575489] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:31.700018] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:31.818837] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:31.938773] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:32.058730] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:32.058945] [INFO ] [CONFIGURE ] NMI: Baseline score (no features): 70.00%
[2025-10-11T00:09:32.058992] [INFO ] [CONFIGURE ] NMI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:09:32.059028] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:09:32.189660] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:32.320005] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:32.455606] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:32.586270] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:32.720680] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:32.851518] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:32.985898] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:33.120054] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:33.250717] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:33.380248] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:33.380480] [INFO ] [CONFIGURE ] NMI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:09:33.380525] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3073 tests
[2025-10-11T00:09:33.380561] [INFO ] [CONFIGURE ] NMI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:09:33.380592] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:09:33.514881] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:33.653093] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:33.790635] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:33.936270] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:34.075031] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:34.241699] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:34.379774] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:34.522066] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:34.669521] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:34.811484] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:34.811697] [INFO ] [CONFIGURE ] NMI: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:09:34.811759] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3072 tests
[2025-10-11T00:09:34.811798] [INFO ] [CONFIGURE ] NMI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:09:34.812024] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_daily_returns']
[2025-10-11T00:09:34.921352] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:35.034885] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:35.145315] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:35.258374] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:35.368301] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:35.475013] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:35.582850] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:35.691630] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:35.806252] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:35.932400] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:35.932727] [INFO ] [CONFIGURE ] NMI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:09:35.932795] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3071 tests
[2025-10-11T00:09:35.932835] [INFO ] [CONFIGURE ] NMI: Testing feature 4/29: add_ema
[2025-10-11T00:09:35.932868] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_ema']
[2025-10-11T00:09:36.076314] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:36.212128] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:36.348232] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:36.487791] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:36.621071] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:36.765189] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:36.900457] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:37.034519] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:37.171824] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:37.307402] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:37.307741] [INFO ] [CONFIGURE ] NMI: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:09:37.307800] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3070 tests
[2025-10-11T00:09:37.307839] [INFO ] [CONFIGURE ] NMI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:09:37.307871] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:09:37.453308] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:37.594993] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:37.742960] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:09:37.888042] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:38.031776] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:38.184364] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:38.318077] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:38.451187] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:38.597958] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:38.738089] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:38.738305] [INFO ] [CONFIGURE ] NMI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:09:38.738352] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3069 tests
[2025-10-11T00:09:38.738387] [INFO ] [CONFIGURE ] NMI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:09:38.738420] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_failed_moves']
[2025-10-11T00:09:38.861138] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:38.974392] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.090093] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.204230] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.318489] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.438032] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:39.573943] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.699569] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:39.824170] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:39.949689] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:39.949951] [INFO ] [CONFIGURE ] NMI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:09:39.950017] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3068 tests
[2025-10-11T00:09:39.950056] [INFO ] [CONFIGURE ] NMI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:09:39.950088] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_lag_shelf']
[2025-10-11T00:09:40.062060] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:40.172852] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:40.326735] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:40.441176] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:40.555958] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:40.671139] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:40.787483] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:40.905910] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:41.027636] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:41.152199] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:41.152468] [INFO ] [CONFIGURE ] NMI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:09:41.152536] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3067 tests
[2025-10-11T00:09:41.152687] [INFO ] [CONFIGURE ] NMI: Testing feature 8/29: add_macd
[2025-10-11T00:09:41.152742] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:09:41.312175] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:41.468465] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:41.621389] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:41.782922] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:41.938869] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:42.082620] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:42.231256] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:42.387167] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:09:42.542512] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:09:42.702453] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:42.702681] [INFO ] [CONFIGURE ] NMI: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:09:42.702746] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3066 tests
[2025-10-11T00:09:42.702786] [INFO ] [CONFIGURE ] NMI: Testing feature 9/29: add_mfi
[2025-10-11T00:09:42.702900] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_mfi']
[2025-10-11T00:09:42.824132] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:42.948604] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:43.079826] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:43.206095] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:43.366981] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:43.491043] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:43.629154] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:43.767351] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:43.912503] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:44.045975] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:44.046254] [INFO ] [CONFIGURE ] NMI: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:09:44.046301] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3065 tests
[2025-10-11T00:09:44.046337] [INFO ] [CONFIGURE ] NMI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:09:44.046368] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:09:44.190233] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:44.333985] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:44.478744] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:44.627173] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:44.776132] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:44.928972] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:45.080359] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:45.239017] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:45.395508] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:45.548472] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:45.548729] [INFO ] [CONFIGURE ] NMI: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:09:45.548790] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3064 tests
[2025-10-11T00:09:45.548830] [INFO ] [CONFIGURE ] NMI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:09:45.548866] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T00:09:45.706814] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:45.881155] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:46.047449] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:46.209721] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:46.409925] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:46.564368] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:46.730087] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:46.886513] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:47.056437] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:47.217924] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:47.218097] [INFO ] [CONFIGURE ] NMI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:09:47.218142] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3063 tests
[2025-10-11T00:09:47.218177] [INFO ] [CONFIGURE ] NMI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:09:47.218208] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:09:47.365911] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:47.518246] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:47.664428] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:47.811416] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:47.962620] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:48.113560] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:48.259857] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:48.409870] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:48.556472] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:48.707983] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:48.708408] [INFO ] [CONFIGURE ] NMI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:09:48.708470] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3062 tests
[2025-10-11T00:09:48.708511] [INFO ] [CONFIGURE ] NMI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:09:48.708545] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:09:48.882452] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:49.055720] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:49.226666] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:49.392169] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:49.553197] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:49.710670] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:49.868441] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:50.024971] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:50.185265] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:50.344386] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:50.344541] [INFO ] [CONFIGURE ] NMI: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:09:50.344585] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3061 tests
[2025-10-11T00:09:50.344622] [INFO ] [CONFIGURE ] NMI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:09:50.344685] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T00:09:50.500477] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:50.657587] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:50.821267] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:51.016776] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:51.178624] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:51.341196] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:51.505149] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:51.670274] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:51.826955] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:51.981889] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:51.982045] [INFO ] [CONFIGURE ] NMI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:09:51.982088] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3060 tests
[2025-10-11T00:09:51.982123] [INFO ] [CONFIGURE ] NMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:09:51.982153] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T00:09:52.121838] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:52.260884] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:52.486075] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:52.628232] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:52.769481] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:52.911338] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:53.053026] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:53.195875] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:53.342424] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:53.489386] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:53.489593] [INFO ] [CONFIGURE ] NMI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:09:53.489667] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3059 tests
[2025-10-11T00:09:53.489726] [INFO ] [CONFIGURE ] NMI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:09:53.489761] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T00:09:53.634817] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:53.781143] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:53.929107] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:54.091718] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:54.243040] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:09:54.391954] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:54.548363] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:54.728258] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:09:54.896411] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:55.060136] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:55.060378] [INFO ] [CONFIGURE ] NMI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:09:55.060447] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3058 tests
[2025-10-11T00:09:55.060488] [INFO ] [CONFIGURE ] NMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:09:55.060521] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T00:09:55.216701] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:55.369452] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:09:55.532669] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:55.693098] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:55.849478] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:56.008401] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:56.163151] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:56.327474] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:56.485102] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:56.648447] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:56.648716] [INFO ] [CONFIGURE ] NMI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:09:56.648780] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3057 tests
[2025-10-11T00:09:56.648819] [INFO ] [CONFIGURE ] NMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:09:56.648861] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T00:09:56.803128] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:09:56.954194] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:57.113304] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:57.264997] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:57.403608] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:57.552567] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:09:57.703357] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:09:57.852147] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:57.997465] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:58.145542] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:58.145750] [INFO ] [CONFIGURE ] NMI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:09:58.145805] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3056 tests
[2025-10-11T00:09:58.145841] [INFO ] [CONFIGURE ] NMI: Testing feature 20/29: add_price_rejection
[2025-10-11T00:09:58.145873] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T00:09:58.308547] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:09:58.469279] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:09:58.634169] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:09:58.800730] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:09:58.965437] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:09:59.133230] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:09:59.295092] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:09:59.474495] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:09:59.633483] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:09:59.787372] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:09:59.787556] [INFO ] [CONFIGURE ] NMI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:09:59.787599] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3055 tests
[2025-10-11T00:09:59.787634] [INFO ] [CONFIGURE ] NMI: Testing feature 21/29: add_range_position
[2025-10-11T00:09:59.787708] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T00:09:59.942087] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:10:00.098373] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:00.254796] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:00.409441] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:00.565038] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:10:00.722771] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:00.884967] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:01.046506] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:01.248143] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:01.453736] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:01.454041] [INFO ] [CONFIGURE ] NMI: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:10:01.454091] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3054 tests
[2025-10-11T00:10:01.454133] [INFO ] [CONFIGURE ] NMI: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:10:01.454167] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T00:10:01.645787] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:01.841896] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:02.035826] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:02.223505] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:10:02.410122] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:02.589473] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:10:02.769073] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:02.943817] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:03.122363] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:03.294927] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:03.295153] [INFO ] [CONFIGURE ] NMI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:10:03.295216] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3053 tests
[2025-10-11T00:10:03.295254] [INFO ] [CONFIGURE ] NMI: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:10:03.295285] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T00:10:03.440706] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:03.588090] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:03.735186] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:03.901764] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:04.056719] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:10:04.210979] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:10:04.365722] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:04.524438] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:04.682794] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:04.836787] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:04.837004] [INFO ] [CONFIGURE ] NMI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:10:04.837074] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3052 tests
[2025-10-11T00:10:04.837152] [INFO ] [CONFIGURE ] NMI: Testing feature 24/29: add_rsi
[2025-10-11T00:10:04.837210] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T00:10:05.011110] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:05.181554] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:05.355914] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:05.533771] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:05.704122] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:05.872002] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:06.038531] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:06.211205] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:06.383677] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:06.555464] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:06.555637] [INFO ] [CONFIGURE ] NMI: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:10:06.555720] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3051 tests
[2025-10-11T00:10:06.555759] [INFO ] [CONFIGURE ] NMI: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:10:06.555791] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T00:10:06.708883] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:10:06.854631] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:07.013002] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:07.166374] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:07.315161] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:07.469870] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:07.633301] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:07.782032] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:07.933567] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:08.075693] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:08.075910] [INFO ] [CONFIGURE ] NMI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:10:08.075974] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3050 tests
[2025-10-11T00:10:08.076014] [INFO ] [CONFIGURE ] NMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:10:08.076044] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T00:10:08.216165] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:08.357185] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:08.504989] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:08.648798] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:08.794319] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:08.941248] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:10:09.088107] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:09.237754] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:09.383743] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:09.538125] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:09.538297] [INFO ] [CONFIGURE ] NMI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:10:09.538339] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3049 tests
[2025-10-11T00:10:09.538374] [INFO ] [CONFIGURE ] NMI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:10:09.538405] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T00:10:09.697634] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:09.907335] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:10.126897] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:10.337258] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:10.510920] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:10:10.694098] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:10:10.847343] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:11.011614] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:11.188666] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:11.356742] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:11.356960] [INFO ] [CONFIGURE ] NMI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:10:11.357090] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3048 tests
[2025-10-11T00:10:11.357200] [INFO ] [CONFIGURE ] NMI: Testing feature 28/29: add_volume_profile
[2025-10-11T00:10:11.357242] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T00:10:11.511124] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:11.666932] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:11.828895] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:10:11.989532] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:12.153812] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:12.316224] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:12.480692] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:12.648666] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:12.818049] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:12.987199] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:12.987459] [INFO ] [CONFIGURE ] NMI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:10:12.987505] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3047 tests
[2025-10-11T00:10:12.987565] [INFO ] [CONFIGURE ] NMI: Testing feature 29/29: add_vwap
[2025-10-11T00:10:12.987626] [INFO ] [CONFIGURE ] NMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T00:10:13.157631] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:10:13.323319] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:10:13.491864] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:10:13.694895] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:13.863123] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:14.034497] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:14.211345] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:14.375457] [DEBUG] [FORECASTER] NMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:10:14.544116] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:10:14.703029] [DEBUG] [FORECASTER] NMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:14.703203] [INFO ] [CONFIGURE ] NMI: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:10:14.703267] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3046 tests
[2025-10-11T00:10:14.703340] [INFO ] [CONFIGURE ] NMI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:10:14.703398] [INFO ] [CONFIGURE ] NMI: Best accuracy: 80.00%
[2025-10-11T00:10:14.703440] [INFO ] [CONFIGURE ] NMI: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:10:14.703471] [INFO ] [CONFIGURE ] NMI: Improvement over baseline: 10.00%
[2025-10-11T00:10:14.703499] [INFO ] [CONFIGURE ] NMI: Total time: 42.6 seconds
[2025-10-11T00:10:14.703526] [INFO ] [CONFIGURE ] NMI: Average time per feature: 1.5 seconds
[2025-10-11T00:10:14.703553] [INFO ] [CONFIGURE ] NMI: Average speed: 0.68 features/sec
[2025-10-11T00:10:14.704152] [INFO ] [LOCAL     ] Saved configuration for NMI: 2 features, 80.00% accuracy -> ./output/feature-sets/NMI.json
[2025-10-11T00:10:14.704215] [INFO ] [CONFIGURE ] NMI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:10:14.704268] [INFO ] [sig       ] [116/220] Successfully configured NMI | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:10:14.704346] [INFO ] [sig       ] [117/220] Configuring NMS...
[2025-10-11T00:10:14.704417] [INFO ] [CONFIGURE ] NMS: Configurate test run.
[2025-10-11T00:10:14.704492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-10-11T00:10:14.719497] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'NMS'.
[2025-10-11T00:10:14.719838] [INFO ] [CONFIGURE ] NMS: Testing with 29 available features
[2025-10-11T00:10:14.719895] [INFO ] [CONFIGURE ] NMS: Establishing baseline with no features...
[2025-10-11T00:10:14.827400] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:14.934930] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:15.041755] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:15.149924] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:15.263103] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:15.372765] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:15.481412] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:15.594054] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:15.704500] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:15.819460] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:15.819730] [INFO ] [CONFIGURE ] NMS: Baseline score (no features): 50.00%
[2025-10-11T00:10:15.819793] [INFO ] [CONFIGURE ] NMS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:10:15.819830] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:10:15.954185] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:16.089356] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:16.218929] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:16.351981] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:10:16.498684] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:16.642378] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:16.787808] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:16.932173] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:17.073859] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:17.213920] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:17.214205] [INFO ] [CONFIGURE ] NMS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:10:17.214254] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3045 tests
[2025-10-11T00:10:17.214356] [INFO ] [CONFIGURE ] NMS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:10:17.214398] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:10:17.354628] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:17.505135] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:17.651916] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:17.795260] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:17.946919] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:18.088938] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:18.231350] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:18.378279] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:18.527266] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:18.676104] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:18.676433] [INFO ] [CONFIGURE ] NMS: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:10:18.676495] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3044 tests
[2025-10-11T00:10:18.676534] [INFO ] [CONFIGURE ] NMS: Testing feature 3/29: add_daily_returns
[2025-10-11T00:10:18.676567] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:10:18.817949] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:18.968761] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:19.122115] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:19.271849] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:19.426540] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:19.583158] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:19.775755] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:19.933519] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:20.091370] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:20.234344] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:20.234747] [INFO ] [CONFIGURE ] NMS: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:10:20.234821] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3043 tests
[2025-10-11T00:10:20.234874] [INFO ] [CONFIGURE ] NMS: Testing feature 4/29: add_ema
[2025-10-11T00:10:20.234961] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:10:20.382279] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:20.534149] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:20.683629] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:20.835240] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:20.981484] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:21.127277] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:21.272917] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:21.419249] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:21.565739] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:21.728610] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:21.728914] [INFO ] [CONFIGURE ] NMS: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:10:21.728972] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3042 tests
[2025-10-11T00:10:21.729012] [INFO ] [CONFIGURE ] NMS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:10:21.729045] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:10:21.878942] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:22.023706] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:22.169808] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:22.315666] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:10:22.468469] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:22.619835] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:22.813834] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:22.988868] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:23.147454] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:23.305603] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:10:23.305819] [INFO ] [CONFIGURE ] NMS: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T00:10:23.305870] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3041 tests
[2025-10-11T00:10:23.305905] [INFO ] [CONFIGURE ] NMS: Testing feature 6/29: add_failed_moves
[2025-10-11T00:10:23.305935] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:10:23.436279] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:23.567575] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:23.699372] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:23.832239] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:23.964802] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:24.095766] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:24.222805] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:24.351833] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:24.490003] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:24.625198] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:24.625434] [INFO ] [CONFIGURE ] NMS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:10:24.625486] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3040 tests
[2025-10-11T00:10:24.625523] [INFO ] [CONFIGURE ] NMS: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:10:24.625556] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:10:24.743810] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:24.861913] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:24.983687] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:25.105945] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:25.227985] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:25.350003] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:25.470276] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:25.592168] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:25.715063] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:25.844132] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:25.844333] [INFO ] [CONFIGURE ] NMS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:10:25.844381] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3039 tests
[2025-10-11T00:10:25.844416] [INFO ] [CONFIGURE ] NMS: Testing feature 8/29: add_macd
[2025-10-11T00:10:25.844448] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:10:26.002057] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:26.166684] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:26.323839] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:26.485714] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:10:26.644922] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:26.810197] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:26.972633] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:27.135133] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:27.309875] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:27.484091] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:27.484271] [INFO ] [CONFIGURE ] NMS: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:10:27.484317] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3038 tests
[2025-10-11T00:10:27.484352] [INFO ] [CONFIGURE ] NMS: Testing feature 9/29: add_mfi
[2025-10-11T00:10:27.484384] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:10:27.627850] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:27.771457] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:27.917207] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:28.062274] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:28.209519] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:28.363364] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:28.511370] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:28.659583] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:28.808604] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:28.959108] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:28.959316] [INFO ] [CONFIGURE ] NMS: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:10:28.959362] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3037 tests
[2025-10-11T00:10:28.959397] [INFO ] [CONFIGURE ] NMS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:10:28.959429] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:10:29.122427] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:29.274966] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:29.441557] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:29.602336] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:29.767408] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:29.932371] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:30.098149] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:30.255229] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:30.413014] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:30.569977] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:30.570131] [INFO ] [CONFIGURE ] NMS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:10:30.570194] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3036 tests
[2025-10-11T00:10:30.570233] [INFO ] [CONFIGURE ] NMS: Testing feature 11/29: add_obv_daily
[2025-10-11T00:10:30.570263] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:10:30.698900] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:30.832727] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:30.962339] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:31.092418] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:31.221767] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:31.350234] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:31.481774] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:31.611731] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:31.741587] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:31.903213] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:31.903348] [INFO ] [CONFIGURE ] NMS: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:10:31.903392] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3035 tests
[2025-10-11T00:10:31.903426] [INFO ] [CONFIGURE ] NMS: Testing feature 12/29: add_obv_interval
[2025-10-11T00:10:31.903456] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:10:32.027982] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:32.155809] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:32.280204] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:32.405351] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:32.531101] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:32.657382] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:32.788287] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:32.916172] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:33.043240] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:33.170976] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:33.171121] [INFO ] [CONFIGURE ] NMS: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:10:33.171163] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3034 tests
[2025-10-11T00:10:33.171198] [INFO ] [CONFIGURE ] NMS: Testing feature 13/29: add_opening_strength
[2025-10-11T00:10:33.171230] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:10:33.304922] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:33.444345] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:33.577981] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:33.714403] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:33.850569] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:33.993349] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:34.133993] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:34.273873] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:34.412977] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:34.560129] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:34.560282] [INFO ] [CONFIGURE ] NMS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:10:34.560326] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3033 tests
[2025-10-11T00:10:34.560362] [INFO ] [CONFIGURE ] NMS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:10:34.560394] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:10:34.702268] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:34.842398] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:35.003509] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:35.160536] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:35.308871] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:35.465324] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:35.619631] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:35.772365] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:35.926079] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:36.078412] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:36.078722] [INFO ] [CONFIGURE ] NMS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:10:36.078787] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3032 tests
[2025-10-11T00:10:36.078829] [INFO ] [CONFIGURE ] NMS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:10:36.078861] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:10:36.207575] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:36.342920] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:36.476572] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:36.616362] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:36.758251] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:36.907246] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:37.045243] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:37.186343] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:37.331325] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:37.470218] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:37.470392] [INFO ] [CONFIGURE ] NMS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:10:37.470436] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3031 tests
[2025-10-11T00:10:37.470471] [INFO ] [CONFIGURE ] NMS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:10:37.470502] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:10:37.609854] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:37.749528] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:37.889255] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:38.034578] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:38.180464] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:38.341300] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:38.492081] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:38.646454] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:38.789639] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:38.932411] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:38.932596] [INFO ] [CONFIGURE ] NMS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:10:38.932639] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3030 tests
[2025-10-11T00:10:38.932718] [INFO ] [CONFIGURE ] NMS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:10:38.932753] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:10:39.073419] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:39.217849] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:39.371939] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:39.522260] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:39.667488] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:39.808411] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:39.957949] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:40.104334] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:40.249802] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:40.395275] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:40.395489] [INFO ] [CONFIGURE ] NMS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:10:40.395551] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3029 tests
[2025-10-11T00:10:40.395589] [INFO ] [CONFIGURE ] NMS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:10:40.395620] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:10:40.524768] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:40.662153] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:40.793572] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:40.927920] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:41.062863] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:41.196987] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:41.337431] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:41.471743] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:41.606514] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:41.741829] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:41.742011] [INFO ] [CONFIGURE ] NMS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:10:41.742054] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3028 tests
[2025-10-11T00:10:41.742089] [INFO ] [CONFIGURE ] NMS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:10:41.742121] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:10:41.873980] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:42.008916] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:42.139995] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:42.273393] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:42.407275] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:42.544432] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:42.678844] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:42.815279] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:42.953508] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:43.092370] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:43.092667] [INFO ] [CONFIGURE ] NMS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:10:43.092799] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3027 tests
[2025-10-11T00:10:43.092865] [INFO ] [CONFIGURE ] NMS: Testing feature 20/29: add_price_rejection
[2025-10-11T00:10:43.092905] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:10:43.252035] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:43.409938] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:43.558216] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:43.709409] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:43.868000] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:44.074301] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:44.229556] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:44.379330] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:44.538859] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:44.691176] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:44.691355] [INFO ] [CONFIGURE ] NMS: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:10:44.691409] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3026 tests
[2025-10-11T00:10:44.691450] [INFO ] [CONFIGURE ] NMS: Testing feature 21/29: add_range_position
[2025-10-11T00:10:44.691486] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:10:44.844377] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:45.001356] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:45.179195] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:45.349160] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:45.502601] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:45.656218] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:45.823752] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:45.987393] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:46.162897] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:46.324927] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:46.325148] [INFO ] [CONFIGURE ] NMS: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:10:46.325196] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3025 tests
[2025-10-11T00:10:46.325233] [INFO ] [CONFIGURE ] NMS: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:10:46.325264] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:10:46.504465] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:46.673613] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:46.850506] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:10:47.035247] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:10:47.218497] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:47.403981] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:47.587264] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:10:47.773932] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:47.953126] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:48.129584] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:48.129835] [INFO ] [CONFIGURE ] NMS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:10:48.129899] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3024 tests
[2025-10-11T00:10:48.129938] [INFO ] [CONFIGURE ] NMS: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:10:48.130016] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:10:48.266218] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:48.403728] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:48.545141] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:48.685152] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:48.827982] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:48.976542] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:49.119557] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:49.260769] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:49.402711] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:49.550308] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:49.550543] [INFO ] [CONFIGURE ] NMS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:10:49.550595] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3023 tests
[2025-10-11T00:10:49.550662] [INFO ] [CONFIGURE ] NMS: Testing feature 24/29: add_rsi
[2025-10-11T00:10:49.550721] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:10:49.708366] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:49.864286] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:50.031392] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:50.196355] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:50.360917] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:50.523098] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:50.685160] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:50.845158] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:51.006303] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:51.165820] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:51.165990] [INFO ] [CONFIGURE ] NMS: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:10:51.166033] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3022 tests
[2025-10-11T00:10:51.166068] [INFO ] [CONFIGURE ] NMS: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:10:51.166098] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:10:51.297635] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:51.430253] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:51.563064] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:51.697398] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:51.835208] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:51.972312] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:52.111365] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:52.247980] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:52.385473] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:52.523590] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:52.523775] [INFO ] [CONFIGURE ] NMS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:10:52.523828] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3021 tests
[2025-10-11T00:10:52.523866] [INFO ] [CONFIGURE ] NMS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:10:52.523897] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:10:52.658611] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:52.796092] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:52.933480] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:53.101668] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:53.273701] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:53.430347] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:53.569329] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:53.710797] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:53.870953] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:54.006246] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:54.006418] [INFO ] [CONFIGURE ] NMS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:10:54.006462] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3020 tests
[2025-10-11T00:10:54.006497] [INFO ] [CONFIGURE ] NMS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:10:54.006529] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:10:54.146214] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:54.287250] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:54.430976] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:10:54.581684] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:54.732484] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:54.884249] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:55.029262] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:55.173143] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:55.318086] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:10:55.460267] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:55.460430] [INFO ] [CONFIGURE ] NMS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:10:55.460475] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3019 tests
[2025-10-11T00:10:55.460510] [INFO ] [CONFIGURE ] NMS: Testing feature 28/29: add_volume_profile
[2025-10-11T00:10:55.460540] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:10:55.587471] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:55.714423] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:55.848599] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:10:55.980809] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:10:56.114497] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:56.252664] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:56.385277] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:56.520924] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:56.655169] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:10:56.792247] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:56.792456] [INFO ] [CONFIGURE ] NMS: KEPT add_volume_profile (score: 70.00%)
[2025-10-11T00:10:56.792513] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3018 tests
[2025-10-11T00:10:56.792573] [INFO ] [CONFIGURE ] NMS: Testing feature 29/29: add_vwap
[2025-10-11T00:10:56.792636] [INFO ] [CONFIGURE ] NMS: Testing with features: ['add_cumulative_delta', 'add_volume_profile', 'add_vwap']
[2025-10-11T00:10:56.963181] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:10:57.123045] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:10:57.273005] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:57.427753] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:10:57.599124] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:10:57.754743] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:10:57.903424] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:10:58.051426] [DEBUG] [FORECASTER] NMS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:10:58.199059] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:10:58.345342] [DEBUG] [FORECASTER] NMS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:10:58.345512] [INFO ] [CONFIGURE ] NMS: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:10:58.345554] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3017 tests
[2025-10-11T00:10:58.345608] [INFO ] [CONFIGURE ] NMS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:10:58.345688] [INFO ] [CONFIGURE ] NMS: Best accuracy: 70.00%
[2025-10-11T00:10:58.345737] [INFO ] [CONFIGURE ] NMS: Best feature set (2 features): ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:10:58.345767] [INFO ] [CONFIGURE ] NMS: Improvement over baseline: 20.00%
[2025-10-11T00:10:58.345794] [INFO ] [CONFIGURE ] NMS: Total time: 42.5 seconds
[2025-10-11T00:10:58.345820] [INFO ] [CONFIGURE ] NMS: Average time per feature: 1.5 seconds
[2025-10-11T00:10:58.345847] [INFO ] [CONFIGURE ] NMS: Average speed: 0.68 features/sec
[2025-10-11T00:10:58.346445] [INFO ] [LOCAL     ] Saved configuration for NMS: 2 features, 70.00% accuracy -> ./output/feature-sets/NMS.json
[2025-10-11T00:10:58.346500] [INFO ] [CONFIGURE ] NMS: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:10:58.346549] [INFO ] [sig       ] [117/220] Successfully configured NMS | 0.02 sym/s | Total: 1.4h | ETA: 1.3h
[2025-10-11T00:10:58.346624] [INFO ] [sig       ] [118/220] Configuring NMT...
[2025-10-11T00:10:58.346717] [INFO ] [CONFIGURE ] NMT: Configurate test run.
[2025-10-11T00:10:58.346789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-10-11T00:10:58.362876] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMT'.
[2025-10-11T00:10:58.363399] [INFO ] [CONFIGURE ] NMT: Testing with 29 available features
[2025-10-11T00:10:58.363456] [INFO ] [CONFIGURE ] NMT: Establishing baseline with no features...
[2025-10-11T00:10:58.465119] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:58.565615] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:10:58.666302] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:58.768783] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:58.871077] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:10:58.974109] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:10:59.078044] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:10:59.200307] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:10:59.305793] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:10:59.412787] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:10:59.412964] [INFO ] [CONFIGURE ] NMT: Baseline score (no features): 80.00%
[2025-10-11T00:10:59.413009] [INFO ] [CONFIGURE ] NMT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:10:59.413043] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:10:59.533400] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:10:59.649009] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:10:59.763225] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:10:59.880863] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:10:59.999491] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:00.120270] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:00.237793] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:00.354068] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:00.472889] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:00.591286] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:00.591460] [INFO ] [CONFIGURE ] NMT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-11T00:11:00.591503] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3016 tests
[2025-10-11T00:11:00.591537] [INFO ] [CONFIGURE ] NMT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:11:00.591568] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:11:00.714092] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:00.843861] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:00.970256] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:11:01.099612] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:01.228628] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:01.354570] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:01.479977] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:01.610262] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:01.739426] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:01.871726] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:01.871912] [INFO ] [CONFIGURE ] NMT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T00:11:01.871959] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3015 tests
[2025-10-11T00:11:01.871995] [INFO ] [CONFIGURE ] NMT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:11:01.872028] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns']
[2025-10-11T00:11:01.985984] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:02.102809] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:02.268894] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:02.387604] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:02.536305] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:02.695372] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:02.866053] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:03.003170] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:03.116517] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:03.240087] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:03.240505] [INFO ] [CONFIGURE ] NMT: KEPT add_daily_returns (score: 90.00%)
[2025-10-11T00:11:03.240572] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3014 tests
[2025-10-11T00:11:03.240612] [INFO ] [CONFIGURE ] NMT: Testing feature 4/29: add_ema
[2025-10-11T00:11:03.240669] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:11:03.375778] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:03.508330] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:03.638560] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:03.766913] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:03.896278] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:04.026596] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:04.164566] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:04.309889] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:04.452391] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:04.613161] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:11:04.613425] [INFO ] [CONFIGURE ] NMT: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:11:04.613492] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3013 tests
[2025-10-11T00:11:04.613536] [INFO ] [CONFIGURE ] NMT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:11:04.613570] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:11:04.774780] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:04.935577] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:05.085861] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:05.228059] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:05.368244] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:05.505156] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:05.642118] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:05.798580] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:05.943078] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:06.097519] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:06.097779] [INFO ] [CONFIGURE ] NMT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:11:06.097850] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3012 tests
[2025-10-11T00:11:06.097897] [INFO ] [CONFIGURE ] NMT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:11:06.097938] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:11:06.223392] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:06.347534] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:06.466287] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:06.583896] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:06.701442] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:06.822750] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:06.944413] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:07.065949] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:07.184343] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:07.299924] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:07.300084] [INFO ] [CONFIGURE ] NMT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:11:07.300128] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3011 tests
[2025-10-11T00:11:07.300163] [INFO ] [CONFIGURE ] NMT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:11:07.300193] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:11:07.409298] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:07.514496] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:07.619096] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:07.723075] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:07.828246] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:07.931376] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:08.038319] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:08.143541] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:08.249761] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:08.356470] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:08.356676] [INFO ] [CONFIGURE ] NMT: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:11:08.356738] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3010 tests
[2025-10-11T00:11:08.356777] [INFO ] [CONFIGURE ] NMT: Testing feature 8/29: add_macd
[2025-10-11T00:11:08.356808] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:11:08.497611] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:11:08.641665] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:08.781207] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:08.922209] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:09.063605] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:09.213897] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:09.359742] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:09.506222] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:09.652542] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:09.805034] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:09.805288] [INFO ] [CONFIGURE ] NMT: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:11:09.805352] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3009 tests
[2025-10-11T00:11:09.805393] [INFO ] [CONFIGURE ] NMT: Testing feature 9/29: add_mfi
[2025-10-11T00:11:09.805425] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:11:09.925446] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:10.047618] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:10.170909] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:10.305563] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:10.436660] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:10.561838] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:10.686007] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:10.815145] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:10.941801] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:11.069775] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:11.069955] [INFO ] [CONFIGURE ] NMT: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:11:11.070019] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3008 tests
[2025-10-11T00:11:11.070058] [INFO ] [CONFIGURE ] NMT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:11:11.070254] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:11:11.210418] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:11.373431] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:11.513835] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:11.655496] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:11.791123] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:11.924219] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:12.073104] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:12.219083] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:12.364275] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:12.513416] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:12.513639] [INFO ] [CONFIGURE ] NMT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:11:12.513737] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3007 tests
[2025-10-11T00:11:12.513796] [INFO ] [CONFIGURE ] NMT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:11:12.513833] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:11:12.633789] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:11:12.752790] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:12.873176] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:12.993871] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:13.122367] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:13.240572] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:13.359891] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:13.483255] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:13.608596] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:13.737004] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:13.737259] [INFO ] [CONFIGURE ] NMT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:11:13.737323] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3006 tests
[2025-10-11T00:11:13.737364] [INFO ] [CONFIGURE ] NMT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:11:13.737397] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:11:13.857493] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:13.974787] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:14.092817] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:14.211714] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:14.341476] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:14.470579] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:14.603864] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:14.759748] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:14.899497] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:15.035832] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:15.036102] [INFO ] [CONFIGURE ] NMT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:11:15.036155] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3005 tests
[2025-10-11T00:11:15.036193] [INFO ] [CONFIGURE ] NMT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:11:15.036374] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:11:15.169734] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:15.301130] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:15.435879] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:15.566878] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:15.698788] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:15.861675] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:16.005250] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:16.145216] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:16.282498] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:16.420075] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:16.420276] [INFO ] [CONFIGURE ] NMT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:11:16.420323] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3004 tests
[2025-10-11T00:11:16.420358] [INFO ] [CONFIGURE ] NMT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:11:16.420388] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:11:16.564891] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:16.711307] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:16.853298] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:17.009704] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:17.169941] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:17.324306] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:17.475835] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:17.639803] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:17.826569] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:17.969428] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:11:17.969804] [INFO ] [CONFIGURE ] NMT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:11:17.969870] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3003 tests
[2025-10-11T00:11:17.969911] [INFO ] [CONFIGURE ] NMT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:11:17.969944] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:11:18.094342] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:18.222757] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:18.346209] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:18.469476] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:18.590626] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:18.718886] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:18.847404] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:18.976009] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:19.106221] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:19.236745] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:19.236976] [INFO ] [CONFIGURE ] NMT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:11:19.237021] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3002 tests
[2025-10-11T00:11:19.237096] [INFO ] [CONFIGURE ] NMT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:11:19.237141] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:11:19.373021] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:19.509174] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:19.640606] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:19.771237] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:19.913495] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:20.047763] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:20.181618] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:20.316791] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:20.458422] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:20.604841] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:20.605173] [INFO ] [CONFIGURE ] NMT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:11:20.605235] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3001 tests
[2025-10-11T00:11:20.605277] [INFO ] [CONFIGURE ] NMT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:11:20.605314] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:11:20.752046] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:20.895917] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:21.043346] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:21.162426] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:21.280400] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:21.403090] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:21.523118] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:21.643245] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:21.763724] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:21.884489] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:21.884625] [INFO ] [CONFIGURE ] NMT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:11:21.884703] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3000 tests
[2025-10-11T00:11:21.884750] [INFO ] [CONFIGURE ] NMT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:11:21.884781] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:11:21.989905] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:22.094736] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:22.198153] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:22.302233] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:22.406843] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:22.513323] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:22.619159] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:22.726061] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:22.837479] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:22.949340] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:11:22.949485] [INFO ] [CONFIGURE ] NMT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:11:22.949537] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2999 tests
[2025-10-11T00:11:22.949578] [INFO ] [CONFIGURE ] NMT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:11:22.949608] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:11:23.058741] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:23.168763] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:23.282609] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:23.394064] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:23.508474] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:23.621559] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:23.731921] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:23.875955] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:23.988891] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:24.103042] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:24.103193] [INFO ] [CONFIGURE ] NMT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:11:24.103235] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2998 tests
[2025-10-11T00:11:24.103269] [INFO ] [CONFIGURE ] NMT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:11:24.103300] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T00:11:24.223144] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:24.339764] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:24.457051] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:24.575844] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:24.697488] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:24.815630] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:24.932935] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:25.052490] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:25.171744] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:25.292271] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:25.292436] [INFO ] [CONFIGURE ] NMT: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:11:25.292482] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2997 tests
[2025-10-11T00:11:25.292517] [INFO ] [CONFIGURE ] NMT: Testing feature 21/29: add_range_position
[2025-10-11T00:11:25.292548] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T00:11:25.417059] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:25.542704] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:25.686870] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:25.822398] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:25.951103] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:26.077743] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:26.206813] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:26.355445] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:26.492849] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:26.626734] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:26.626950] [INFO ] [CONFIGURE ] NMT: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:11:26.627009] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2996 tests
[2025-10-11T00:11:26.627100] [INFO ] [CONFIGURE ] NMT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:11:26.627161] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:11:26.777710] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:26.940258] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:27.093818] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:27.247545] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:27.402074] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:27.559202] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:27.705454] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:27.852485] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:27.999787] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:28.153708] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:28.153968] [INFO ] [CONFIGURE ] NMT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:11:28.154020] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2995 tests
[2025-10-11T00:11:28.154059] [INFO ] [CONFIGURE ] NMT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:11:28.154091] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:11:28.284522] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:28.406674] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:28.531672] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:28.651493] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:28.770453] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:28.890126] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:29.008271] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:29.127807] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:29.248215] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:29.370083] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:29.370254] [INFO ] [CONFIGURE ] NMT: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:11:29.370300] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2994 tests
[2025-10-11T00:11:29.370336] [INFO ] [CONFIGURE ] NMT: Testing feature 24/29: add_rsi
[2025-10-11T00:11:29.370370] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:11:29.512007] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:29.650860] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:29.791799] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:29.965009] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:30.108176] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:30.251557] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:30.396234] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:30.546417] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:30.689268] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:30.835107] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:30.835301] [INFO ] [CONFIGURE ] NMT: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:11:30.835365] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2993 tests
[2025-10-11T00:11:30.835404] [INFO ] [CONFIGURE ] NMT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:11:30.835435] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:11:30.950423] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:31.067057] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:31.183996] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:31.300633] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:31.417452] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:31.537675] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:31.657758] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:31.777472] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:31.894912] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:32.013813] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:32.013953] [INFO ] [CONFIGURE ] NMT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:11:32.013996] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2992 tests
[2025-10-11T00:11:32.014032] [INFO ] [CONFIGURE ] NMT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:11:32.014118] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:11:32.145359] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:32.269632] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:32.396635] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:11:32.521885] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:32.645225] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:32.772754] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:32.903854] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:33.025528] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:33.149073] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:33.271227] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:33.271388] [INFO ] [CONFIGURE ] NMT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:11:33.271439] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2991 tests
[2025-10-11T00:11:33.271481] [INFO ] [CONFIGURE ] NMT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:11:33.271521] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:11:33.399152] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:33.530358] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:33.658161] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:33.786630] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:33.918624] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:34.046812] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:34.191961] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:34.323530] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:34.451752] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:34.581894] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:34.582051] [INFO ] [CONFIGURE ] NMT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:11:34.582096] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2990 tests
[2025-10-11T00:11:34.582130] [INFO ] [CONFIGURE ] NMT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:11:34.582160] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T00:11:34.697799] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:34.812974] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:34.931944] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:11:35.049320] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:35.170992] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:35.295137] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:35.414687] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:11:35.536540] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:35.654789] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:35.772725] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:35.772866] [INFO ] [CONFIGURE ] NMT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:11:35.772910] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2989 tests
[2025-10-11T00:11:35.772975] [INFO ] [CONFIGURE ] NMT: Testing feature 29/29: add_vwap
[2025-10-11T00:11:35.773031] [INFO ] [CONFIGURE ] NMT: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T00:11:35.889021] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:11:36.020997] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:11:36.137094] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:11:36.267855] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:36.388239] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:11:36.510585] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:11:36.632349] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:36.756784] [DEBUG] [FORECASTER] NMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:36.884976] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:37.009111] [DEBUG] [FORECASTER] NMT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:11:37.009305] [INFO ] [CONFIGURE ] NMT: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:11:37.009368] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2988 tests
[2025-10-11T00:11:37.009415] [INFO ] [CONFIGURE ] NMT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:11:37.009471] [INFO ] [CONFIGURE ] NMT: Best accuracy: 90.00%
[2025-10-11T00:11:37.009505] [INFO ] [CONFIGURE ] NMT: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T00:11:37.009533] [INFO ] [CONFIGURE ] NMT: Improvement over baseline: 10.00%
[2025-10-11T00:11:37.009559] [INFO ] [CONFIGURE ] NMT: Total time: 37.6 seconds
[2025-10-11T00:11:37.009588] [INFO ] [CONFIGURE ] NMT: Average time per feature: 1.3 seconds
[2025-10-11T00:11:37.009614] [INFO ] [CONFIGURE ] NMT: Average speed: 0.77 features/sec
[2025-10-11T00:11:37.010341] [INFO ] [LOCAL     ] Saved configuration for NMT: 1 features, 90.00% accuracy -> ./output/feature-sets/NMT.json
[2025-10-11T00:11:37.010399] [INFO ] [CONFIGURE ] NMT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:11:37.010460] [INFO ] [sig       ] [118/220] Successfully configured NMT | 0.02 sym/s | Total: 1.4h | ETA: 1.2h
[2025-10-11T00:11:37.010537] [INFO ] [sig       ] [119/220] Configuring NNI...
[2025-10-11T00:11:37.010606] [INFO ] [CONFIGURE ] NNI: Configurate test run.
[2025-10-11T00:11:37.010703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-10-11T00:11:37.026237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNI'.
[2025-10-11T00:11:37.026615] [INFO ] [CONFIGURE ] NNI: Testing with 29 available features
[2025-10-11T00:11:37.026696] [INFO ] [CONFIGURE ] NNI: Establishing baseline with no features...
[2025-10-11T00:11:37.128848] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:11:37.230905] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:37.332335] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:37.434036] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:37.539781] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:37.640531] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:37.741635] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:37.843095] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:37.946700] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:38.052422] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:38.052571] [INFO ] [CONFIGURE ] NNI: Baseline score (no features): 60.00%
[2025-10-11T00:11:38.052621] [INFO ] [CONFIGURE ] NNI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:11:38.052708] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:11:38.172329] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:38.285879] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:38.399898] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:38.512959] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:38.624972] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:38.738583] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:38.858729] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:38.976544] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:39.095180] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:39.212389] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:39.212561] [INFO ] [CONFIGURE ] NNI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T00:11:39.212612] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2987 tests
[2025-10-11T00:11:39.212690] [INFO ] [CONFIGURE ] NNI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:11:39.212752] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:11:39.345345] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:39.476215] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:39.616178] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:39.748239] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:39.882671] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:40.016592] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:40.151044] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:40.293585] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:40.432131] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:40.578037] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:40.578260] [INFO ] [CONFIGURE ] NNI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:11:40.578324] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2986 tests
[2025-10-11T00:11:40.578368] [INFO ] [CONFIGURE ] NNI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:11:40.578445] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:11:40.701866] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:40.820471] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:40.942630] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:41.061691] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:41.184672] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:41.313404] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:41.440827] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:41.572562] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:41.695323] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:41.817509] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:41.817698] [INFO ] [CONFIGURE ] NNI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:11:41.817757] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2985 tests
[2025-10-11T00:11:41.817795] [INFO ] [CONFIGURE ] NNI: Testing feature 4/29: add_ema
[2025-10-11T00:11:41.817826] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:11:41.948234] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:42.097292] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:42.243464] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:11:42.399483] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:42.548400] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:42.705704] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:42.860888] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:43.015602] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:43.164350] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:43.318308] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:43.318588] [INFO ] [CONFIGURE ] NNI: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:11:43.318660] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2984 tests
[2025-10-11T00:11:43.318725] [INFO ] [CONFIGURE ] NNI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:11:43.318762] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:11:43.476414] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:43.649048] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:43.829249] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:43.991486] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:44.156534] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:44.321924] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:44.480033] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:44.643498] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:44.803024] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:44.973630] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:44.973960] [INFO ] [CONFIGURE ] NNI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:11:44.974015] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2983 tests
[2025-10-11T00:11:44.974056] [INFO ] [CONFIGURE ] NNI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:11:44.974090] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:11:45.110701] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:45.248545] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:45.406334] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:45.552861] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:45.713546] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:45.842104] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:45.968986] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:46.097795] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:46.228340] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:46.360213] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:46.360421] [INFO ] [CONFIGURE ] NNI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:11:46.360480] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2982 tests
[2025-10-11T00:11:46.360520] [INFO ] [CONFIGURE ] NNI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:11:46.360552] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:11:46.477729] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:46.595336] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:46.713277] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:46.831188] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:46.950443] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:47.074919] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:47.201199] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:47.324485] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:47.445998] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:47.568581] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:47.568762] [INFO ] [CONFIGURE ] NNI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:11:47.568814] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2981 tests
[2025-10-11T00:11:47.568850] [INFO ] [CONFIGURE ] NNI: Testing feature 8/29: add_macd
[2025-10-11T00:11:47.568882] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:11:47.727108] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:47.882344] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:48.037938] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:48.193163] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:48.348897] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:48.508886] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:48.666389] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:48.849958] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:49.025969] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:49.204355] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:49.204706] [INFO ] [CONFIGURE ] NNI: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:11:49.204772] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2980 tests
[2025-10-11T00:11:49.204815] [INFO ] [CONFIGURE ] NNI: Testing feature 9/29: add_mfi
[2025-10-11T00:11:49.204850] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:11:49.345752] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:49.491607] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:49.639526] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:49.784044] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:49.931722] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:50.074272] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:50.213995] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:50.347785] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:50.487669] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:50.633541] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:50.633764] [INFO ] [CONFIGURE ] NNI: KEPT add_mfi (score: 80.00%)
[2025-10-11T00:11:50.633818] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2979 tests
[2025-10-11T00:11:50.633854] [INFO ] [CONFIGURE ] NNI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:11:50.633885] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:11:50.794381] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:50.966214] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:51.143224] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:51.313144] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:51.512515] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:51.679623] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:51.851797] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:52.021345] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:52.193367] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:52.370819] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:52.371076] [INFO ] [CONFIGURE ] NNI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:11:52.371170] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2978 tests
[2025-10-11T00:11:52.371225] [INFO ] [CONFIGURE ] NNI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:11:52.371263] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-11T00:11:52.515949] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:52.659237] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:52.805295] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:52.951805] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:53.096897] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:53.238103] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:11:53.387730] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:53.535885] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:53.686116] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:53.837990] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:11:53.838202] [INFO ] [CONFIGURE ] NNI: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:11:53.838252] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2977 tests
[2025-10-11T00:11:53.838287] [INFO ] [CONFIGURE ] NNI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:11:53.838317] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-11T00:11:53.991346] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:54.140374] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:54.291930] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:54.452290] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:54.619367] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:54.831596] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:55.040369] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:55.248696] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:55.426552] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:55.581193] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:11:55.581377] [INFO ] [CONFIGURE ] NNI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:11:55.581443] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2976 tests
[2025-10-11T00:11:55.581482] [INFO ] [CONFIGURE ] NNI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:11:55.581515] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:11:55.729605] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:55.882796] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:56.035791] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:11:56.189413] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:56.345898] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:56.499357] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:56.649882] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:56.799800] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:11:56.953249] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:11:57.110530] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:57.110736] [INFO ] [CONFIGURE ] NNI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:11:57.110801] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2975 tests
[2025-10-11T00:11:57.110840] [INFO ] [CONFIGURE ] NNI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:11:57.110873] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:11:57.268564] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:57.427436] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:57.586205] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:57.745751] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:11:57.905489] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:58.067613] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:11:58.229252] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:58.390313] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:11:58.554041] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:11:58.718185] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:11:58.718383] [INFO ] [CONFIGURE ] NNI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:11:58.718428] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2974 tests
[2025-10-11T00:11:58.718465] [INFO ] [CONFIGURE ] NNI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:11:58.718501] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:11:58.862891] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:11:59.029746] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:11:59.178740] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:11:59.319776] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:11:59.467632] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:11:59.611163] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:11:59.756925] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:11:59.898748] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:00.052230] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:00.202783] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:00.202948] [INFO ] [CONFIGURE ] NNI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:12:00.202993] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2973 tests
[2025-10-11T00:12:00.203028] [INFO ] [CONFIGURE ] NNI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:12:00.203080] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T00:12:00.352312] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:00.501616] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:00.650284] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:00.797479] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:00.945819] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:01.101959] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:01.259568] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:01.414013] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:01.569247] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:01.723483] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:01.723700] [INFO ] [CONFIGURE ] NNI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:12:01.723761] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2972 tests
[2025-10-11T00:12:01.723800] [INFO ] [CONFIGURE ] NNI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:12:01.723832] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T00:12:01.879350] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:02.040674] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:02.195085] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:02.347447] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:02.502008] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:02.654990] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:02.807997] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:02.973988] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:03.138216] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:03.288784] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:03.288944] [INFO ] [CONFIGURE ] NNI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:12:03.288989] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2971 tests
[2025-10-11T00:12:03.289077] [INFO ] [CONFIGURE ] NNI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:12:03.289117] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T00:12:03.427105] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:03.572055] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:03.731630] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:03.871968] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:04.012886] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:04.152090] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:04.291975] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:04.436229] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:04.576958] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:04.726630] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:04.726840] [INFO ] [CONFIGURE ] NNI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:12:04.726887] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2970 tests
[2025-10-11T00:12:04.726923] [INFO ] [CONFIGURE ] NNI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:12:04.726954] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T00:12:04.866575] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:05.004096] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:05.142150] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:05.290245] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:05.442323] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:05.586366] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:05.743103] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:05.888248] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:06.034839] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:06.182968] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:06.183159] [INFO ] [CONFIGURE ] NNI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:12:06.183203] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2969 tests
[2025-10-11T00:12:06.183238] [INFO ] [CONFIGURE ] NNI: Testing feature 20/29: add_price_rejection
[2025-10-11T00:12:06.183269] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-11T00:12:06.341119] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:06.493693] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:06.676815] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:06.834212] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:06.988482] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:07.141021] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:07.293043] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:07.456679] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:07.614728] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:07.770364] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:07.770555] [INFO ] [CONFIGURE ] NNI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:12:07.770600] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2968 tests
[2025-10-11T00:12:07.770635] [INFO ] [CONFIGURE ] NNI: Testing feature 21/29: add_range_position
[2025-10-11T00:12:07.770714] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-11T00:12:07.949692] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:08.134057] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:08.312982] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:08.497283] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:08.686280] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:08.872713] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:09.053841] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:09.240596] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:09.423911] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:09.609103] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:09.609325] [INFO ] [CONFIGURE ] NNI: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:12:09.609390] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2967 tests
[2025-10-11T00:12:09.609439] [INFO ] [CONFIGURE ] NNI: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:12:09.609497] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-11T00:12:09.816424] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:10.012806] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:10.189842] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:10.365544] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:10.540500] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:10.714015] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:10.890093] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:11.070595] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:12:11.248454] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:11.427277] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:11.427501] [INFO ] [CONFIGURE ] NNI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:12:11.427548] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2966 tests
[2025-10-11T00:12:11.427586] [INFO ] [CONFIGURE ] NNI: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:12:11.427617] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-11T00:12:11.583849] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:11.734293] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:11.884922] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:12.038300] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:12.192470] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:12.343677] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:12.494401] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:12.643912] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:12.802754] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:12.956467] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:12.956675] [INFO ] [CONFIGURE ] NNI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:12:12.956738] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2965 tests
[2025-10-11T00:12:12.956799] [INFO ] [CONFIGURE ] NNI: Testing feature 24/29: add_rsi
[2025-10-11T00:12:12.956856] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T00:12:13.121614] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:13.286875] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:13.456512] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:13.624479] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:13.797553] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:12:13.997476] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:14.178612] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:14.359203] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:14.540385] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:14.714829] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:14.715027] [INFO ] [CONFIGURE ] NNI: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:12:14.715092] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2964 tests
[2025-10-11T00:12:14.715134] [INFO ] [CONFIGURE ] NNI: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:12:14.715169] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-11T00:12:14.863744] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:15.011376] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:15.162045] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:15.313956] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:15.460099] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:15.608153] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:15.785822] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:15.942129] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:16.097600] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:16.246929] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:16.247122] [INFO ] [CONFIGURE ] NNI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:12:16.247180] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2963 tests
[2025-10-11T00:12:16.247219] [INFO ] [CONFIGURE ] NNI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:12:16.247252] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-11T00:12:16.393978] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:16.541943] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:16.686473] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:16.832463] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:16.979187] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:17.129211] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:12:17.283142] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:17.430961] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:17.578364] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:17.730823] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:12:17.731003] [INFO ] [CONFIGURE ] NNI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:12:17.731051] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2962 tests
[2025-10-11T00:12:17.731087] [INFO ] [CONFIGURE ] NNI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:12:17.731117] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-11T00:12:17.889200] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:18.052628] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:18.215850] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:18.380445] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:18.551889] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:18.712822] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:18.876669] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:19.037388] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:19.202427] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:19.364839] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:19.365006] [INFO ] [CONFIGURE ] NNI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:12:19.365049] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2961 tests
[2025-10-11T00:12:19.365083] [INFO ] [CONFIGURE ] NNI: Testing feature 28/29: add_volume_profile
[2025-10-11T00:12:19.365113] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-11T00:12:19.517809] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:19.691785] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:19.864675] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:20.035048] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:20.184461] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:20.333524] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:20.485460] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:20.640446] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:20.789526] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:20.943235] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:20.943477] [INFO ] [CONFIGURE ] NNI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:12:20.943534] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2960 tests
[2025-10-11T00:12:20.943583] [INFO ] [CONFIGURE ] NNI: Testing feature 29/29: add_vwap
[2025-10-11T00:12:20.943663] [INFO ] [CONFIGURE ] NNI: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-11T00:12:21.094865] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:21.245292] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:12:21.398731] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:21.550844] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:21.707715] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:12:21.857317] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:12:22.003986] [DEBUG] [FORECASTER] NNI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:12:22.152349] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:12:22.310314] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:22.466148] [DEBUG] [FORECASTER] NNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:22.466318] [INFO ] [CONFIGURE ] NNI: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:12:22.466362] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2959 tests
[2025-10-11T00:12:22.466411] [INFO ] [CONFIGURE ] NNI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:12:22.466467] [INFO ] [CONFIGURE ] NNI: Best accuracy: 80.00%
[2025-10-11T00:12:22.466501] [INFO ] [CONFIGURE ] NNI: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:12:22.466529] [INFO ] [CONFIGURE ] NNI: Improvement over baseline: 20.00%
[2025-10-11T00:12:22.466556] [INFO ] [CONFIGURE ] NNI: Total time: 44.4 seconds
[2025-10-11T00:12:22.466582] [INFO ] [CONFIGURE ] NNI: Average time per feature: 1.5 seconds
[2025-10-11T00:12:22.466609] [INFO ] [CONFIGURE ] NNI: Average speed: 0.65 features/sec
[2025-10-11T00:12:22.467355] [INFO ] [LOCAL     ] Saved configuration for NNI: 2 features, 80.00% accuracy -> ./output/feature-sets/NNI.json
[2025-10-11T00:12:22.467410] [INFO ] [CONFIGURE ] NNI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:12:22.467470] [INFO ] [sig       ] [119/220] Successfully configured NNI | 0.02 sym/s | Total: 1.4h | ETA: 1.2h
[2025-10-11T00:12:22.467546] [INFO ] [sig       ] [120/220] Configuring NNY...
[2025-10-11T00:12:22.467614] [INFO ] [CONFIGURE ] NNY: Configurate test run.
[2025-10-11T00:12:22.467712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-10-11T00:12:22.485726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNY'.
[2025-10-11T00:12:22.486335] [INFO ] [CONFIGURE ] NNY: Testing with 29 available features
[2025-10-11T00:12:22.486391] [INFO ] [CONFIGURE ] NNY: Establishing baseline with no features...
[2025-10-11T00:12:22.607176] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:22.719728] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:22.835977] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:22.951811] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:23.066400] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:23.181501] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:23.296864] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:23.415379] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:23.534283] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:23.655235] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:23.655418] [INFO ] [CONFIGURE ] NNY: Baseline score (no features): 60.00%
[2025-10-11T00:12:23.655465] [INFO ] [CONFIGURE ] NNY: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:12:23.655499] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:12:23.768611] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:23.887614] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:24.004930] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:24.119785] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:24.234719] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:24.352395] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:24.473120] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:12:24.589352] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:24.705639] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:24.850448] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:24.850624] [INFO ] [CONFIGURE ] NNY: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:12:24.850703] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2958 tests
[2025-10-11T00:12:24.850749] [INFO ] [CONFIGURE ] NNY: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:12:24.850782] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:12:24.971282] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:25.093207] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:25.212834] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:25.331289] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:25.451388] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:25.572048] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:25.692614] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:25.815467] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:25.939913] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:26.061856] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:26.062071] [INFO ] [CONFIGURE ] NNY: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T00:12:26.062120] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2957 tests
[2025-10-11T00:12:26.062154] [INFO ] [CONFIGURE ] NNY: Testing feature 3/29: add_daily_returns
[2025-10-11T00:12:26.062184] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:12:26.184429] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:26.307594] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:26.430938] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:26.555248] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:26.683779] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:26.810338] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:26.936461] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:27.065852] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:27.194892] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:27.335042] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:27.335210] [INFO ] [CONFIGURE ] NNY: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:12:27.335252] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2956 tests
[2025-10-11T00:12:27.335287] [INFO ] [CONFIGURE ] NNY: Testing feature 4/29: add_ema
[2025-10-11T00:12:27.335317] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:12:27.481117] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:27.626672] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:27.771302] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:27.916927] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:28.063780] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:28.211113] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:28.357737] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:28.506071] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:28.655426] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:28.802525] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:28.802693] [INFO ] [CONFIGURE ] NNY: KEPT add_ema (score: 90.00%)
[2025-10-11T00:12:28.802755] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2955 tests
[2025-10-11T00:12:28.802794] [INFO ] [CONFIGURE ] NNY: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:12:28.802826] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:12:28.972766] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:29.145724] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:29.331678] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:29.516356] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:29.705213] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:29.891933] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:30.074623] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:30.273122] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:30.472416] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:30.655340] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:30.655572] [INFO ] [CONFIGURE ] NNY: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:12:30.655685] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2954 tests
[2025-10-11T00:12:30.655742] [INFO ] [CONFIGURE ] NNY: Testing feature 6/29: add_failed_moves
[2025-10-11T00:12:30.655776] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-11T00:12:30.805427] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:30.956296] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:31.109899] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:31.264234] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:31.419921] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:31.591139] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:31.762594] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:31.921035] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:32.078533] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:32.238167] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:32.238330] [INFO ] [CONFIGURE ] NNY: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:12:32.238373] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2953 tests
[2025-10-11T00:12:32.238408] [INFO ] [CONFIGURE ] NNY: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:12:32.238439] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:12:32.384253] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:32.534721] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:32.677903] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:32.822284] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:32.969764] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:33.116795] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:33.262316] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:33.408405] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:33.563285] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:33.706565] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:33.706760] [INFO ] [CONFIGURE ] NNY: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:12:33.706822] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2952 tests
[2025-10-11T00:12:33.706867] [INFO ] [CONFIGURE ] NNY: Testing feature 8/29: add_macd
[2025-10-11T00:12:33.706908] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:12:33.890886] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:34.075762] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:34.269253] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:34.455580] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:34.641213] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:34.829913] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:35.013488] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:35.194418] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:35.377624] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:35.558372] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:35.558587] [INFO ] [CONFIGURE ] NNY: DISCARDED add_macd (score: 80.00%)
[2025-10-11T00:12:35.558632] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2951 tests
[2025-10-11T00:12:35.558710] [INFO ] [CONFIGURE ] NNY: Testing feature 9/29: add_mfi
[2025-10-11T00:12:35.558752] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-11T00:12:35.716877] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:35.866257] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:36.017126] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:36.169548] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:36.322979] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:36.488132] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:36.645359] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:36.804027] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:37.013555] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:37.184921] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:37.185256] [INFO ] [CONFIGURE ] NNY: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:12:37.185335] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2950 tests
[2025-10-11T00:12:37.185394] [INFO ] [CONFIGURE ] NNY: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:12:37.185438] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:12:37.358968] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:37.540117] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:37.720892] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:37.906566] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:38.085858] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:12:38.266106] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:38.452541] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:38.655988] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:38.844273] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:39.032287] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:39.032481] [INFO ] [CONFIGURE ] NNY: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:12:39.032527] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2949 tests
[2025-10-11T00:12:39.032566] [INFO ] [CONFIGURE ] NNY: Testing feature 11/29: add_obv_daily
[2025-10-11T00:12:39.032599] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-11T00:12:39.198114] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:39.363130] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:39.519232] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:39.676576] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:39.837012] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:12:40.034384] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:40.190515] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:40.347592] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:40.504660] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:40.668957] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:40.669153] [INFO ] [CONFIGURE ] NNY: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:12:40.669218] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2948 tests
[2025-10-11T00:12:40.669277] [INFO ] [CONFIGURE ] NNY: Testing feature 12/29: add_obv_interval
[2025-10-11T00:12:40.669312] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-11T00:12:40.819965] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:40.975976] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:41.128320] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:41.284227] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:41.435118] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:41.586814] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:41.738566] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:41.897677] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:42.062809] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:42.224369] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:42.224575] [INFO ] [CONFIGURE ] NNY: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:12:42.224669] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2947 tests
[2025-10-11T00:12:42.224733] [INFO ] [CONFIGURE ] NNY: Testing feature 13/29: add_opening_strength
[2025-10-11T00:12:42.224770] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:12:42.395842] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:42.568941] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:42.744116] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:42.913093] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:43.092747] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:43.263117] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:43.442345] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:43.618806] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:43.786563] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:43.955937] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:43.956132] [INFO ] [CONFIGURE ] NNY: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:12:43.956187] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2946 tests
[2025-10-11T00:12:43.956234] [INFO ] [CONFIGURE ] NNY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:12:43.956270] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:12:44.136163] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:44.303532] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:44.469861] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:44.637862] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:44.814988] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:44.982403] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:45.150381] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:45.320256] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:12:45.496174] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:45.672406] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:45.672620] [INFO ] [CONFIGURE ] NNY: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:12:45.672709] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2945 tests
[2025-10-11T00:12:45.672758] [INFO ] [CONFIGURE ] NNY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:12:45.672793] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:12:45.825619] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:45.975386] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:46.127577] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:46.281563] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:46.458087] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:46.615564] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:46.790611] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:46.986259] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:47.207758] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:47.394883] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:47.395080] [INFO ] [CONFIGURE ] NNY: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T00:12:47.395127] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2944 tests
[2025-10-11T00:12:47.395167] [INFO ] [CONFIGURE ] NNY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:12:47.395283] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:12:47.566631] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:47.745666] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:47.911835] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:48.071012] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:12:48.230324] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:48.389205] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:48.552245] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:48.713349] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:48.876143] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:49.041569] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:49.041779] [INFO ] [CONFIGURE ] NNY: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:12:49.041831] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2943 tests
[2025-10-11T00:12:49.041866] [INFO ] [CONFIGURE ] NNY: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:12:49.041897] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T00:12:49.203988] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:49.368813] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:49.536289] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:49.696849] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:49.857387] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:50.018919] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:50.187080] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:50.347600] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:50.510048] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:50.668948] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:50.669091] [INFO ] [CONFIGURE ] NNY: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:12:50.669135] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2942 tests
[2025-10-11T00:12:50.669170] [INFO ] [CONFIGURE ] NNY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:12:50.669201] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:12:50.814090] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:50.961065] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:51.113210] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:51.276407] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:51.438410] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:51.603035] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:51.765174] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:51.931294] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:52.095180] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:52.254018] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:52.254322] [INFO ] [CONFIGURE ] NNY: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:12:52.254383] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2941 tests
[2025-10-11T00:12:52.254424] [INFO ] [CONFIGURE ] NNY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:12:52.254459] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:12:52.417505] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:52.573594] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:52.731732] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:52.890630] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:53.052719] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:53.212694] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:53.372780] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:53.532398] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:53.694162] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:53.864487] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:53.864820] [INFO ] [CONFIGURE ] NNY: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:12:53.864886] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2940 tests
[2025-10-11T00:12:53.864926] [INFO ] [CONFIGURE ] NNY: Testing feature 20/29: add_price_rejection
[2025-10-11T00:12:53.864961] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-11T00:12:54.037229] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:54.214546] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:54.390925] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:54.578626] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:54.758851] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:54.950894] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:55.130342] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:55.300795] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:55.460054] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:55.616731] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:55.616986] [INFO ] [CONFIGURE ] NNY: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:12:55.617065] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2939 tests
[2025-10-11T00:12:55.617121] [INFO ] [CONFIGURE ] NNY: Testing feature 21/29: add_range_position
[2025-10-11T00:12:55.617155] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-11T00:12:55.774040] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:12:55.931896] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:56.090391] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:12:56.253323] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:56.424688] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:12:56.599331] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:56.773239] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:56.946312] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:57.116668] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:12:57.289362] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:57.289614] [INFO ] [CONFIGURE ] NNY: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:12:57.289716] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2938 tests
[2025-10-11T00:12:57.289778] [INFO ] [CONFIGURE ] NNY: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:12:57.289826] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-11T00:12:57.479820] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:57.663509] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:57.848245] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:58.035388] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:58.221739] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:12:58.402416] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:12:58.616221] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:12:58.801706] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:12:58.982350] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:12:59.175629] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:12:59.175907] [INFO ] [CONFIGURE ] NNY: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:12:59.175959] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2937 tests
[2025-10-11T00:12:59.175999] [INFO ] [CONFIGURE ] NNY: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:12:59.176032] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-11T00:12:59.335314] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:12:59.498844] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:12:59.658258] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:12:59.820810] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:12:59.976558] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:00.132097] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:00.288304] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:00.449377] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:00.613472] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:13:00.773396] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:00.773614] [INFO ] [CONFIGURE ] NNY: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:13:00.773704] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2936 tests
[2025-10-11T00:13:00.773780] [INFO ] [CONFIGURE ] NNY: Testing feature 24/29: add_rsi
[2025-10-11T00:13:00.773816] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:13:00.937361] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:13:01.099419] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:01.257381] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:01.422032] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:01.623097] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:01.795738] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:01.958097] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:02.121888] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:02.292200] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:13:02.466255] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:02.466440] [INFO ] [CONFIGURE ] NNY: DISCARDED add_rsi (score: 90.00%)
[2025-10-11T00:13:02.466500] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2935 tests
[2025-10-11T00:13:02.466539] [INFO ] [CONFIGURE ] NNY: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:13:02.466575] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-11T00:13:02.634512] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:13:02.794168] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:02.948279] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:03.104374] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:03.260167] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:03.421157] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:03.583513] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:03.748235] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:03.910599] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:13:04.077024] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:04.077217] [INFO ] [CONFIGURE ] NNY: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:13:04.077265] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2934 tests
[2025-10-11T00:13:04.077301] [INFO ] [CONFIGURE ] NNY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:13:04.077333] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:13:04.239729] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:13:04.402321] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:04.564339] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:04.730996] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:04.894219] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:05.057006] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:05.219116] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:05.383370] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:05.543872] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:13:05.704056] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:05.704254] [INFO ] [CONFIGURE ] NNY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:13:05.704298] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2933 tests
[2025-10-11T00:13:05.704333] [INFO ] [CONFIGURE ] NNY: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:13:05.704363] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-11T00:13:05.867963] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:13:06.031541] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:06.207021] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:06.389771] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:06.581069] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:06.772722] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:06.964802] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:07.158584] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:07.351408] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:13:07.550122] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:07.550380] [INFO ] [CONFIGURE ] NNY: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:13:07.550439] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2932 tests
[2025-10-11T00:13:07.550480] [INFO ] [CONFIGURE ] NNY: Testing feature 28/29: add_volume_profile
[2025-10-11T00:13:07.550512] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-11T00:13:07.738484] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:13:07.917509] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:08.096817] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:08.274972] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:08.456946] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:08.637131] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:08.826377] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:09.013062] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:09.182419] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:13:09.351125] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:09.351326] [INFO ] [CONFIGURE ] NNY: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:13:09.351373] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2931 tests
[2025-10-11T00:13:09.351435] [INFO ] [CONFIGURE ] NNY: Testing feature 29/29: add_vwap
[2025-10-11T00:13:09.351493] [INFO ] [CONFIGURE ] NNY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-11T00:13:09.515901] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:13:09.678333] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:09.841358] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:10.005970] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:10.170575] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:13:10.333388] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:10.510877] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:10.684470] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:13:10.853152] [DEBUG] [FORECASTER] NNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:13:11.022004] [DEBUG] [FORECASTER] NNY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:13:11.022206] [INFO ] [CONFIGURE ] NNY: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:13:11.022253] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2930 tests
[2025-10-11T00:13:11.022313] [INFO ] [CONFIGURE ] NNY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:13:11.022371] [INFO ] [CONFIGURE ] NNY: Best accuracy: 90.00%
[2025-10-11T00:13:11.022407] [INFO ] [CONFIGURE ] NNY: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:13:11.022439] [INFO ] [CONFIGURE ] NNY: Improvement over baseline: 30.00%
[2025-10-11T00:13:11.022469] [INFO ] [CONFIGURE ] NNY: Total time: 47.4 seconds
[2025-10-11T00:13:11.022497] [INFO ] [CONFIGURE ] NNY: Average time per feature: 1.6 seconds
[2025-10-11T00:13:11.022526] [INFO ] [CONFIGURE ] NNY: Average speed: 0.61 features/sec
[2025-10-11T00:13:11.023207] [INFO ] [LOCAL     ] Saved configuration for NNY: 2 features, 90.00% accuracy -> ./output/feature-sets/NNY.json
[2025-10-11T00:13:11.023324] [INFO ] [CONFIGURE ] NNY: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T00:13:11.023383] [INFO ] [sig       ] [120/220] Successfully configured NNY | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:13:11.023461] [INFO ] [sig       ] [121/220] Configuring NOK...
[2025-10-11T00:13:11.023535] [INFO ] [CONFIGURE ] NOK: Configurate test run.
[2025-10-11T00:13:11.023610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-10-11T00:13:11.042728] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOK'.
[2025-10-11T00:13:11.043482] [INFO ] [CONFIGURE ] NOK: Testing with 29 available features
[2025-10-11T00:13:11.043541] [INFO ] [CONFIGURE ] NOK: Establishing baseline with no features...
[2025-10-11T00:13:11.159661] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:11.274337] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:11.384013] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:11.502755] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:11.616499] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:11.732339] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:11.858453] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:11.972353] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:12.085629] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:12.199760] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:12.200002] [INFO ] [CONFIGURE ] NOK: Baseline score (no features): 70.00%
[2025-10-11T00:13:12.200060] [INFO ] [CONFIGURE ] NOK: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:13:12.200097] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:13:12.321241] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:12.452991] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:12.575387] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:12.697793] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:12.825104] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:12.959618] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:13.093224] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:13.230015] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:13.362210] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:13.493864] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:13.494105] [INFO ] [CONFIGURE ] NOK: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:13:13.494151] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2929 tests
[2025-10-11T00:13:13.494186] [INFO ] [CONFIGURE ] NOK: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:13:13.494216] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:13:13.627735] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:13.796361] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:13.935433] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.068601] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.205981] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.350987] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:14.501547] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.642489] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.785915] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.932215] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:14.932476] [INFO ] [CONFIGURE ] NOK: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T00:13:14.932544] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2928 tests
[2025-10-11T00:13:14.932585] [INFO ] [CONFIGURE ] NOK: Testing feature 3/29: add_daily_returns
[2025-10-11T00:13:14.932621] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:13:15.073607] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:13:15.215816] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:15.361792] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:15.508453] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:15.655474] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:15.804136] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:15.956280] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:16.111208] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:16.255942] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:16.401327] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:16.401576] [INFO ] [CONFIGURE ] NOK: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:13:16.401621] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2927 tests
[2025-10-11T00:13:16.401687] [INFO ] [CONFIGURE ] NOK: Testing feature 4/29: add_ema
[2025-10-11T00:13:16.401737] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:13:16.559068] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:16.722503] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:16.887812] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:17.044069] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:17.205904] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:17.364775] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:17.529793] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:17.690572] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:17.847221] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.001822] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.002008] [INFO ] [CONFIGURE ] NOK: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:13:18.002050] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2926 tests
[2025-10-11T00:13:18.002086] [INFO ] [CONFIGURE ] NOK: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:13:18.002126] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:13:18.158390] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.322085] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.492602] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:18.658571] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.822813] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:18.983484] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:19.149426] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:19.320675] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:19.493707] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:19.661855] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:19.662046] [INFO ] [CONFIGURE ] NOK: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:13:19.662092] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2925 tests
[2025-10-11T00:13:19.662129] [INFO ] [CONFIGURE ] NOK: Testing feature 6/29: add_failed_moves
[2025-10-11T00:13:19.662161] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:13:19.846446] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:20.008161] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:20.156201] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:20.298103] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:20.444553] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:20.594530] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:20.749087] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:20.894042] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.043311] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.196673] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.196959] [INFO ] [CONFIGURE ] NOK: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:13:21.197028] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2924 tests
[2025-10-11T00:13:21.197110] [INFO ] [CONFIGURE ] NOK: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:13:21.197152] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:13:21.335324] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.481203] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:21.627155] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.774073] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:21.918726] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.048494] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:22.180510] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.321242] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.460541] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.599230] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.599409] [INFO ] [CONFIGURE ] NOK: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:13:22.599453] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2923 tests
[2025-10-11T00:13:22.599488] [INFO ] [CONFIGURE ] NOK: Testing feature 8/29: add_macd
[2025-10-11T00:13:22.599519] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:13:22.770484] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:22.947957] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:23.134868] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:23.308372] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:23.478262] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:23.652187] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:23.833318] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.039309] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.214738] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.393444] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.393638] [INFO ] [CONFIGURE ] NOK: DISCARDED add_macd (score: 80.00%)
[2025-10-11T00:13:24.393725] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2922 tests
[2025-10-11T00:13:24.393767] [INFO ] [CONFIGURE ] NOK: Testing feature 9/29: add_mfi
[2025-10-11T00:13:24.393801] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:13:24.544186] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.692927] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:24.841237] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:24.990752] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:25.139932] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:25.300105] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:25.480795] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:25.658950] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:25.836732] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:26.000902] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:26.001179] [INFO ] [CONFIGURE ] NOK: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:13:26.001226] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2921 tests
[2025-10-11T00:13:26.001263] [INFO ] [CONFIGURE ] NOK: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:13:26.001296] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:13:26.174901] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:26.342343] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:26.517002] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:26.694346] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:26.866252] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:27.032844] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:27.200815] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:27.372123] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:27.552238] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:27.731994] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:27.732175] [INFO ] [CONFIGURE ] NOK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:13:27.732235] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2920 tests
[2025-10-11T00:13:27.732273] [INFO ] [CONFIGURE ] NOK: Testing feature 11/29: add_obv_daily
[2025-10-11T00:13:27.732306] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:13:27.875253] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:28.024325] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:28.167093] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:28.312896] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:28.461807] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:28.605842] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:28.749766] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:28.895220] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.040324] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:13:29.187946] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.188327] [INFO ] [CONFIGURE ] NOK: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:13:29.188400] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2919 tests
[2025-10-11T00:13:29.188446] [INFO ] [CONFIGURE ] NOK: Testing feature 12/29: add_obv_interval
[2025-10-11T00:13:29.188478] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:13:29.321998] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.452845] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:29.587628] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.722124] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.860392] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:29.997898] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:30.134202] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:30.270846] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:30.409345] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:30.548425] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:30.548608] [INFO ] [CONFIGURE ] NOK: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:13:30.548687] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2918 tests
[2025-10-11T00:13:30.548739] [INFO ] [CONFIGURE ] NOK: Testing feature 13/29: add_opening_strength
[2025-10-11T00:13:30.548772] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:13:30.694010] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:13:30.838530] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:30.984172] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:31.133098] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:31.280045] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:31.429553] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:31.581200] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:31.731973] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:31.882750] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:32.035342] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:32.035532] [INFO ] [CONFIGURE ] NOK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:13:32.035576] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2917 tests
[2025-10-11T00:13:32.035685] [INFO ] [CONFIGURE ] NOK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:13:32.035740] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:13:32.186986] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:32.337986] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:32.490875] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:32.643212] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:32.790964] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:32.940726] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:33.093796] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:33.246875] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:33.401931] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:33.575263] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:33.575516] [INFO ] [CONFIGURE ] NOK: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:13:33.575580] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2916 tests
[2025-10-11T00:13:33.575620] [INFO ] [CONFIGURE ] NOK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:13:33.575684] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:13:33.729293] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:33.868758] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:34.008250] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:34.145885] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.282081] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.414986] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:34.551341] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.690887] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.830871] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.971846] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:34.972022] [INFO ] [CONFIGURE ] NOK: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:13:34.972065] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2915 tests
[2025-10-11T00:13:34.972100] [INFO ] [CONFIGURE ] NOK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:13:34.972131] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:13:35.123361] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:35.278007] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:35.433474] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:35.599844] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:35.763762] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:35.931436] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:36.089034] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:36.243311] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:36.388240] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:13:36.534576] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:36.534793] [INFO ] [CONFIGURE ] NOK: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:13:36.534844] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2914 tests
[2025-10-11T00:13:36.534881] [INFO ] [CONFIGURE ] NOK: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:13:36.534913] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:13:36.679451] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:36.823997] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:36.967579] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:37.115919] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:37.262669] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:37.410662] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:13:37.557780] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:37.709253] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:37.858533] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.005848] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.006026] [INFO ] [CONFIGURE ] NOK: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:13:38.006070] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2913 tests
[2025-10-11T00:13:38.006106] [INFO ] [CONFIGURE ] NOK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:13:38.006137] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:13:38.144431] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.282963] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:38.422600] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.562292] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.708114] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:38.844068] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:38.982353] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.120936] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.259423] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.397869] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.398066] [INFO ] [CONFIGURE ] NOK: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:13:39.398111] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2912 tests
[2025-10-11T00:13:39.398145] [INFO ] [CONFIGURE ] NOK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:13:39.398175] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:13:39.533103] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.670090] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:39.806582] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:39.945163] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.097503] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.232264] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:40.376849] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.515569] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.649124] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.781208] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:40.781366] [INFO ] [CONFIGURE ] NOK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:13:40.781410] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2911 tests
[2025-10-11T00:13:40.781447] [INFO ] [CONFIGURE ] NOK: Testing feature 20/29: add_price_rejection
[2025-10-11T00:13:40.781485] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:13:40.923408] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:41.092557] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:41.233502] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:41.377028] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:41.516363] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:41.655116] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:41.790538] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:41.926985] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.063445] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.203254] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.203452] [INFO ] [CONFIGURE ] NOK: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:13:42.203500] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2910 tests
[2025-10-11T00:13:42.203536] [INFO ] [CONFIGURE ] NOK: Testing feature 21/29: add_range_position
[2025-10-11T00:13:42.203568] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:13:42.358089] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.512751] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:42.670331] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.817768] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:42.968472] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:43.115432] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:43.268579] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:43.423553] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:43.580943] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:43.736117] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:43.736261] [INFO ] [CONFIGURE ] NOK: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:13:43.736306] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2909 tests
[2025-10-11T00:13:43.736340] [INFO ] [CONFIGURE ] NOK: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:13:43.736371] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:13:43.911209] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:44.077459] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:44.249403] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:44.433857] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:44.602519] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:44.770800] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:44.941467] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:45.108455] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:45.277734] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:45.446872] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:45.447080] [INFO ] [CONFIGURE ] NOK: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:13:45.447159] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2908 tests
[2025-10-11T00:13:45.447205] [INFO ] [CONFIGURE ] NOK: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:13:45.447244] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:13:45.587509] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:45.728957] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:45.878590] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:46.023062] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.170124] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.314295] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:46.462445] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.607555] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.748037] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.889368] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:46.889573] [INFO ] [CONFIGURE ] NOK: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:13:46.889677] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2907 tests
[2025-10-11T00:13:46.889754] [INFO ] [CONFIGURE ] NOK: Testing feature 24/29: add_rsi
[2025-10-11T00:13:46.889873] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:13:47.046372] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:47.203127] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:47.375392] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:47.533083] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:47.711136] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:47.875462] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:48.053176] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:48.226415] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:48.408290] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:48.587678] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:48.587947] [INFO ] [CONFIGURE ] NOK: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:13:48.588004] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2906 tests
[2025-10-11T00:13:48.588045] [INFO ] [CONFIGURE ] NOK: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:13:48.588078] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:13:48.738608] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:48.885941] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:49.041419] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:49.199479] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:49.347335] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:49.499414] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:49.664264] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:49.823473] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:49.985569] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:50.137015] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:50.137535] [INFO ] [CONFIGURE ] NOK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:13:50.137621] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2905 tests
[2025-10-11T00:13:50.137744] [INFO ] [CONFIGURE ] NOK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:13:50.137801] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:13:50.278529] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:50.461390] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:50.605742] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:50.745843] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:50.886799] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.030369] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:51.174311] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.318787] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.460041] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.610724] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.610915] [INFO ] [CONFIGURE ] NOK: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:13:51.610960] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2904 tests
[2025-10-11T00:13:51.611020] [INFO ] [CONFIGURE ] NOK: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:13:51.611053] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:13:51.758731] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:51.912856] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:52.062716] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:52.210335] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:52.356247] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:52.503130] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:52.667722] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:52.822488] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:13:52.976282] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:53.130637] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:53.130842] [INFO ] [CONFIGURE ] NOK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:13:53.130889] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2903 tests
[2025-10-11T00:13:53.130925] [INFO ] [CONFIGURE ] NOK: Testing feature 28/29: add_volume_profile
[2025-10-11T00:13:53.130955] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:13:53.275951] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:53.417689] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:13:53.603077] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:53.786020] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:53.970754] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:54.115140] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:54.269180] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:54.428441] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:54.584629] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:13:54.732948] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:54.733215] [INFO ] [CONFIGURE ] NOK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:13:54.733277] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2902 tests
[2025-10-11T00:13:54.733329] [INFO ] [CONFIGURE ] NOK: Testing feature 29/29: add_vwap
[2025-10-11T00:13:54.733384] [INFO ] [CONFIGURE ] NOK: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:13:54.878896] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:13:55.022381] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:13:55.165282] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:13:55.312982] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:55.462411] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:13:55.616096] [DEBUG] [FORECASTER] NOK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:13:55.766538] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:13:55.926368] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:13:56.114528] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:13:56.320224] [DEBUG] [FORECASTER] NOK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:13:56.320420] [INFO ] [CONFIGURE ] NOK: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:13:56.320466] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2901 tests
[2025-10-11T00:13:56.320524] [INFO ] [CONFIGURE ] NOK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:13:56.320582] [INFO ] [CONFIGURE ] NOK: Best accuracy: 80.00%
[2025-10-11T00:13:56.320617] [INFO ] [CONFIGURE ] NOK: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T00:13:56.320676] [INFO ] [CONFIGURE ] NOK: Improvement over baseline: 10.00%
[2025-10-11T00:13:56.320726] [INFO ] [CONFIGURE ] NOK: Total time: 44.1 seconds
[2025-10-11T00:13:56.320757] [INFO ] [CONFIGURE ] NOK: Average time per feature: 1.5 seconds
[2025-10-11T00:13:56.320785] [INFO ] [CONFIGURE ] NOK: Average speed: 0.66 features/sec
[2025-10-11T00:13:56.321598] [INFO ] [LOCAL     ] Saved configuration for NOK: 1 features, 80.00% accuracy -> ./output/feature-sets/NOK.json
[2025-10-11T00:13:56.321684] [INFO ] [CONFIGURE ] NOK: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:13:56.321752] [INFO ] [sig       ] [121/220] Successfully configured NOK | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:13:56.321827] [INFO ] [sig       ] [122/220] Configuring NOTE...
[2025-10-11T00:13:56.321898] [INFO ] [CONFIGURE ] NOTE: Configurate test run.
[2025-10-11T00:13:56.321970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-10-11T00:13:56.343487] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOTE'.
[2025-10-11T00:13:56.344403] [INFO ] [CONFIGURE ] NOTE: Testing with 29 available features
[2025-10-11T00:13:56.344482] [INFO ] [CONFIGURE ] NOTE: Establishing baseline with no features...
[2025-10-11T00:13:56.500026] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:13:56.616267] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:13:56.726376] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:56.832633] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:13:56.937130] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:57.049962] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:13:57.158491] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:57.262715] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:13:57.369301] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:13:57.476087] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:13:57.476251] [INFO ] [CONFIGURE ] NOTE: Baseline score (no features): 20.00%
[2025-10-11T00:13:57.476294] [INFO ] [CONFIGURE ] NOTE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:13:57.476328] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:13:57.593307] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:13:57.709273] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:13:57.826230] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:57.945375] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:58.064359] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:58.188917] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:13:58.323547] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:58.462700] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:13:58.582060] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:13:58.701230] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:13:58.701393] [INFO ] [CONFIGURE ] NOTE: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-11T00:13:58.701437] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2900 tests
[2025-10-11T00:13:58.701471] [INFO ] [CONFIGURE ] NOTE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:13:58.701502] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:13:58.833829] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:13:58.966358] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:13:59.099669] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:13:59.232895] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:13:59.365583] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:13:59.508221] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:13:59.643324] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:13:59.782625] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:13:59.924384] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:00.063251] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:00.063483] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:14:00.063532] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2899 tests
[2025-10-11T00:14:00.063686] [INFO ] [CONFIGURE ] NOTE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:14:00.063742] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:14:00.192049] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:00.320216] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:14:00.442915] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:00.568542] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:00.691306] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:00.814052] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:00.942403] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:01.068521] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:01.195083] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:01.322032] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:01.322222] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_daily_returns (score: 10.00%)
[2025-10-11T00:14:01.322338] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2898 tests
[2025-10-11T00:14:01.322393] [INFO ] [CONFIGURE ] NOTE: Testing feature 4/29: add_ema
[2025-10-11T00:14:01.322428] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:14:01.460004] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:01.616324] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:14:01.763430] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:01.900104] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:02.049718] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:02.190280] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:02.337210] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:02.479140] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:02.644978] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:02.782789] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:02.782983] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_ema (score: 20.00%)
[2025-10-11T00:14:02.783027] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2897 tests
[2025-10-11T00:14:02.783063] [INFO ] [CONFIGURE ] NOTE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:14:02.783094] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:14:02.934047] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:03.080438] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:03.230957] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:03.380185] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:03.527473] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:03.681903] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:03.832315] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:03.982207] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:04.131343] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:04.284394] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:04.284585] [INFO ] [CONFIGURE ] NOTE: KEPT add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:14:04.284667] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2896 tests
[2025-10-11T00:14:04.284725] [INFO ] [CONFIGURE ] NOTE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:14:04.284760] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T00:14:04.435776] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:04.590505] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:04.747139] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:04.910714] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:05.070308] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:05.226324] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:05.386041] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:05.538044] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:05.700374] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:05.860111] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:05.860280] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:14:05.860323] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2895 tests
[2025-10-11T00:14:05.860359] [INFO ] [CONFIGURE ] NOTE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:14:05.860390] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T00:14:06.012225] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:06.156905] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:06.298752] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:06.439625] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:06.595199] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:06.762048] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:06.928222] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:07.097020] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:07.263713] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:07.427407] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:07.427580] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:14:07.427625] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2894 tests
[2025-10-11T00:14:07.427697] [INFO ] [CONFIGURE ] NOTE: Testing feature 8/29: add_macd
[2025-10-11T00:14:07.427745] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:14:07.594612] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:07.755159] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:07.952524] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:08.142158] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:08.314477] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:08.482727] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:08.690187] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:08.862110] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:09.042946] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:09.222761] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:09.222952] [INFO ] [CONFIGURE ] NOTE: KEPT add_macd (score: 60.00%)
[2025-10-11T00:14:09.222999] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2893 tests
[2025-10-11T00:14:09.223037] [INFO ] [CONFIGURE ] NOTE: Testing feature 9/29: add_mfi
[2025-10-11T00:14:09.223146] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-10-11T00:14:09.411328] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:09.610723] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:09.799827] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:09.978882] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:10.166015] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:10.352317] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:10.539043] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:10.727819] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:10.921394] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:11.112068] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:11.112347] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:14:11.112399] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2892 tests
[2025-10-11T00:14:11.112440] [INFO ] [CONFIGURE ] NOTE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:14:11.112473] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:14:11.312568] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:11.520196] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:11.751577] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:11.950724] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:12.156234] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:12.368841] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:12.586522] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:12.806422] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:13.018539] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:13.230096] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:13.230279] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:14:13.230324] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2891 tests
[2025-10-11T00:14:13.230359] [INFO ] [CONFIGURE ] NOTE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:14:13.230391] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-10-11T00:14:13.408416] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:13.587273] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:13.766450] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:13.943870] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:14.122391] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:14.301243] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:14.485877] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:14.668011] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:14.853241] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:15.034864] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:15.035045] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T00:14:15.035088] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2890 tests
[2025-10-11T00:14:15.035124] [INFO ] [CONFIGURE ] NOTE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:14:15.035155] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-10-11T00:14:15.210325] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:15.387556] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:15.567566] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:15.739488] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:15.912405] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:16.085713] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:16.260803] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:16.436067] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:16.614901] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:16.817969] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:16.818236] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:14:16.818292] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2889 tests
[2025-10-11T00:14:16.818334] [INFO ] [CONFIGURE ] NOTE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:14:16.818369] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:14:17.027282] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:17.217314] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:17.428742] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:17.635355] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:17.845766] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:18.043592] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:18.240831] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:18.438268] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:18.675839] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:18.891569] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:18.891990] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:14:18.892320] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2888 tests
[2025-10-11T00:14:18.892423] [INFO ] [CONFIGURE ] NOTE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:14:18.892462] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:14:19.083483] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:19.277969] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:19.469820] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:19.663628] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:19.859828] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:20.067778] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:20.264149] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:20.459036] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:20.657177] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:20.892581] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:20.892826] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-11T00:14:20.892882] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2887 tests
[2025-10-11T00:14:20.892920] [INFO ] [CONFIGURE ] NOTE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:14:20.892951] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:14:21.067156] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:21.240804] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:21.419447] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:21.591908] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:21.769860] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:14:21.943880] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:22.122524] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:22.298586] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:22.472107] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:22.638835] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:22.638994] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:14:22.639037] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2886 tests
[2025-10-11T00:14:22.639072] [INFO ] [CONFIGURE ] NOTE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:14:22.639103] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T00:14:22.818687] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:23.000111] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:23.179717] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:23.354150] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:23.545771] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:23.734347] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:23.938160] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:24.135831] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:24.330199] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:24.518559] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:24.518773] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:14:24.518828] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2885 tests
[2025-10-11T00:14:24.518966] [INFO ] [CONFIGURE ] NOTE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:14:24.519027] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:14:24.701538] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:24.889053] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:25.082592] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:25.290028] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:25.480690] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:25.675618] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:25.869183] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:26.077790] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:26.294527] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:26.500584] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:26.500865] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-11T00:14:26.500930] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2884 tests
[2025-10-11T00:14:26.500971] [INFO ] [CONFIGURE ] NOTE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:14:26.501004] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T00:14:26.681501] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:26.862256] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:27.052178] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:27.236111] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:27.415974] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:27.600929] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:27.778289] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:27.952931] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:28.130238] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:28.311517] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:28.311755] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T00:14:28.311813] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2883 tests
[2025-10-11T00:14:28.311893] [INFO ] [CONFIGURE ] NOTE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:14:28.311944] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T00:14:28.485014] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:28.658042] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:28.831752] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:29.008848] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:29.184056] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:29.361102] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:29.539241] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:29.721953] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:29.905003] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:30.088901] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:30.089087] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:14:30.089131] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2882 tests
[2025-10-11T00:14:30.089166] [INFO ] [CONFIGURE ] NOTE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:14:30.089198] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-10-11T00:14:30.267502] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:30.456736] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:30.640609] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:30.822267] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:31.004335] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:31.189446] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:31.398979] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:31.587849] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:31.780213] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:31.967794] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:31.968009] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-11T00:14:31.968073] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2881 tests
[2025-10-11T00:14:31.968113] [INFO ] [CONFIGURE ] NOTE: Testing feature 21/29: add_range_position
[2025-10-11T00:14:31.968144] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-10-11T00:14:32.157179] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:32.349091] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:32.552681] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:32.769534] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:33.012147] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:33.221982] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:33.449153] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:33.660246] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:33.878836] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:34.086739] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:34.087061] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:14:34.087130] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2880 tests
[2025-10-11T00:14:34.087176] [INFO ] [CONFIGURE ] NOTE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:14:34.087209] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-10-11T00:14:34.296183] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:34.502906] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:34.709222] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:34.916754] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:35.133152] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:35.348006] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:35.585167] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:35.791988] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:36.045820] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:36.256310] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:36.256483] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:14:36.256527] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2879 tests
[2025-10-11T00:14:36.256563] [INFO ] [CONFIGURE ] NOTE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:14:36.256594] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-10-11T00:14:36.438639] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:36.626914] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:36.823547] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:37.015197] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:37.203892] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:37.392203] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:37.578086] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:37.770499] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:37.963372] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:38.154875] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:38.155064] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:14:38.155164] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2878 tests
[2025-10-11T00:14:38.155231] [INFO ] [CONFIGURE ] NOTE: Testing feature 24/29: add_rsi
[2025-10-11T00:14:38.155288] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T00:14:38.356459] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:38.558312] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:38.768847] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:38.972611] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:39.180777] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:39.404584] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:39.614930] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:39.834073] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:40.054041] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:40.270175] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:40.270418] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:14:40.270471] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2877 tests
[2025-10-11T00:14:40.270507] [INFO ] [CONFIGURE ] NOTE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:14:40.270539] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-10-11T00:14:40.458079] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:40.666383] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:40.871114] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:41.069120] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:41.264034] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:41.460166] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:41.668770] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:41.885934] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:42.118563] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:42.309515] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:42.309752] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:14:42.309809] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2876 tests
[2025-10-11T00:14:42.309849] [INFO ] [CONFIGURE ] NOTE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:14:42.309881] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T00:14:42.495422] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:42.681731] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:42.874694] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:43.063105] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:43.245830] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:43.429125] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:43.626410] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:43.833940] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:44.034521] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:44.226077] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:44.226273] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-11T00:14:44.226320] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2875 tests
[2025-10-11T00:14:44.226360] [INFO ] [CONFIGURE ] NOTE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:14:44.226393] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T00:14:44.419096] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:44.604232] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:44.794879] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:44.984897] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:14:45.192014] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:45.387005] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:45.595632] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:45.810482] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:46.016919] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:46.220011] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:14:46.220254] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:14:46.220301] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2874 tests
[2025-10-11T00:14:46.220338] [INFO ] [CONFIGURE ] NOTE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:14:46.220372] [INFO ] [CONFIGURE ] NOTE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-10-11T00:14:46.418064] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:46.622419] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:14:46.818620] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:47.014365] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:14:47.210225] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:14:47.413487] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:14:47.621073] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:14:47.850113] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:48.086985] [DEBUG] [FORECASTER] NOTE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:48.342637] [DEBUG] [FORECASTER] NOTE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:14:48.343003] [INFO ] [CONFIGURE ] NOTE: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-11T00:14:48.343122] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2873 tests
[2025-10-11T00:14:48.343201] [INFO ] [CONFIGURE ] NOTE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:14:48.343260] [INFO ] [CONFIGURE ] NOTE: Best accuracy: 60.00%
[2025-10-11T00:14:48.343339] [INFO ] [CONFIGURE ] NOTE: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:14:48.343413] [INFO ] [CONFIGURE ] NOTE: Improvement over baseline: 40.00%
[2025-10-11T00:14:48.343465] [INFO ] [CONFIGURE ] NOTE: Total time: 50.9 seconds
[2025-10-11T00:14:48.343498] [INFO ] [CONFIGURE ] NOTE: Average time per feature: 1.8 seconds
[2025-10-11T00:14:48.343529] [INFO ] [CONFIGURE ] NOTE: Average speed: 0.57 features/sec
[2025-10-11T00:14:48.344466] [INFO ] [LOCAL     ] Saved configuration for NOTE: 4 features, 60.00% accuracy -> ./output/feature-sets/NOTE.json
[2025-10-11T00:14:48.344524] [INFO ] [CONFIGURE ] NOTE: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-10-11T00:14:48.344587] [INFO ] [sig       ] [122/220] Successfully configured NOTE | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:14:48.344700] [INFO ] [sig       ] [123/220] Configuring NPFD...
[2025-10-11T00:14:48.344775] [INFO ] [CONFIGURE ] NPFD: Configurate test run.
[2025-10-11T00:14:48.344855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-10-11T00:14:48.375515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPFD'.
[2025-10-11T00:14:48.376091] [INFO ] [CONFIGURE ] NPFD: Testing with 29 available features
[2025-10-11T00:14:48.376149] [INFO ] [CONFIGURE ] NPFD: Establishing baseline with no features...
[2025-10-11T00:14:48.510698] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:48.657675] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:48.810541] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:48.959996] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:14:49.099854] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:49.214312] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:14:49.330469] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:49.446793] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:14:49.556789] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:49.666028] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:49.666170] [INFO ] [CONFIGURE ] NPFD: Baseline score (no features): 50.00%
[2025-10-11T00:14:49.666244] [INFO ] [CONFIGURE ] NPFD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:14:49.666301] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:14:49.787827] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:49.911477] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:50.033387] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:50.155408] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:14:50.276699] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:50.399379] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:14:50.520772] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:50.642855] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:50.765194] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:50.888762] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:50.888932] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:14:50.888975] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2872 tests
[2025-10-11T00:14:50.889009] [INFO ] [CONFIGURE ] NPFD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:14:50.889039] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:14:51.015423] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:51.145397] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:51.289745] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:51.437162] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:51.586795] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:51.735789] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:51.894028] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:52.043822] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:52.183982] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:52.318830] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:52.319015] [INFO ] [CONFIGURE ] NPFD: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-11T00:14:52.319059] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2871 tests
[2025-10-11T00:14:52.319096] [INFO ] [CONFIGURE ] NPFD: Testing feature 3/29: add_daily_returns
[2025-10-11T00:14:52.319132] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:14:52.455717] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:52.597152] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:52.741532] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:52.880996] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:53.023994] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:53.177805] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:53.321678] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:53.472081] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:53.653090] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:53.805210] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:53.805447] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:14:53.805494] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2870 tests
[2025-10-11T00:14:53.805530] [INFO ] [CONFIGURE ] NPFD: Testing feature 4/29: add_ema
[2025-10-11T00:14:53.805562] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:14:53.964356] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:14:54.122329] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:54.283789] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:14:54.454219] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:54.629941] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:54.787195] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:54.950290] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:55.116761] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:55.279004] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:55.449049] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:55.449306] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:14:55.449356] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2869 tests
[2025-10-11T00:14:55.449433] [INFO ] [CONFIGURE ] NPFD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:14:55.449495] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:14:55.625434] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:55.812157] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:55.976718] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:56.145822] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:56.312079] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:56.489631] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:56.670933] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:56.845020] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:57.015794] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:14:57.203091] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:57.203504] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:14:57.203638] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2868 tests
[2025-10-11T00:14:57.203893] [INFO ] [CONFIGURE ] NPFD: Testing feature 6/29: add_failed_moves
[2025-10-11T00:14:57.203954] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:14:57.351197] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:57.492249] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:57.640319] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:57.781414] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:57.919871] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:58.064960] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:58.201300] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:58.340368] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:58.489115] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:14:58.650980] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:14:58.651291] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:14:58.651352] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2867 tests
[2025-10-11T00:14:58.651394] [INFO ] [CONFIGURE ] NPFD: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:14:58.651433] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:14:58.790571] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:14:58.923507] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:14:59.056162] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:14:59.192228] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:14:59.325944] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:14:59.464414] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:14:59.605042] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:14:59.741594] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:14:59.882547] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:00.020508] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:00.020743] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:15:00.020801] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2866 tests
[2025-10-11T00:15:00.020841] [INFO ] [CONFIGURE ] NPFD: Testing feature 8/29: add_macd
[2025-10-11T00:15:00.020878] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:15:00.206042] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:00.387596] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:00.577059] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:00.771726] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:00.953134] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:01.128470] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:01.335501] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:01.523075] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:15:01.706666] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:01.903409] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:01.903808] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_macd (score: 90.00%)
[2025-10-11T00:15:01.903877] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2865 tests
[2025-10-11T00:15:01.903937] [INFO ] [CONFIGURE ] NPFD: Testing feature 9/29: add_mfi
[2025-10-11T00:15:01.904047] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:15:02.067435] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:02.216096] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:02.370867] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:02.522903] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:02.680038] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:02.845172] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:03.012703] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:03.169008] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:03.328034] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:03.490126] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:03.490359] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:15:03.490405] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2864 tests
[2025-10-11T00:15:03.490443] [INFO ] [CONFIGURE ] NPFD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:15:03.490476] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:15:03.695147] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:03.873291] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:04.043558] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:04.212193] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:04.391065] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:04.575060] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:04.745472] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:04.929347] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:05.105506] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:05.284325] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:05.284692] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:15:05.284774] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2863 tests
[2025-10-11T00:15:05.284857] [INFO ] [CONFIGURE ] NPFD: Testing feature 11/29: add_obv_daily
[2025-10-11T00:15:05.284946] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:15:05.430975] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:05.579055] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:05.731577] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:05.887966] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:06.038529] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:06.204100] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:06.360789] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:06.519190] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:15:06.716266] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:06.879398] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:06.879713] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:15:06.879783] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2862 tests
[2025-10-11T00:15:06.879826] [INFO ] [CONFIGURE ] NPFD: Testing feature 12/29: add_obv_interval
[2025-10-11T00:15:06.879962] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:15:07.033543] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:07.180695] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:07.330911] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:07.482262] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:07.641961] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:07.801698] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:07.961522] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:08.116330] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:08.268978] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:08.424505] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:08.424798] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:15:08.424857] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2861 tests
[2025-10-11T00:15:08.424899] [INFO ] [CONFIGURE ] NPFD: Testing feature 13/29: add_opening_strength
[2025-10-11T00:15:08.424937] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:15:08.594847] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:08.773016] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:08.928954] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:09.086088] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:09.248421] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:09.404397] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:09.557873] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:09.749248] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:09.912185] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:10.075335] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:10.075608] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:15:10.075695] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2860 tests
[2025-10-11T00:15:10.075749] [INFO ] [CONFIGURE ] NPFD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:15:10.075785] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:15:10.231804] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:10.386479] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:10.544200] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:15:10.692635] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:10.832494] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:10.973806] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:11.121072] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:11.265944] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:11.416239] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:11.570069] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:11.570271] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:15:11.570315] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2859 tests
[2025-10-11T00:15:11.570353] [INFO ] [CONFIGURE ] NPFD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:15:11.570385] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:15:11.700589] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:11.828665] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:11.960916] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:12.088356] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:12.216936] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:12.346790] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:12.476911] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:12.607511] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:12.770442] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:12.904007] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:12.904240] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:15:12.904291] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2858 tests
[2025-10-11T00:15:12.904326] [INFO ] [CONFIGURE ] NPFD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:15:12.904356] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:15:13.040967] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:13.178593] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:13.313592] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:13.452981] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:13.592247] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:13.733147] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:13.897234] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:14.046462] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:14.188559] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:14.332251] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:14.332489] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:15:14.332540] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2857 tests
[2025-10-11T00:15:14.332578] [INFO ] [CONFIGURE ] NPFD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:15:14.332610] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:15:14.485273] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:14.631930] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:14.770341] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:15:14.920770] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:15.064999] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:15.207583] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:15.367438] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:15.564632] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:15.723943] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:15.887633] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:15.887888] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:15:15.887939] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2856 tests
[2025-10-11T00:15:15.887976] [INFO ] [CONFIGURE ] NPFD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:15:15.888008] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:15:16.030454] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:16.172471] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:16.315148] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:16.459316] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:16.605897] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:16.751941] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:16.902905] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:17.045509] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:17.192553] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:17.338970] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:17.339230] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:15:17.339297] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2855 tests
[2025-10-11T00:15:17.339336] [INFO ] [CONFIGURE ] NPFD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:15:17.339375] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:15:17.486462] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:17.635178] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:17.775237] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:17.930470] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:18.091533] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:18.238240] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:18.383595] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:18.534295] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:18.680450] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:18.863564] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:18.863798] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:15:18.863852] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2854 tests
[2025-10-11T00:15:18.863892] [INFO ] [CONFIGURE ] NPFD: Testing feature 20/29: add_price_rejection
[2025-10-11T00:15:18.863925] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:15:19.015902] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:19.177295] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:19.328049] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:19.479520] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:19.635884] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:19.796797] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:19.956563] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:20.124353] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:20.287769] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:20.451523] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:20.451788] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:15:20.451847] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2853 tests
[2025-10-11T00:15:20.451894] [INFO ] [CONFIGURE ] NPFD: Testing feature 21/29: add_range_position
[2025-10-11T00:15:20.451932] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:15:20.627065] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:20.809563] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:20.977513] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:21.143454] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:21.308248] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:21.477872] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:21.648135] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:21.811978] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:21.970013] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:22.128734] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:22.128982] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:15:22.129031] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2852 tests
[2025-10-11T00:15:22.129092] [INFO ] [CONFIGURE ] NPFD: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:15:22.129151] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:15:22.294991] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:22.457244] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:22.616904] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:15:22.777465] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:22.960080] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:23.141919] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:23.333413] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:23.502868] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:23.680416] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:23.855393] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:23.855586] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:15:23.855632] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2851 tests
[2025-10-11T00:15:23.855710] [INFO ] [CONFIGURE ] NPFD: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:15:23.855754] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:15:24.001185] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:24.145835] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:24.290417] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:24.432821] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:24.572809] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:24.716918] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:24.874725] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:25.016270] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:25.156516] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:25.298352] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:25.298514] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:15:25.298557] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2850 tests
[2025-10-11T00:15:25.298611] [INFO ] [CONFIGURE ] NPFD: Testing feature 24/29: add_rsi
[2025-10-11T00:15:25.298691] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:15:25.457161] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:25.620116] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:25.778059] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:15:25.934594] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:26.092103] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:15:26.264995] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:26.436798] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:26.605406] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:26.769458] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:26.941223] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:26.941678] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:15:26.941744] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2849 tests
[2025-10-11T00:15:26.941786] [INFO ] [CONFIGURE ] NPFD: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:15:26.941818] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:15:27.089935] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:27.231163] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:27.377273] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:27.526262] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:27.663505] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:27.803066] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:27.981731] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:28.123857] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:28.271139] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:28.419720] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:28.419901] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:15:28.419970] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2848 tests
[2025-10-11T00:15:28.420009] [INFO ] [CONFIGURE ] NPFD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:15:28.420041] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:15:28.566719] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:28.703370] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:28.841248] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:28.978778] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:29.117142] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:29.255705] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:29.399353] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:29.538435] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:29.679415] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:29.820162] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:29.820332] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:15:29.820376] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2847 tests
[2025-10-11T00:15:29.820410] [INFO ] [CONFIGURE ] NPFD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:15:29.820442] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:15:29.969188] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:30.120433] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:30.268014] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:30.417708] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:30.569347] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:30.720505] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:30.884752] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:31.056174] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:31.212426] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:31.371725] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:31.371931] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:15:31.372007] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2846 tests
[2025-10-11T00:15:31.372069] [INFO ] [CONFIGURE ] NPFD: Testing feature 28/29: add_volume_profile
[2025-10-11T00:15:31.372105] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:15:31.515570] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:31.666969] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:31.811175] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:31.953426] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:15:32.093754] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:32.237986] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:32.386106] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:32.534090] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:32.692698] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:32.849798] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:32.850076] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:15:32.850143] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2845 tests
[2025-10-11T00:15:32.850215] [INFO ] [CONFIGURE ] NPFD: Testing feature 29/29: add_vwap
[2025-10-11T00:15:32.850277] [INFO ] [CONFIGURE ] NPFD: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:15:33.019813] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:33.175155] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:15:33.321006] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:33.470393] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:15:33.617267] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:15:33.763722] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:33.915093] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:15:34.066822] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:15:34.218887] [DEBUG] [FORECASTER] NPFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:34.370716] [DEBUG] [FORECASTER] NPFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:15:34.370922] [INFO ] [CONFIGURE ] NPFD: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:15:34.370985] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2844 tests
[2025-10-11T00:15:34.371112] [INFO ] [CONFIGURE ] NPFD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:15:34.371238] [INFO ] [CONFIGURE ] NPFD: Best accuracy: 90.00%
[2025-10-11T00:15:34.371291] [INFO ] [CONFIGURE ] NPFD: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T00:15:34.371324] [INFO ] [CONFIGURE ] NPFD: Improvement over baseline: 40.00%
[2025-10-11T00:15:34.371351] [INFO ] [CONFIGURE ] NPFD: Total time: 44.7 seconds
[2025-10-11T00:15:34.371378] [INFO ] [CONFIGURE ] NPFD: Average time per feature: 1.5 seconds
[2025-10-11T00:15:34.371405] [INFO ] [CONFIGURE ] NPFD: Average speed: 0.65 features/sec
[2025-10-11T00:15:34.372090] [INFO ] [LOCAL     ] Saved configuration for NPFD: 1 features, 90.00% accuracy -> ./output/feature-sets/NPFD.json
[2025-10-11T00:15:34.372146] [INFO ] [CONFIGURE ] NPFD: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:15:34.372194] [INFO ] [sig       ] [123/220] Successfully configured NPFD | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:15:34.372271] [INFO ] [sig       ] [124/220] Configuring NPK...
[2025-10-11T00:15:34.372341] [INFO ] [CONFIGURE ] NPK: Configurate test run.
[2025-10-11T00:15:34.372415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-10-11T00:15:34.388509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPK'.
[2025-10-11T00:15:34.389022] [INFO ] [CONFIGURE ] NPK: Testing with 29 available features
[2025-10-11T00:15:34.389102] [INFO ] [CONFIGURE ] NPK: Establishing baseline with no features...
[2025-10-11T00:15:34.500441] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:34.611956] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:34.729177] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:34.845146] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:34.966966] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:35.090453] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:35.215967] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:35.334485] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:35.451977] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:35.564320] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:15:35.564487] [INFO ] [CONFIGURE ] NPK: Baseline score (no features): 60.00%
[2025-10-11T00:15:35.564529] [INFO ] [CONFIGURE ] NPK: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:15:35.564563] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:15:35.688481] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:35.812171] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:15:35.936987] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:36.062309] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:36.191154] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:36.315807] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:36.441504] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:36.567716] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:36.694346] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:36.821385] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:36.821633] [INFO ] [CONFIGURE ] NPK: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T00:15:36.821715] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2843 tests
[2025-10-11T00:15:36.821759] [INFO ] [CONFIGURE ] NPK: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:15:36.821792] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:15:36.968076] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:37.111679] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:37.258616] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:37.422563] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:37.586315] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:37.764106] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:37.932210] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:38.101475] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:38.265314] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:38.434003] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:15:38.434238] [INFO ] [CONFIGURE ] NPK: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:15:38.434288] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2842 tests
[2025-10-11T00:15:38.434328] [INFO ] [CONFIGURE ] NPK: Testing feature 3/29: add_daily_returns
[2025-10-11T00:15:38.434361] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:15:38.577860] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:38.724135] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:38.854823] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:38.990091] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:39.122020] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:39.258058] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:39.391401] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:39.536104] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:39.680099] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:39.816009] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:39.816232] [INFO ] [CONFIGURE ] NPK: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:15:39.816287] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2841 tests
[2025-10-11T00:15:39.816401] [INFO ] [CONFIGURE ] NPK: Testing feature 4/29: add_ema
[2025-10-11T00:15:39.816442] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:15:39.993832] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:40.147381] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:40.292810] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:40.442170] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:40.616360] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:40.785631] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:40.982141] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:41.187196] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:41.394575] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:41.609988] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:41.610278] [INFO ] [CONFIGURE ] NPK: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:15:41.610343] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2840 tests
[2025-10-11T00:15:41.610384] [INFO ] [CONFIGURE ] NPK: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:15:41.610416] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:15:41.771613] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:41.922164] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:42.071193] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:42.219799] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:42.372127] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:42.529264] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:42.682528] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:42.836955] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:42.990074] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:43.177590] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:43.177859] [INFO ] [CONFIGURE ] NPK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:15:43.177913] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2839 tests
[2025-10-11T00:15:43.177952] [INFO ] [CONFIGURE ] NPK: Testing feature 6/29: add_failed_moves
[2025-10-11T00:15:43.177994] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:15:43.322101] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:43.462774] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:43.611884] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:43.770388] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:43.919199] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:44.070619] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:44.222202] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:44.366342] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:44.500527] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:44.645856] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:44.646092] [INFO ] [CONFIGURE ] NPK: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:15:44.646142] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2838 tests
[2025-10-11T00:15:44.646180] [INFO ] [CONFIGURE ] NPK: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:15:44.646240] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:15:44.794992] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:44.932438] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:45.074798] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:45.212356] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:45.347527] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:45.485005] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:45.635568] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:45.773859] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:45.910805] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:46.053211] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:46.053495] [INFO ] [CONFIGURE ] NPK: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:15:46.053551] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2837 tests
[2025-10-11T00:15:46.053588] [INFO ] [CONFIGURE ] NPK: Testing feature 8/29: add_macd
[2025-10-11T00:15:46.053622] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:15:46.231359] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:46.405036] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:15:46.583837] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:46.765270] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:46.954133] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:15:47.139000] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:47.319754] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:47.496813] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:47.672595] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:47.847594] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:15:47.847963] [INFO ] [CONFIGURE ] NPK: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:15:47.848018] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2836 tests
[2025-10-11T00:15:47.848055] [INFO ] [CONFIGURE ] NPK: Testing feature 9/29: add_mfi
[2025-10-11T00:15:47.848087] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:15:48.003107] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:48.157594] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:15:48.294787] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:48.436048] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:48.572025] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:48.710527] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:48.850244] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:48.989022] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:49.128398] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:49.276962] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:49.277236] [INFO ] [CONFIGURE ] NPK: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:15:49.277290] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2835 tests
[2025-10-11T00:15:49.277327] [INFO ] [CONFIGURE ] NPK: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:15:49.277358] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:15:49.435848] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:49.592582] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:49.747920] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:49.902096] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:50.075883] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:15:50.251742] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:50.435315] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:50.616466] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:50.794908] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:50.959186] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:50.959386] [INFO ] [CONFIGURE ] NPK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:15:50.959433] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2834 tests
[2025-10-11T00:15:50.959469] [INFO ] [CONFIGURE ] NPK: Testing feature 11/29: add_obv_daily
[2025-10-11T00:15:50.959502] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:15:51.090437] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:51.218402] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:51.352546] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:51.484938] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:15:51.618583] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:51.749107] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:51.883344] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:52.018220] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:52.152461] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:52.289392] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:15:52.289673] [INFO ] [CONFIGURE ] NPK: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:15:52.289741] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2833 tests
[2025-10-11T00:15:52.289782] [INFO ] [CONFIGURE ] NPK: Testing feature 12/29: add_obv_interval
[2025-10-11T00:15:52.289816] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:15:52.437061] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:52.572057] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:52.708107] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:52.846370] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:52.983372] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:53.126509] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:53.261096] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:53.396223] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:53.536189] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:53.677530] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:53.677728] [INFO ] [CONFIGURE ] NPK: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:15:53.677785] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2832 tests
[2025-10-11T00:15:53.677822] [INFO ] [CONFIGURE ] NPK: Testing feature 13/29: add_opening_strength
[2025-10-11T00:15:53.677853] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:15:53.818387] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:53.957684] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:54.097228] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:54.236724] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:54.380573] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:54.535421] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:54.680290] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:15:54.823040] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:54.965599] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:55.108082] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:55.108290] [INFO ] [CONFIGURE ] NPK: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:15:55.108335] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2831 tests
[2025-10-11T00:15:55.108369] [INFO ] [CONFIGURE ] NPK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:15:55.108400] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:15:55.251889] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:55.394629] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:55.537170] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:55.681780] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:55.825732] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:55.972123] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:56.121979] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:56.269558] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:56.420620] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:56.568565] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:56.568881] [INFO ] [CONFIGURE ] NPK: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:15:56.568941] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2830 tests
[2025-10-11T00:15:56.568978] [INFO ] [CONFIGURE ] NPK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:15:56.569011] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:15:56.693220] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:56.824577] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:56.949946] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:57.074255] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:57.202453] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:57.339359] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:15:57.473857] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:57.609542] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:15:57.744253] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:15:57.877823] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:57.878032] [INFO ] [CONFIGURE ] NPK: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:15:57.878097] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2829 tests
[2025-10-11T00:15:57.878135] [INFO ] [CONFIGURE ] NPK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:15:57.878166] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:15:58.018894] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:15:58.164603] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:58.308003] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:15:58.482251] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:15:58.624464] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:15:58.768414] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:15:58.913678] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:15:59.060178] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:15:59.205190] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:15:59.349001] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:15:59.349224] [INFO ] [CONFIGURE ] NPK: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:15:59.349303] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2828 tests
[2025-10-11T00:15:59.349355] [INFO ] [CONFIGURE ] NPK: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:15:59.349390] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:15:59.513286] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:15:59.673174] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:15:59.838624] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:00.002666] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:00.160900] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:00.326443] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:00.480034] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:00.634680] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:00.798492] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:00.962105] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:00.962402] [INFO ] [CONFIGURE ] NPK: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:16:00.962458] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2827 tests
[2025-10-11T00:16:00.962499] [INFO ] [CONFIGURE ] NPK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:16:00.962535] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:16:01.103829] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:01.279831] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:01.412988] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:01.556208] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:01.696207] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:01.837559] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:02.002467] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:02.152268] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:02.307904] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:02.455367] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:16:02.455623] [INFO ] [CONFIGURE ] NPK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:16:02.455711] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2826 tests
[2025-10-11T00:16:02.455771] [INFO ] [CONFIGURE ] NPK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:16:02.455828] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:16:02.594177] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:02.744442] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:16:02.886978] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:03.028299] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:03.181607] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:03.335567] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:03.479430] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:03.625690] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:16:03.764792] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:03.907359] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:03.907597] [INFO ] [CONFIGURE ] NPK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:16:03.907686] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2825 tests
[2025-10-11T00:16:03.907742] [INFO ] [CONFIGURE ] NPK: Testing feature 20/29: add_price_rejection
[2025-10-11T00:16:03.907827] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:16:04.048393] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:04.192694] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:04.333326] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:04.475789] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:04.624095] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:04.784933] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:04.939860] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:05.095288] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:16:05.248287] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:05.403738] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:05.404002] [INFO ] [CONFIGURE ] NPK: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:16:05.404053] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2824 tests
[2025-10-11T00:16:05.404091] [INFO ] [CONFIGURE ] NPK: Testing feature 21/29: add_range_position
[2025-10-11T00:16:05.404124] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:16:05.569431] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:05.724253] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:05.889478] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:06.052879] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:06.219305] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:06.376789] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:06.544839] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:06.704180] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:16:06.871511] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:07.045512] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:07.045853] [INFO ] [CONFIGURE ] NPK: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:16:07.045923] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2823 tests
[2025-10-11T00:16:07.045965] [INFO ] [CONFIGURE ] NPK: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:16:07.046001] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:16:07.224972] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:07.409857] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:07.627139] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:07.822568] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:08.011221] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:08.202570] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:08.383923] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:08.562764] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:08.747766] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:16:08.936067] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:08.936303] [INFO ] [CONFIGURE ] NPK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:16:08.936352] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2822 tests
[2025-10-11T00:16:08.936392] [INFO ] [CONFIGURE ] NPK: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:16:08.936428] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:16:09.079779] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:09.224577] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:09.378891] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:09.523447] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:09.681440] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:09.830230] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:09.985199] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:10.131262] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:10.284484] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:10.434486] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:10.434716] [INFO ] [CONFIGURE ] NPK: KEPT add_recent_range_context (score: 80.00%)
[2025-10-11T00:16:10.434799] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2821 tests
[2025-10-11T00:16:10.434875] [INFO ] [CONFIGURE ] NPK: Testing feature 24/29: add_rsi
[2025-10-11T00:16:10.434935] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-11T00:16:10.654394] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:10.836230] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:11.022041] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:11.199100] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:11.373106] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:11.560802] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:11.744021] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:11.928799] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:12.112452] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:12.302673] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:12.302923] [INFO ] [CONFIGURE ] NPK: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:16:12.302973] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2820 tests
[2025-10-11T00:16:12.303014] [INFO ] [CONFIGURE ] NPK: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:16:12.303051] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-11T00:16:12.459511] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:12.623843] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:12.779781] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:12.938576] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:13.097296] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:13.264838] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:13.445283] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:13.617257] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:13.779870] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:13.943086] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:13.943366] [INFO ] [CONFIGURE ] NPK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:16:13.943418] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2819 tests
[2025-10-11T00:16:13.943457] [INFO ] [CONFIGURE ] NPK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:16:13.943491] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-11T00:16:14.106152] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:14.263967] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:16:14.427669] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:14.603615] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:14.759330] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:14.917452] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:15.084849] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:15.248541] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:15.415994] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:15.584137] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:15.584346] [INFO ] [CONFIGURE ] NPK: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:16:15.584400] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2818 tests
[2025-10-11T00:16:15.584441] [INFO ] [CONFIGURE ] NPK: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:16:15.584473] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-11T00:16:15.758440] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:15.932601] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:16:16.110941] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:16.293854] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:16.477172] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:16.658049] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:16.828636] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:17.007944] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:17.185829] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:17.353881] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:16:17.354160] [INFO ] [CONFIGURE ] NPK: KEPT add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:16:17.354222] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2817 tests
[2025-10-11T00:16:17.354265] [INFO ] [CONFIGURE ] NPK: Testing feature 28/29: add_volume_profile
[2025-10-11T00:16:17.354300] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-11T00:16:17.525047] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:17.695388] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:17.867738] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:18.038178] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:18.229495] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:18.410622] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:16:18.596840] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:18.782522] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:18.954470] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:19.117120] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:16:19.117334] [INFO ] [CONFIGURE ] NPK: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:16:19.117418] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2816 tests
[2025-10-11T00:16:19.117520] [INFO ] [CONFIGURE ] NPK: Testing feature 29/29: add_vwap
[2025-10-11T00:16:19.117580] [INFO ] [CONFIGURE ] NPK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence', 'add_vwap']
[2025-10-11T00:16:19.278481] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:19.442289] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:19.612520] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:19.778481] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:16:19.941274] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:16:20.103711] [DEBUG] [FORECASTER] NPK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:16:20.269042] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:20.436684] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:16:20.606000] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:20.775248] [DEBUG] [FORECASTER] NPK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:16:20.775457] [INFO ] [CONFIGURE ] NPK: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:16:20.775504] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2815 tests
[2025-10-11T00:16:20.775566] [INFO ] [CONFIGURE ] NPK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:16:20.775623] [INFO ] [CONFIGURE ] NPK: Best accuracy: 90.00%
[2025-10-11T00:16:20.775695] [INFO ] [CONFIGURE ] NPK: Best feature set (3 features): ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-11T00:16:20.775741] [INFO ] [CONFIGURE ] NPK: Improvement over baseline: 30.00%
[2025-10-11T00:16:20.775843] [INFO ] [CONFIGURE ] NPK: Total time: 45.2 seconds
[2025-10-11T00:16:20.775895] [INFO ] [CONFIGURE ] NPK: Average time per feature: 1.6 seconds
[2025-10-11T00:16:20.775927] [INFO ] [CONFIGURE ] NPK: Average speed: 0.64 features/sec
[2025-10-11T00:16:20.776739] [INFO ] [LOCAL     ] Saved configuration for NPK: 3 features, 90.00% accuracy -> ./output/feature-sets/NPK.json
[2025-10-11T00:16:20.776795] [INFO ] [CONFIGURE ] NPK: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T00:16:20.776844] [INFO ] [sig       ] [124/220] Successfully configured NPK | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:16:20.776919] [INFO ] [sig       ] [125/220] Configuring NPV...
[2025-10-11T00:16:20.776989] [INFO ] [CONFIGURE ] NPV: Configurate test run.
[2025-10-11T00:16:20.777083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-10-11T00:16:20.797341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPV'.
[2025-10-11T00:16:20.797881] [INFO ] [CONFIGURE ] NPV: Testing with 29 available features
[2025-10-11T00:16:20.797947] [INFO ] [CONFIGURE ] NPV: Establishing baseline with no features...
[2025-10-11T00:16:20.902194] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:21.010486] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:21.136279] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:21.243885] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:21.346762] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:21.462906] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:21.583548] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:21.695973] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:21.809070] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:21.912549] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:21.912707] [INFO ] [CONFIGURE ] NPV: Baseline score (no features): 50.00%
[2025-10-11T00:16:21.912763] [INFO ] [CONFIGURE ] NPV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:16:21.912798] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:16:22.028709] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:22.141707] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:22.254195] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:22.366788] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:22.479685] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:22.593566] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:22.708773] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:22.825970] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:22.957283] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:16:23.078539] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:23.078823] [INFO ] [CONFIGURE ] NPV: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:16:23.078877] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2814 tests
[2025-10-11T00:16:23.078913] [INFO ] [CONFIGURE ] NPV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:16:23.078973] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:16:23.208902] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:23.332630] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:23.454174] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:23.574032] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:23.698518] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:23.821602] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:23.956759] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:24.088033] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:24.211406] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:24.334133] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:24.334364] [INFO ] [CONFIGURE ] NPV: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:16:24.334429] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2813 tests
[2025-10-11T00:16:24.334468] [INFO ] [CONFIGURE ] NPV: Testing feature 3/29: add_daily_returns
[2025-10-11T00:16:24.334499] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:16:24.455366] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:24.575548] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:16:24.699844] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:24.821425] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:24.944262] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:25.069121] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:25.194277] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:25.322640] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:25.458884] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:25.591748] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:25.591957] [INFO ] [CONFIGURE ] NPV: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:16:25.592004] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2812 tests
[2025-10-11T00:16:25.592059] [INFO ] [CONFIGURE ] NPV: Testing feature 4/29: add_ema
[2025-10-11T00:16:25.592115] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:16:25.732301] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:25.871561] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:26.013275] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:26.152316] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:26.297016] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:26.444506] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:26.597975] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:26.745965] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:26.893710] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:27.041208] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:27.041369] [INFO ] [CONFIGURE ] NPV: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:16:27.041416] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2811 tests
[2025-10-11T00:16:27.041471] [INFO ] [CONFIGURE ] NPV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:16:27.041527] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:16:27.195563] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:27.349489] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:16:27.501879] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:27.653824] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:27.803770] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:27.958410] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:28.111143] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:28.271827] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:28.423528] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:28.572634] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:16:28.572822] [INFO ] [CONFIGURE ] NPV: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:16:28.572869] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2810 tests
[2025-10-11T00:16:28.572905] [INFO ] [CONFIGURE ] NPV: Testing feature 6/29: add_failed_moves
[2025-10-11T00:16:28.572936] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:16:28.698777] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:28.841117] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:28.983760] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:29.128507] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:29.272134] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:29.420201] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:29.550208] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:29.687552] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:29.817195] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:29.949666] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:29.949806] [INFO ] [CONFIGURE ] NPV: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:16:29.949850] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2809 tests
[2025-10-11T00:16:29.949973] [INFO ] [CONFIGURE ] NPV: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:16:29.950013] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:16:30.069097] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:30.188907] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:30.311066] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:30.440534] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:30.565400] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:30.696231] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:30.821137] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:30.960246] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:31.085856] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:31.208263] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:31.208467] [INFO ] [CONFIGURE ] NPV: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:16:31.208548] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2808 tests
[2025-10-11T00:16:31.208635] [INFO ] [CONFIGURE ] NPV: Testing feature 8/29: add_macd
[2025-10-11T00:16:31.208712] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:16:31.364543] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:31.521400] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:31.695834] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:31.890679] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:32.054704] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:32.222289] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:32.389023] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:32.556162] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:32.726425] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:32.922963] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:32.923185] [INFO ] [CONFIGURE ] NPV: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:16:32.923233] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2807 tests
[2025-10-11T00:16:32.923272] [INFO ] [CONFIGURE ] NPV: Testing feature 9/29: add_mfi
[2025-10-11T00:16:32.923305] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:16:33.114717] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:33.331576] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:33.555914] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:33.713589] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:33.858506] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:34.006506] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:34.179208] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:34.372082] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:34.543676] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:34.709445] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:34.709720] [INFO ] [CONFIGURE ] NPV: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:16:34.709782] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2806 tests
[2025-10-11T00:16:34.709821] [INFO ] [CONFIGURE ] NPV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:16:34.709853] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:16:34.897827] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:35.055218] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:35.217416] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:35.378757] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:35.534102] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:35.689880] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:35.849075] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:36.002315] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:36.154846] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:36.309373] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:36.309572] [INFO ] [CONFIGURE ] NPV: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:16:36.309618] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2805 tests
[2025-10-11T00:16:36.309681] [INFO ] [CONFIGURE ] NPV: Testing feature 11/29: add_obv_daily
[2025-10-11T00:16:36.309732] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:16:36.438392] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:36.567077] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:36.695840] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:36.825738] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:36.956123] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:37.088162] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:37.219609] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:37.358065] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:37.499811] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:37.636345] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:37.636624] [INFO ] [CONFIGURE ] NPV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:16:37.636711] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2804 tests
[2025-10-11T00:16:37.636756] [INFO ] [CONFIGURE ] NPV: Testing feature 12/29: add_obv_interval
[2025-10-11T00:16:37.636788] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:16:37.766064] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:37.928053] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:38.069631] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:38.215737] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:38.371806] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:38.506418] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:38.637808] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:38.767918] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:38.901466] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:39.031418] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:39.031593] [INFO ] [CONFIGURE ] NPV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:16:39.031636] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2803 tests
[2025-10-11T00:16:39.031714] [INFO ] [CONFIGURE ] NPV: Testing feature 13/29: add_opening_strength
[2025-10-11T00:16:39.031752] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:16:39.172007] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:39.309353] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:39.446042] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:39.591589] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:39.729723] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:16:39.870138] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:40.019063] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:40.169712] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:40.310104] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:40.453634] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:16:40.453827] [INFO ] [CONFIGURE ] NPV: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:16:40.453876] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2802 tests
[2025-10-11T00:16:40.453913] [INFO ] [CONFIGURE ] NPV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:16:40.453945] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:16:40.596905] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:40.739867] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:40.884635] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:41.040970] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:41.214197] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:41.363401] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:41.508249] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:41.668905] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:41.816220] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:41.969290] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:41.969490] [INFO ] [CONFIGURE ] NPV: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:16:41.969541] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2801 tests
[2025-10-11T00:16:41.969581] [INFO ] [CONFIGURE ] NPV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:16:41.969668] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:16:42.096209] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:42.222970] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:42.348127] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:42.472567] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:42.598121] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:42.724220] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:42.854879] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:42.987166] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:43.119611] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:43.256159] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:43.256356] [INFO ] [CONFIGURE ] NPV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:16:43.256403] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2800 tests
[2025-10-11T00:16:43.256438] [INFO ] [CONFIGURE ] NPV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:16:43.256471] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:16:43.398175] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:43.546994] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:43.698224] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:43.846422] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:44.018781] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:44.164703] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:44.313358] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:44.461453] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:44.600428] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:44.741798] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:44.741970] [INFO ] [CONFIGURE ] NPV: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:16:44.742015] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2799 tests
[2025-10-11T00:16:44.742051] [INFO ] [CONFIGURE ] NPV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:16:44.742082] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:16:44.880714] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:45.025898] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:45.172721] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:45.323278] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:45.473676] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:45.626964] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:45.779957] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:45.930523] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:46.082101] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:46.231937] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:46.232112] [INFO ] [CONFIGURE ] NPV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:16:46.232155] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2798 tests
[2025-10-11T00:16:46.232190] [INFO ] [CONFIGURE ] NPV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:16:46.232222] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:16:46.363889] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:46.498397] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:46.629703] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:46.756607] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:46.885014] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:47.061290] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:47.195063] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:47.325540] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:47.457198] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:47.591716] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:16:47.591903] [INFO ] [CONFIGURE ] NPV: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T00:16:47.591984] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2797 tests
[2025-10-11T00:16:47.592043] [INFO ] [CONFIGURE ] NPV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:16:47.592079] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:16:47.721035] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:47.844564] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:47.973416] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:48.098375] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:48.224010] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:48.359262] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:48.487332] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:48.615464] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:48.743124] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:48.876115] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:48.876336] [INFO ] [CONFIGURE ] NPV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T00:16:48.876394] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2796 tests
[2025-10-11T00:16:48.876431] [INFO ] [CONFIGURE ] NPV: Testing feature 20/29: add_price_rejection
[2025-10-11T00:16:48.876462] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:16:49.010949] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:49.146401] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:49.279885] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:49.413748] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:49.555129] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:16:49.691461] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:49.828142] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:16:49.962597] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:16:50.102791] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:50.243639] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:50.243854] [INFO ] [CONFIGURE ] NPV: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:16:50.243915] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2795 tests
[2025-10-11T00:16:50.243956] [INFO ] [CONFIGURE ] NPV: Testing feature 21/29: add_range_position
[2025-10-11T00:16:50.243990] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:16:50.398354] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:50.540627] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:50.684135] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:50.832829] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:50.979254] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:51.124179] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:51.274508] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:51.426491] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:51.578532] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:51.729614] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:51.729837] [INFO ] [CONFIGURE ] NPV: KEPT add_range_position (score: 70.00%)
[2025-10-11T00:16:51.729911] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2794 tests
[2025-10-11T00:16:51.729957] [INFO ] [CONFIGURE ] NPV: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:16:51.729994] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_realized_volatility']
[2025-10-11T00:16:51.911561] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:52.098734] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:52.283380] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:52.469173] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:52.656362] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:52.852577] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:53.046892] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:53.241158] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:53.442939] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:53.641202] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:53.641396] [INFO ] [CONFIGURE ] NPV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:16:53.641443] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2793 tests
[2025-10-11T00:16:53.641480] [INFO ] [CONFIGURE ] NPV: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:16:53.641512] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_recent_range_context']
[2025-10-11T00:16:53.804261] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:53.970759] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:54.144924] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:54.312109] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:54.479227] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:54.662349] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:54.829337] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:54.988302] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:55.150638] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:55.327879] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:55.328118] [INFO ] [CONFIGURE ] NPV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:16:55.328179] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2792 tests
[2025-10-11T00:16:55.328220] [INFO ] [CONFIGURE ] NPV: Testing feature 24/29: add_rsi
[2025-10-11T00:16:55.328253] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-11T00:16:55.515920] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:55.704873] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:55.906581] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:56.103785] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:56.301631] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:56.526892] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:56.724188] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:56.926938] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:57.130949] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:57.308466] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:57.308776] [INFO ] [CONFIGURE ] NPV: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:16:57.308830] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2791 tests
[2025-10-11T00:16:57.308867] [INFO ] [CONFIGURE ] NPV: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:16:57.308899] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_tick_distribution']
[2025-10-11T00:16:57.458707] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:16:57.609442] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:57.760108] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:16:57.911090] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:58.065735] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:58.226226] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:16:58.395960] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:16:58.561135] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:16:58.723107] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:16:58.917443] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:16:58.917661] [INFO ] [CONFIGURE ] NPV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:16:58.917728] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2790 tests
[2025-10-11T00:16:58.917767] [INFO ] [CONFIGURE ] NPV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:16:58.917802] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-11T00:16:59.102508] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:16:59.266015] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:16:59.426387] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:16:59.593930] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:16:59.760226] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:16:59.943908] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:17:00.111639] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:00.279159] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:00.456544] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:00.650919] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:00.651232] [INFO ] [CONFIGURE ] NPV: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:17:00.651289] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2789 tests
[2025-10-11T00:17:00.651330] [INFO ] [CONFIGURE ] NPV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:17:00.651364] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence']
[2025-10-11T00:17:00.860560] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:01.067617] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:01.263386] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:01.464745] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:01.692192] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:01.901219] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:17:02.100919] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:02.296352] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:02.479112] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:02.684931] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:02.685214] [INFO ] [CONFIGURE ] NPV: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:17:02.685336] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2788 tests
[2025-10-11T00:17:02.685398] [INFO ] [CONFIGURE ] NPV: Testing feature 28/29: add_volume_profile
[2025-10-11T00:17:02.685438] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_profile']
[2025-10-11T00:17:02.859661] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:03.035522] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:03.221660] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:03.405156] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:03.579548] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:03.746319] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:17:03.926463] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:04.100888] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:04.267432] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:04.439245] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:04.439431] [INFO ] [CONFIGURE ] NPV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:17:04.439474] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2787 tests
[2025-10-11T00:17:04.439531] [INFO ] [CONFIGURE ] NPV: Testing feature 29/29: add_vwap
[2025-10-11T00:17:04.439589] [INFO ] [CONFIGURE ] NPV: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_vwap']
[2025-10-11T00:17:04.604439] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:04.768284] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:04.931961] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:05.098039] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:05.268859] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:05.441554] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:17:05.640106] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:17:05.835672] [DEBUG] [FORECASTER] NPV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:06.016090] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:06.200546] [DEBUG] [FORECASTER] NPV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:06.200781] [INFO ] [CONFIGURE ] NPV: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:17:06.200837] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2786 tests
[2025-10-11T00:17:06.200894] [INFO ] [CONFIGURE ] NPV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:17:06.200950] [INFO ] [CONFIGURE ] NPV: Best accuracy: 70.00%
[2025-10-11T00:17:06.200987] [INFO ] [CONFIGURE ] NPV: Best feature set (2 features): ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:17:06.201017] [INFO ] [CONFIGURE ] NPV: Improvement over baseline: 20.00%
[2025-10-11T00:17:06.201044] [INFO ] [CONFIGURE ] NPV: Total time: 44.3 seconds
[2025-10-11T00:17:06.201070] [INFO ] [CONFIGURE ] NPV: Average time per feature: 1.5 seconds
[2025-10-11T00:17:06.201097] [INFO ] [CONFIGURE ] NPV: Average speed: 0.65 features/sec
[2025-10-11T00:17:06.201772] [INFO ] [LOCAL     ] Saved configuration for NPV: 2 features, 70.00% accuracy -> ./output/feature-sets/NPV.json
[2025-10-11T00:17:06.201864] [INFO ] [CONFIGURE ] NPV: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:17:06.201932] [INFO ] [sig       ] [125/220] Successfully configured NPV | 0.02 sym/s | Total: 1.5h | ETA: 1.2h
[2025-10-11T00:17:06.202008] [INFO ] [sig       ] [126/220] Configuring NQP...
[2025-10-11T00:17:06.202078] [INFO ] [CONFIGURE ] NQP: Configurate test run.
[2025-10-11T00:17:06.202150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-10-11T00:17:06.223164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NQP'.
[2025-10-11T00:17:06.223761] [INFO ] [CONFIGURE ] NQP: Testing with 29 available features
[2025-10-11T00:17:06.223825] [INFO ] [CONFIGURE ] NQP: Establishing baseline with no features...
[2025-10-11T00:17:06.343224] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:06.458471] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:06.567778] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:06.690941] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:06.805663] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:06.920516] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:17:07.049366] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:07.171110] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:07.288930] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:07.405847] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:07.406054] [INFO ] [CONFIGURE ] NQP: Baseline score (no features): 60.00%
[2025-10-11T00:17:07.406101] [INFO ] [CONFIGURE ] NQP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:17:07.406137] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:17:07.533826] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:07.661955] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:07.792411] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:07.926351] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:08.059091] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:08.193843] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:08.328886] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:08.461549] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:08.624593] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:08.755808] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:08.756074] [INFO ] [CONFIGURE ] NQP: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T00:17:08.756121] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2785 tests
[2025-10-11T00:17:08.756159] [INFO ] [CONFIGURE ] NQP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:17:08.756195] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:17:08.905410] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:09.056347] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:09.214911] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:09.365182] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:09.523849] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:09.679718] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:17:09.837256] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:09.998248] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.148122] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:10.295993] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.296221] [INFO ] [CONFIGURE ] NQP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:17:10.296269] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2784 tests
[2025-10-11T00:17:10.296305] [INFO ] [CONFIGURE ] NQP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:17:10.296337] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:17:10.424264] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.557861] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.686450] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.814342] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:10.941351] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:11.079863] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:11.215594] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:11.351802] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:11.489365] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:11.654100] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:11.654421] [INFO ] [CONFIGURE ] NQP: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:17:11.654490] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2783 tests
[2025-10-11T00:17:11.654531] [INFO ] [CONFIGURE ] NQP: Testing feature 4/29: add_ema
[2025-10-11T00:17:11.654568] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:17:11.803193] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:11.953107] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:12.125286] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:17:12.275467] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:12.420306] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:12.570727] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:12.727540] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:12.877018] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:13.026220] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:13.179924] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:13.180229] [INFO ] [CONFIGURE ] NQP: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:17:13.180297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2782 tests
[2025-10-11T00:17:13.180360] [INFO ] [CONFIGURE ] NQP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:17:13.180397] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:17:13.336099] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:13.492630] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:13.656538] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:13.820437] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:13.976375] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:14.138748] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:14.309253] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:14.474963] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:14.649311] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:14.830514] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:14.830783] [INFO ] [CONFIGURE ] NQP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:17:14.830847] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2781 tests
[2025-10-11T00:17:14.830888] [INFO ] [CONFIGURE ] NQP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:17:14.830921] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:17:14.972438] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:15.113820] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:15.256340] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:15.404872] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:15.551713] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:15.698391] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:15.841543] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:15.979022] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.120772] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:16.259613] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.259865] [INFO ] [CONFIGURE ] NQP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:17:16.259913] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2780 tests
[2025-10-11T00:17:16.259950] [INFO ] [CONFIGURE ] NQP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:17:16.259983] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:17:16.390614] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.520253] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.651011] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.787950] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:16.924054] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:17.063264] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:17.189026] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:17.313474] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:17.447141] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:17.574968] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:17.575197] [INFO ] [CONFIGURE ] NQP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:17:17.575244] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2779 tests
[2025-10-11T00:17:17.575279] [INFO ] [CONFIGURE ] NQP: Testing feature 8/29: add_macd
[2025-10-11T00:17:17.575312] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:17:17.777528] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:17.946428] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:18.115474] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:17:18.287329] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:17:18.471671] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:18.647666] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:18.821064] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:18.990292] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:19.163710] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:19.327449] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:19.327706] [INFO ] [CONFIGURE ] NQP: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:17:19.327770] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2778 tests
[2025-10-11T00:17:19.327809] [INFO ] [CONFIGURE ] NQP: Testing feature 9/29: add_mfi
[2025-10-11T00:17:19.327842] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:17:19.458512] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:19.594886] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:19.730212] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:19.863537] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:19.999568] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:20.141325] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:20.279233] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:20.415539] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:20.552096] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:20.694969] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:20.695324] [INFO ] [CONFIGURE ] NQP: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:17:20.695390] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2777 tests
[2025-10-11T00:17:20.695432] [INFO ] [CONFIGURE ] NQP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:17:20.695563] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:17:20.845336] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:20.997488] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:21.157517] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:21.317930] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:21.474510] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:21.627775] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:21.782424] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:21.937848] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:22.091220] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:22.245208] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:22.245394] [INFO ] [CONFIGURE ] NQP: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:17:22.245438] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2776 tests
[2025-10-11T00:17:22.245474] [INFO ] [CONFIGURE ] NQP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:17:22.245506] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T00:17:22.406661] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:22.567000] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:22.727465] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:22.888001] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:17:23.055989] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:23.222598] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:23.399436] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:23.583128] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:23.784321] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:23.960063] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:23.960382] [INFO ] [CONFIGURE ] NQP: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:17:23.960440] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2775 tests
[2025-10-11T00:17:23.960482] [INFO ] [CONFIGURE ] NQP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:17:23.960517] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:17:24.129745] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:24.301350] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:24.473085] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:24.650934] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:24.822861] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:24.999552] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:25.179735] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:25.367938] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:25.539985] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:25.709158] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:25.709384] [INFO ] [CONFIGURE ] NQP: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:17:25.709432] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2774 tests
[2025-10-11T00:17:25.709469] [INFO ] [CONFIGURE ] NQP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:17:25.709503] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:17:25.886368] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:17:26.073306] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:26.260784] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:26.450292] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:26.655575] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:26.881232] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:27.075138] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:27.265079] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:27.453378] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:27.647841] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:27.648163] [INFO ] [CONFIGURE ] NQP: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:17:27.648243] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2773 tests
[2025-10-11T00:17:27.648296] [INFO ] [CONFIGURE ] NQP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:17:27.648341] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T00:17:27.831358] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:28.005721] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:28.180418] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:28.357950] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:28.564273] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:28.743635] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:28.933752] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:29.121209] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:29.305926] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:29.488661] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:29.488878] [INFO ] [CONFIGURE ] NQP: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:17:29.488926] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2772 tests
[2025-10-11T00:17:29.488963] [INFO ] [CONFIGURE ] NQP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:17:29.489038] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T00:17:29.671736] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:29.834549] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:29.997017] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:30.161359] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:30.326624] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:30.491041] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:30.654605] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:30.823209] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:30.995936] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:31.161899] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:31.162107] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:17:31.162151] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2771 tests
[2025-10-11T00:17:31.162187] [INFO ] [CONFIGURE ] NQP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:17:31.162219] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T00:17:31.337516] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:31.520759] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:31.689162] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:31.870029] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:32.062707] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:32.252268] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:32.430722] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:32.600992] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:32.778081] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:32.969785] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:32.970011] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:17:32.970058] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2770 tests
[2025-10-11T00:17:32.970094] [INFO ] [CONFIGURE ] NQP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:17:32.970126] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T00:17:33.129104] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:33.283766] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:33.443728] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:17:33.604609] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:33.767554] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:33.926067] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:34.084098] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:34.253176] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:34.434415] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:34.592187] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:34.592344] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:17:34.592387] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2769 tests
[2025-10-11T00:17:34.592439] [INFO ] [CONFIGURE ] NQP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:17:34.592495] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T00:17:34.742973] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:34.895151] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:35.048462] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:35.197935] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:35.354824] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:35.509214] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:35.668827] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:35.825216] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:35.996798] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:36.162929] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:36.163132] [INFO ] [CONFIGURE ] NQP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:17:36.163196] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2768 tests
[2025-10-11T00:17:36.163234] [INFO ] [CONFIGURE ] NQP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:17:36.163265] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T00:17:36.331945] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:36.495588] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:36.660755] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:36.828078] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:37.008706] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:37.193074] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:37.360417] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:37.534996] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:37.710280] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:37.882290] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:37.882457] [INFO ] [CONFIGURE ] NQP: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:17:37.882500] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2767 tests
[2025-10-11T00:17:37.882535] [INFO ] [CONFIGURE ] NQP: Testing feature 21/29: add_range_position
[2025-10-11T00:17:37.882565] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T00:17:38.054498] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:38.226718] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:38.401281] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:38.595952] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:38.798816] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:39.030319] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:39.236381] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:39.432813] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:39.633109] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:39.837474] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:39.837744] [INFO ] [CONFIGURE ] NQP: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:17:39.837809] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2766 tests
[2025-10-11T00:17:39.837849] [INFO ] [CONFIGURE ] NQP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:17:39.837881] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T00:17:40.038389] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:40.231178] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:40.426424] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:17:40.621493] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:40.809456] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:41.000215] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:41.196678] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:41.397190] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:41.651221] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:41.927334] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:41.927628] [INFO ] [CONFIGURE ] NQP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:17:41.927732] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2765 tests
[2025-10-11T00:17:41.927790] [INFO ] [CONFIGURE ] NQP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:17:41.927829] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T00:17:42.119386] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:42.304863] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:42.481971] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:42.666821] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:42.829136] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:42.992295] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:43.155967] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:43.327880] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:43.499814] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:43.670905] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:43.671106] [INFO ] [CONFIGURE ] NQP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:17:43.671155] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2764 tests
[2025-10-11T00:17:43.671194] [INFO ] [CONFIGURE ] NQP: Testing feature 24/29: add_rsi
[2025-10-11T00:17:43.671229] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T00:17:43.855895] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:44.040185] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:44.222676] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:17:44.408292] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:44.593967] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:44.775981] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:44.966020] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:45.156710] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:45.344537] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:45.530658] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:45.530860] [INFO ] [CONFIGURE ] NQP: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:17:45.530905] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2763 tests
[2025-10-11T00:17:45.530941] [INFO ] [CONFIGURE ] NQP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:17:45.530973] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T00:17:45.690269] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:45.848808] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:46.012549] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:46.170825] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:46.327207] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:46.488430] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:46.656170] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:46.818837] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:46.982596] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:47.149159] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:47.149341] [INFO ] [CONFIGURE ] NQP: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:17:47.149385] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2762 tests
[2025-10-11T00:17:47.149420] [INFO ] [CONFIGURE ] NQP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:17:47.149451] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T00:17:47.312484] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:47.473967] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:47.638792] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:47.805877] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:47.971866] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:48.160896] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:48.326711] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:48.495887] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:48.675548] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:48.853869] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:48.854081] [INFO ] [CONFIGURE ] NQP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:17:48.854126] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2761 tests
[2025-10-11T00:17:48.854168] [INFO ] [CONFIGURE ] NQP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:17:48.854224] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T00:17:49.046282] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:49.219139] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:17:49.390972] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:49.566020] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:49.743895] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:49.921429] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:50.119822] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:50.319466] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:50.507506] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:50.698738] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:17:50.698975] [INFO ] [CONFIGURE ] NQP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:17:50.699022] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2760 tests
[2025-10-11T00:17:50.699061] [INFO ] [CONFIGURE ] NQP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:17:50.699095] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T00:17:50.869449] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:51.033292] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:51.200565] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:51.369373] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:51.560585] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:51.725520] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:51.893532] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:52.063839] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:52.228771] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:52.396999] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:52.397244] [INFO ] [CONFIGURE ] NQP: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:17:52.397297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2759 tests
[2025-10-11T00:17:52.397339] [INFO ] [CONFIGURE ] NQP: Testing feature 29/29: add_vwap
[2025-10-11T00:17:52.397373] [INFO ] [CONFIGURE ] NQP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T00:17:52.568050] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:17:52.734102] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:17:52.909677] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:17:53.095414] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:17:53.271373] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:17:53.439474] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:53.603577] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:17:53.771340] [DEBUG] [FORECASTER] NQP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:53.940835] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:54.116319] [DEBUG] [FORECASTER] NQP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:17:54.116625] [INFO ] [CONFIGURE ] NQP: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:17:54.116716] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2758 tests
[2025-10-11T00:17:54.116775] [INFO ] [CONFIGURE ] NQP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:17:54.116833] [INFO ] [CONFIGURE ] NQP: Best accuracy: 80.00%
[2025-10-11T00:17:54.116884] [INFO ] [CONFIGURE ] NQP: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:17:54.116941] [INFO ] [CONFIGURE ] NQP: Improvement over baseline: 20.00%
[2025-10-11T00:17:54.116973] [INFO ] [CONFIGURE ] NQP: Total time: 46.7 seconds
[2025-10-11T00:17:54.117002] [INFO ] [CONFIGURE ] NQP: Average time per feature: 1.7 seconds
[2025-10-11T00:17:54.117057] [INFO ] [CONFIGURE ] NQP: Average speed: 0.62 features/sec
[2025-10-11T00:17:54.117957] [INFO ] [LOCAL     ] Saved configuration for NQP: 3 features, 80.00% accuracy -> ./output/feature-sets/NQP.json
[2025-10-11T00:17:54.118027] [INFO ] [CONFIGURE ] NQP: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:17:54.118094] [INFO ] [sig       ] [126/220] Successfully configured NQP | 0.02 sym/s | Total: 1.5h | ETA: 1.1h
[2025-10-11T00:17:54.118182] [INFO ] [sig       ] [127/220] Configuring NRDY...
[2025-10-11T00:17:54.118255] [INFO ] [CONFIGURE ] NRDY: Configurate test run.
[2025-10-11T00:17:54.118331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-10-11T00:17:54.135633] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRDY'.
[2025-10-11T00:17:54.136152] [INFO ] [CONFIGURE ] NRDY: Testing with 29 available features
[2025-10-11T00:17:54.136211] [INFO ] [CONFIGURE ] NRDY: Establishing baseline with no features...
[2025-10-11T00:17:54.244611] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:17:54.357619] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:54.464221] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:17:54.585156] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:17:54.695162] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:17:54.805803] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:54.916049] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.025002] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:55.135957] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.246927] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.247152] [INFO ] [CONFIGURE ] NRDY: Baseline score (no features): 20.00%
[2025-10-11T00:17:55.247210] [INFO ] [CONFIGURE ] NRDY: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:17:55.247245] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:17:55.372669] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.494202] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:17:55.613940] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.735499] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:17:55.860457] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:17:55.986526] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:17:56.113158] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:17:56.236828] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:17:56.369803] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:56.500171] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:17:56.500372] [INFO ] [CONFIGURE ] NRDY: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-11T00:17:56.500416] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2757 tests
[2025-10-11T00:17:56.500454] [INFO ] [CONFIGURE ] NRDY: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:17:56.500488] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:17:56.663526] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:17:56.819775] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:56.972060] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:17:57.127072] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:17:57.282256] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:17:57.433884] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:17:57.614138] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:17:57.767374] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:57.916207] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:17:58.063596] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:17:58.063810] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-11T00:17:58.063899] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2756 tests
[2025-10-11T00:17:58.063938] [INFO ] [CONFIGURE ] NRDY: Testing feature 3/29: add_daily_returns
[2025-10-11T00:17:58.063969] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:17:58.193453] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:17:58.325241] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:58.452910] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:17:58.582429] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:17:58.713757] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:17:58.849209] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:17:58.980265] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:17:59.112312] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:17:59.259257] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:17:59.413288] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:17:59.413518] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-11T00:17:59.413579] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2755 tests
[2025-10-11T00:17:59.413618] [INFO ] [CONFIGURE ] NRDY: Testing feature 4/29: add_ema
[2025-10-11T00:17:59.413681] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:17:59.571855] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:17:59.722857] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:17:59.867743] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:00.014016] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:00.160316] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:00.304040] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:00.449282] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:00.602559] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:00.755966] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:00.908180] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:00.908357] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_ema (score: 20.00%)
[2025-10-11T00:18:00.908402] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2754 tests
[2025-10-11T00:18:00.908437] [INFO ] [CONFIGURE ] NRDY: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:18:00.908468] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:18:01.062200] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:01.213763] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:01.369364] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:01.522991] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:01.683268] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:01.856456] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:02.013274] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:02.170143] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:02.333069] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:02.522485] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:02.522799] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T00:18:02.522893] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2753 tests
[2025-10-11T00:18:02.522946] [INFO ] [CONFIGURE ] NRDY: Testing feature 6/29: add_failed_moves
[2025-10-11T00:18:02.522996] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:18:02.652745] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:02.789766] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:02.920755] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:03.055012] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:03.189220] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:03.326974] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:03.461239] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:03.604591] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:03.752386] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:03.908494] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:03.908787] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T00:18:03.908852] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2752 tests
[2025-10-11T00:18:03.908893] [INFO ] [CONFIGURE ] NRDY: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:18:03.908926] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:18:04.040862] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:04.195510] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:04.329721] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:04.470368] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:04.605257] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:04.744580] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:04.878271] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:05.023780] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:05.169421] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:05.311965] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:05.312185] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_lag_shelf (score: 10.00%)
[2025-10-11T00:18:05.312232] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2751 tests
[2025-10-11T00:18:05.312267] [INFO ] [CONFIGURE ] NRDY: Testing feature 8/29: add_macd
[2025-10-11T00:18:05.312300] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:18:05.482996] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:05.668816] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:05.845534] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:06.022909] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:06.206317] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:06.380348] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:06.554962] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:06.770169] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:06.949797] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.130988] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.131217] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:18:07.131296] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2750 tests
[2025-10-11T00:18:07.131359] [INFO ] [CONFIGURE ] NRDY: Testing feature 9/29: add_mfi
[2025-10-11T00:18:07.131396] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:18:07.280604] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.448397] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.615626] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.773622] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:07.924565] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:08.070843] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:08.211727] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:08.353381] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:08.509404] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:08.655573] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:08.655839] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_mfi (score: 30.00%)
[2025-10-11T00:18:08.655906] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2749 tests
[2025-10-11T00:18:08.655954] [INFO ] [CONFIGURE ] NRDY: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:18:08.655990] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:18:08.816912] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:08.979809] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:09.165392] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:09.346618] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:09.528235] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:09.709117] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:09.891946] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:10.073226] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:10.253198] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:10.435461] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:10.435711] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T00:18:10.435784] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2748 tests
[2025-10-11T00:18:10.435826] [INFO ] [CONFIGURE ] NRDY: Testing feature 11/29: add_obv_daily
[2025-10-11T00:18:10.435859] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:18:10.582742] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:10.730772] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:10.874115] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:11.021255] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:11.170499] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:11.313995] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:11.456492] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:11.602538] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:11.748785] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:11.901577] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:11.901828] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-11T00:18:11.901890] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2747 tests
[2025-10-11T00:18:11.901928] [INFO ] [CONFIGURE ] NRDY: Testing feature 12/29: add_obv_interval
[2025-10-11T00:18:11.901960] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:18:12.042290] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:12.183595] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:12.326366] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:12.461666] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:12.591326] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:12.717208] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:12.843568] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:12.973456] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:13.100326] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:13.226822] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:13.227026] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T00:18:13.227108] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2746 tests
[2025-10-11T00:18:13.227150] [INFO ] [CONFIGURE ] NRDY: Testing feature 13/29: add_opening_strength
[2025-10-11T00:18:13.227183] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:18:13.356313] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:13.490589] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:13.644442] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:13.778724] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:13.919745] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:14.063508] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:14.207326] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:14.343149] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:14.478209] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:14.633721] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:14.633946] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:18:14.634021] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2745 tests
[2025-10-11T00:18:14.634087] [INFO ] [CONFIGURE ] NRDY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:18:14.634155] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:18:14.816822] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:14.978464] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:15.115322] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:15.252706] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:15.398875] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:15.542003] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:15.674976] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:15.840079] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:15.973032] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:16.105677] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:16.105855] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:18:16.105903] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2744 tests
[2025-10-11T00:18:16.105940] [INFO ] [CONFIGURE ] NRDY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:18:16.105970] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:18:16.213907] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:16.334057] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:16.457535] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:16.583369] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:16.714513] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:16.844885] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:16.975483] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:17.101877] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:17.222164] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:17.346050] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:17.346248] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:18:17.346292] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2743 tests
[2025-10-11T00:18:17.346328] [INFO ] [CONFIGURE ] NRDY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:18:17.346359] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:18:17.493427] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:17.623572] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:17.755476] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:17.908324] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:18.038815] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:18.174439] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:18.310862] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:18.477323] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:18.624848] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:18.771345] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:18.771575] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_pbf_overnight_gap (score: 10.00%)
[2025-10-11T00:18:18.771624] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2742 tests
[2025-10-11T00:18:18.771696] [INFO ] [CONFIGURE ] NRDY: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:18:18.771745] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:18:18.919512] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:19.078246] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:19.216709] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:19.359837] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:19.503476] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:19.643053] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:19.806281] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:19.989444] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:20.152357] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.306105] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.306314] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-11T00:18:20.306360] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2741 tests
[2025-10-11T00:18:20.306398] [INFO ] [CONFIGURE ] NRDY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:18:20.306432] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:18:20.438711] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.574105] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.706758] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.838314] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:20.972289] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:21.108489] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:21.243446] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:21.378272] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:21.515365] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:21.657958] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:21.658242] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T00:18:21.658297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2740 tests
[2025-10-11T00:18:21.658337] [INFO ] [CONFIGURE ] NRDY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:18:21.658372] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:18:21.793246] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:21.938015] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:22.080130] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:22.224206] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:22.349529] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:22.487389] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:22.633794] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:22.785794] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:22.925167] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:23.064332] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:23.064601] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_pbf_vs_sma_5 (score: 20.00%)
[2025-10-11T00:18:23.064689] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2739 tests
[2025-10-11T00:18:23.064745] [INFO ] [CONFIGURE ] NRDY: Testing feature 20/29: add_price_rejection
[2025-10-11T00:18:23.064782] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:18:23.209003] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:23.351784] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:23.510159] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:23.666890] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:23.796716] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:23.926982] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:24.063435] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:24.208779] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:24.345049] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:24.476946] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:24.477177] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-11T00:18:24.477293] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2738 tests
[2025-10-11T00:18:24.477347] [INFO ] [CONFIGURE ] NRDY: Testing feature 21/29: add_range_position
[2025-10-11T00:18:24.477381] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:18:24.629065] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:24.774385] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:24.935483] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:25.069574] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:25.204569] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:25.340524] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:25.488163] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:25.638883] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:25.787592] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:25.932339] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:25.932520] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_range_position (score: 20.00%)
[2025-10-11T00:18:25.932565] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2737 tests
[2025-10-11T00:18:25.932601] [INFO ] [CONFIGURE ] NRDY: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:18:25.932632] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:18:26.085809] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:26.237208] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:26.390716] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:26.551274] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:26.714946] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:26.880845] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:27.040248] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:27.200412] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:27.359319] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:27.519889] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:27.520069] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-11T00:18:27.520113] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2736 tests
[2025-10-11T00:18:27.520214] [INFO ] [CONFIGURE ] NRDY: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:18:27.520255] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:18:27.646507] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:27.779547] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:27.928257] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:28.057795] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:28.185837] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:28.314146] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:28.441823] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:28.570217] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:28.707145] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:28.843673] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:28.843880] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-11T00:18:28.843926] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2735 tests
[2025-10-11T00:18:28.843986] [INFO ] [CONFIGURE ] NRDY: Testing feature 24/29: add_rsi
[2025-10-11T00:18:28.844044] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:18:28.998419] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:29.152016] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:29.299626] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:29.446889] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:29.595294] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:29.744760] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:29.894060] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:30.047468] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:30.198584] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:30.349373] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:30.349547] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T00:18:30.349592] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2734 tests
[2025-10-11T00:18:30.349627] [INFO ] [CONFIGURE ] NRDY: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:18:30.349693] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:18:30.474054] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:30.597403] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:30.721192] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:30.845292] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:31.000721] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:31.131970] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:31.259017] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:31.385214] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:31.515294] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:31.645939] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:31.646120] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-11T00:18:31.646163] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2733 tests
[2025-10-11T00:18:31.646198] [INFO ] [CONFIGURE ] NRDY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:18:31.646379] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:18:31.770912] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:31.895858] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:32.022534] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:32.149384] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:32.282266] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:32.410126] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:32.537879] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:32.667456] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:32.797538] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:32.926994] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:32.927286] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:18:32.927496] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2732 tests
[2025-10-11T00:18:32.927551] [INFO ] [CONFIGURE ] NRDY: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:18:32.927586] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:18:33.060610] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:33.195723] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:33.335077] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:33.469913] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:33.607692] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:33.741530] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:18:33.873228] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:34.040969] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:34.176951] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:34.312135] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:34.312254] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T00:18:34.312297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2731 tests
[2025-10-11T00:18:34.312331] [INFO ] [CONFIGURE ] NRDY: Testing feature 28/29: add_volume_profile
[2025-10-11T00:18:34.312362] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:18:34.446050] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:34.574266] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:34.732153] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:34.884824] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:35.060369] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:35.248861] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:35.433949] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:35.611931] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:18:35.741845] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:35.868755] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:35.868940] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_volume_profile (score: 10.00%)
[2025-10-11T00:18:35.869006] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2730 tests
[2025-10-11T00:18:35.869079] [INFO ] [CONFIGURE ] NRDY: Testing feature 29/29: add_vwap
[2025-10-11T00:18:35.869137] [INFO ] [CONFIGURE ] NRDY: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:18:35.991973] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:18:36.125940] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:36.267512] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:36.396811] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:18:36.526874] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:36.665167] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:18:36.819669] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:36.956492] [DEBUG] [FORECASTER] NRDY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:18:37.089308] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:37.227765] [DEBUG] [FORECASTER] NRDY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:37.227966] [INFO ] [CONFIGURE ] NRDY: DISCARDED add_vwap (score: 20.00%)
[2025-10-11T00:18:37.228013] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2729 tests
[2025-10-11T00:18:37.228069] [INFO ] [CONFIGURE ] NRDY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:18:37.228127] [INFO ] [CONFIGURE ] NRDY: Best accuracy: 40.00%
[2025-10-11T00:18:37.228164] [INFO ] [CONFIGURE ] NRDY: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:18:37.228193] [INFO ] [CONFIGURE ] NRDY: Improvement over baseline: 20.00%
[2025-10-11T00:18:37.228221] [INFO ] [CONFIGURE ] NRDY: Total time: 42.0 seconds
[2025-10-11T00:18:37.228248] [INFO ] [CONFIGURE ] NRDY: Average time per feature: 1.4 seconds
[2025-10-11T00:18:37.228275] [INFO ] [CONFIGURE ] NRDY: Average speed: 0.69 features/sec
[2025-10-11T00:18:37.229005] [INFO ] [LOCAL     ] Saved configuration for NRDY: 1 features, 40.00% accuracy -> ./output/feature-sets/NRDY.json
[2025-10-11T00:18:37.229062] [INFO ] [CONFIGURE ] NRDY: Configuration saved successfully: 1 features, 40.00% accuracy.
[2025-10-11T00:18:37.229136] [INFO ] [sig       ] [127/220] Successfully configured NRDY | 0.02 sym/s | Total: 1.5h | ETA: 1.1h
[2025-10-11T00:18:37.229213] [INFO ] [sig       ] [128/220] Configuring NREF...
[2025-10-11T00:18:37.229285] [INFO ] [CONFIGURE ] NREF: Configurate test run.
[2025-10-11T00:18:37.229359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-10-11T00:18:37.244462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NREF'.
[2025-10-11T00:18:37.244874] [INFO ] [CONFIGURE ] NREF: Testing with 29 available features
[2025-10-11T00:18:37.244932] [INFO ] [CONFIGURE ] NREF: Establishing baseline with no features...
[2025-10-11T00:18:37.357576] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:37.464284] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:37.572952] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:37.683825] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:37.797268] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:37.906190] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:38.012951] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:38.140301] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:38.268909] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:38.382191] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:38.382425] [INFO ] [CONFIGURE ] NREF: Baseline score (no features): 50.00%
[2025-10-11T00:18:38.382475] [INFO ] [CONFIGURE ] NREF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:18:38.382510] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:18:38.517221] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:38.639069] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:38.760830] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:38.881899] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:39.002203] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:39.129608] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:39.256341] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:39.383435] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:39.510118] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:39.636112] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:39.636328] [INFO ] [CONFIGURE ] NREF: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T00:18:39.636375] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2728 tests
[2025-10-11T00:18:39.636411] [INFO ] [CONFIGURE ] NREF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:18:39.636444] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:18:39.780563] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:39.935954] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:40.116001] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:40.255977] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:40.399701] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:40.552321] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:40.700017] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:40.839593] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:40.993441] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:41.145014] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:41.145215] [INFO ] [CONFIGURE ] NREF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:18:41.145346] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2727 tests
[2025-10-11T00:18:41.145400] [INFO ] [CONFIGURE ] NREF: Testing feature 3/29: add_daily_returns
[2025-10-11T00:18:41.145434] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:18:41.268887] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:18:41.388928] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:41.512635] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:41.641728] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:41.775314] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:41.905614] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:42.039421] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:42.169248] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:42.299304] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:42.427334] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:42.427527] [INFO ] [CONFIGURE ] NREF: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:18:42.427572] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2726 tests
[2025-10-11T00:18:42.427609] [INFO ] [CONFIGURE ] NREF: Testing feature 4/29: add_ema
[2025-10-11T00:18:42.427663] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:18:42.563818] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:42.714357] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:42.868547] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:18:43.014495] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:43.155664] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:43.291129] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:43.436772] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:43.573481] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:43.705529] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:43.838434] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:43.838599] [INFO ] [CONFIGURE ] NREF: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:18:43.838664] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2725 tests
[2025-10-11T00:18:43.838724] [INFO ] [CONFIGURE ] NREF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:18:43.838760] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:18:43.981445] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:44.143303] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:44.305625] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:44.480176] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:44.644090] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:44.809751] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:44.976777] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:45.138708] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:45.305611] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:45.482837] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:45.483158] [INFO ] [CONFIGURE ] NREF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:18:45.483230] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2724 tests
[2025-10-11T00:18:45.483292] [INFO ] [CONFIGURE ] NREF: Testing feature 6/29: add_failed_moves
[2025-10-11T00:18:45.483331] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:18:45.624670] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:45.764282] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:45.902083] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:46.041775] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:46.189762] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:46.331507] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:46.472400] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:46.620067] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:46.770148] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:46.918402] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:46.918667] [INFO ] [CONFIGURE ] NREF: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:18:46.918734] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2723 tests
[2025-10-11T00:18:46.918775] [INFO ] [CONFIGURE ] NREF: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:18:46.918811] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:18:47.051566] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:47.181529] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:47.308582] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:47.437156] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:47.576867] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:47.711567] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:47.846371] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:47.980228] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:48.116143] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:48.257128] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:48.257457] [INFO ] [CONFIGURE ] NREF: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T00:18:48.257522] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2722 tests
[2025-10-11T00:18:48.257562] [INFO ] [CONFIGURE ] NREF: Testing feature 8/29: add_macd
[2025-10-11T00:18:48.257597] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:18:48.433137] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:18:48.606871] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:48.780909] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:48.960247] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:49.142351] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:49.309139] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:49.484755] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:49.650942] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:49.822161] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:50.000557] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:50.000793] [INFO ] [CONFIGURE ] NREF: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:18:50.000849] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2721 tests
[2025-10-11T00:18:50.000887] [INFO ] [CONFIGURE ] NREF: Testing feature 9/29: add_mfi
[2025-10-11T00:18:50.000918] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:18:50.136456] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:50.272306] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:50.418955] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:50.562087] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:50.706350] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:50.848854] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:51.001858] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:51.176506] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:51.322492] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:51.466898] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:51.467132] [INFO ] [CONFIGURE ] NREF: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:18:51.467191] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2720 tests
[2025-10-11T00:18:51.467229] [INFO ] [CONFIGURE ] NREF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:18:51.467261] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:18:51.628675] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:51.784354] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:51.945627] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:52.117141] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:52.275542] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:52.437811] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:52.604126] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:52.765291] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:52.934351] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:53.110638] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:53.110859] [INFO ] [CONFIGURE ] NREF: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:18:53.110907] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2719 tests
[2025-10-11T00:18:53.110944] [INFO ] [CONFIGURE ] NREF: Testing feature 11/29: add_obv_daily
[2025-10-11T00:18:53.110977] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:18:53.257294] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:18:53.393788] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:53.533026] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:53.668135] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:53.796922] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:53.927589] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:54.057298] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:54.189551] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:54.322356] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:54.460601] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:54.460816] [INFO ] [CONFIGURE ] NREF: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:18:54.460868] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2718 tests
[2025-10-11T00:18:54.460906] [INFO ] [CONFIGURE ] NREF: Testing feature 12/29: add_obv_interval
[2025-10-11T00:18:54.460937] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:18:54.589968] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:18:54.725871] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:54.858737] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:54.994979] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:55.132887] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:55.268686] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:55.404260] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:55.537092] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:55.671479] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:55.808108] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:55.808343] [INFO ] [CONFIGURE ] NREF: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:18:55.808410] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2717 tests
[2025-10-11T00:18:55.808451] [INFO ] [CONFIGURE ] NREF: Testing feature 13/29: add_opening_strength
[2025-10-11T00:18:55.808485] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:18:55.955584] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:18:56.095020] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:18:56.237185] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:56.379586] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:18:56.526852] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:18:56.670983] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:56.813369] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:56.959740] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:18:57.111666] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:18:57.263360] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:57.263582] [INFO ] [CONFIGURE ] NREF: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-11T00:18:57.263667] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2716 tests
[2025-10-11T00:18:57.263729] [INFO ] [CONFIGURE ] NREF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:18:57.263766] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:18:57.413924] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:57.563668] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:57.711428] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:57.854435] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:57.999211] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:58.141754] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:58.284885] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:18:58.434952] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:58.580802] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:58.737506] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:58.737724] [INFO ] [CONFIGURE ] NREF: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:18:58.737783] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2715 tests
[2025-10-11T00:18:58.737822] [INFO ] [CONFIGURE ] NREF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:18:58.737854] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:18:58.866135] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:18:58.987419] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:18:59.108576] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:18:59.228125] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:18:59.346017] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:18:59.470867] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:18:59.598506] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:18:59.725235] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:18:59.853849] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:18:59.982039] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:18:59.982271] [INFO ] [CONFIGURE ] NREF: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:18:59.982329] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2714 tests
[2025-10-11T00:18:59.982366] [INFO ] [CONFIGURE ] NREF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:18:59.982398] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:19:00.114718] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:00.250057] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:00.385013] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:00.520383] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:00.652916] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:00.786444] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:00.925727] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:01.062258] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:01.201403] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:01.344986] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:01.345191] [INFO ] [CONFIGURE ] NREF: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:19:01.345237] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2713 tests
[2025-10-11T00:19:01.345275] [INFO ] [CONFIGURE ] NREF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:19:01.345309] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:19:01.492332] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:01.636812] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:01.779352] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:19:01.927229] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:02.062528] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:02.196560] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:02.334124] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:02.477458] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:02.619999] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:02.762805] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:02.763006] [INFO ] [CONFIGURE ] NREF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:19:02.763061] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2712 tests
[2025-10-11T00:19:02.763098] [INFO ] [CONFIGURE ] NREF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:19:02.763130] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:19:02.900416] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:03.034248] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:03.168239] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:03.318615] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:03.460215] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:19:03.598925] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:03.734380] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:03.870980] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:04.009271] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:04.150421] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:04.150667] [INFO ] [CONFIGURE ] NREF: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:19:04.150730] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2711 tests
[2025-10-11T00:19:04.150771] [INFO ] [CONFIGURE ] NREF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:19:04.150804] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:19:04.282426] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:04.414850] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:19:04.533211] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:04.649159] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:04.767492] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:04.888454] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:05.012793] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:05.133954] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:05.258938] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:05.386661] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:05.386873] [INFO ] [CONFIGURE ] NREF: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-11T00:19:05.386925] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2710 tests
[2025-10-11T00:19:05.386963] [INFO ] [CONFIGURE ] NREF: Testing feature 20/29: add_price_rejection
[2025-10-11T00:19:05.386994] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:19:05.517472] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:05.653665] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:05.803262] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:05.949861] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:06.087228] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:19:06.220840] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:06.354671] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:06.490179] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:06.625568] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:06.763460] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:06.763666] [INFO ] [CONFIGURE ] NREF: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:19:06.763729] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2709 tests
[2025-10-11T00:19:06.763857] [INFO ] [CONFIGURE ] NREF: Testing feature 21/29: add_range_position
[2025-10-11T00:19:06.764009] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:19:06.906373] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:19:07.057008] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:07.214899] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:07.363467] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:07.534284] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:07.683556] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:07.836100] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:07.988902] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:08.143696] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:08.303362] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:08.303600] [INFO ] [CONFIGURE ] NREF: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:19:08.303696] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2708 tests
[2025-10-11T00:19:08.303761] [INFO ] [CONFIGURE ] NREF: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:19:08.303818] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:19:08.469589] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:19:08.632666] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:19:08.806996] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:08.992552] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:09.158751] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:09.318568] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:09.487434] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:09.661422] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:09.846188] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:10.017517] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:10.017729] [INFO ] [CONFIGURE ] NREF: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:19:10.017800] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2707 tests
[2025-10-11T00:19:10.017858] [INFO ] [CONFIGURE ] NREF: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:19:10.017893] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:19:10.153139] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:10.288173] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:19:10.427364] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:10.569128] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:10.701426] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:10.833003] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:10.964380] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:11.097324] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:11.229311] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:11.361715] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:11.361902] [INFO ] [CONFIGURE ] NREF: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:19:11.361965] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2706 tests
[2025-10-11T00:19:11.362015] [INFO ] [CONFIGURE ] NREF: Testing feature 24/29: add_rsi
[2025-10-11T00:19:11.362070] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:19:11.511260] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:19:11.659304] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:11.807514] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:11.955606] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:12.112980] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:19:12.274933] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:12.437434] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:12.622753] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:12.787293] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:12.962254] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:12.962546] [INFO ] [CONFIGURE ] NREF: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:19:12.962609] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2705 tests
[2025-10-11T00:19:12.962677] [INFO ] [CONFIGURE ] NREF: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:19:12.962732] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:19:13.101977] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:13.241014] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:13.376029] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:13.521130] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:13.666507] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:13.808865] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:13.963183] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:14.109729] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:14.258923] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:14.418999] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:14.419325] [INFO ] [CONFIGURE ] NREF: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:19:14.419394] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2704 tests
[2025-10-11T00:19:14.419437] [INFO ] [CONFIGURE ] NREF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:19:14.419473] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:19:14.576139] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:19:14.723267] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:14.869057] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:15.013366] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:15.167112] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:15.315191] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:15.464875] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:15.614775] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:15.761288] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:19:15.911447] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:15.911703] [INFO ] [CONFIGURE ] NREF: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-11T00:19:15.911765] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2703 tests
[2025-10-11T00:19:15.911806] [INFO ] [CONFIGURE ] NREF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:19:15.911840] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:19:16.063358] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:16.212520] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:16.364541] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:16.524764] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:16.697382] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:16.855524] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:17.004179] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:19:17.155220] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:17.304989] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:17.460377] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:17.460852] [INFO ] [CONFIGURE ] NREF: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:19:17.460991] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2702 tests
[2025-10-11T00:19:17.461140] [INFO ] [CONFIGURE ] NREF: Testing feature 28/29: add_volume_profile
[2025-10-11T00:19:17.461198] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:19:17.605533] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:17.744400] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:17.881833] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:18.023250] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:18.166906] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:19:18.316058] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:18.462172] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:18.603310] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:18.757115] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:18.902585] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:18.902843] [INFO ] [CONFIGURE ] NREF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:19:18.902896] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2701 tests
[2025-10-11T00:19:18.902936] [INFO ] [CONFIGURE ] NREF: Testing feature 29/29: add_vwap
[2025-10-11T00:19:18.902969] [INFO ] [CONFIGURE ] NREF: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:19:19.056324] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:19:19.203571] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:19:19.353117] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:19:19.504478] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:19.682559] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:19:19.840531] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:19.994569] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:19:20.144338] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:20.298499] [DEBUG] [FORECASTER] NREF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:19:20.450691] [DEBUG] [FORECASTER] NREF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:19:20.450924] [INFO ] [CONFIGURE ] NREF: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:19:20.450983] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2700 tests
[2025-10-11T00:19:20.451051] [INFO ] [CONFIGURE ] NREF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:19:20.451106] [INFO ] [CONFIGURE ] NREF: Best accuracy: 70.00%
[2025-10-11T00:19:20.451142] [INFO ] [CONFIGURE ] NREF: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:19:20.451171] [INFO ] [CONFIGURE ] NREF: Improvement over baseline: 20.00%
[2025-10-11T00:19:20.451198] [INFO ] [CONFIGURE ] NREF: Total time: 42.1 seconds
[2025-10-11T00:19:20.451224] [INFO ] [CONFIGURE ] NREF: Average time per feature: 1.5 seconds
[2025-10-11T00:19:20.451252] [INFO ] [CONFIGURE ] NREF: Average speed: 0.69 features/sec
[2025-10-11T00:19:20.452019] [INFO ] [LOCAL     ] Saved configuration for NREF: 1 features, 70.00% accuracy -> ./output/feature-sets/NREF.json
[2025-10-11T00:19:20.452074] [INFO ] [CONFIGURE ] NREF: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:19:20.452126] [INFO ] [sig       ] [128/220] Successfully configured NREF | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:19:20.452250] [INFO ] [sig       ] [129/220] Configuring NRGV...
[2025-10-11T00:19:20.452346] [INFO ] [CONFIGURE ] NRGV: Configurate test run.
[2025-10-11T00:19:20.452422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-10-11T00:19:20.469507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRGV'.
[2025-10-11T00:19:20.469964] [INFO ] [CONFIGURE ] NRGV: Testing with 29 available features
[2025-10-11T00:19:20.470020] [INFO ] [CONFIGURE ] NRGV: Establishing baseline with no features...
[2025-10-11T00:19:20.594383] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:20.714526] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:20.833308] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:20.953634] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:21.072977] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:21.189349] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:21.310506] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:21.434621] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:21.565511] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:21.702683] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:21.702908] [INFO ] [CONFIGURE ] NRGV: Baseline score (no features): 40.00%
[2025-10-11T00:19:21.702958] [INFO ] [CONFIGURE ] NRGV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:19:21.702994] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:19:21.839595] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:21.975110] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:22.109660] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:22.241981] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:22.375603] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:22.511959] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:22.682463] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:22.824901] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:22.962757] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:23.097402] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:23.097613] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:19:23.097687] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2699 tests
[2025-10-11T00:19:23.097740] [INFO ] [CONFIGURE ] NRGV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:19:23.097776] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:19:23.233583] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:23.364365] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:23.502951] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:23.637496] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:23.790748] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:23.952695] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:24.097441] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:24.237078] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:24.385156] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:24.531848] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:24.532060] [INFO ] [CONFIGURE ] NRGV: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:19:24.532106] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2698 tests
[2025-10-11T00:19:24.532168] [INFO ] [CONFIGURE ] NRGV: Testing feature 3/29: add_daily_returns
[2025-10-11T00:19:24.532204] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:19:24.672987] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:24.817632] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:24.965458] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:25.118705] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:25.277775] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:25.437002] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:25.596635] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:25.762939] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:25.914833] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:26.079764] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:26.079979] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:19:26.080026] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2697 tests
[2025-10-11T00:19:26.080064] [INFO ] [CONFIGURE ] NRGV: Testing feature 4/29: add_ema
[2025-10-11T00:19:26.080099] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:19:26.235608] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:26.388394] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:26.549140] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:26.715075] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:26.955221] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:27.191004] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:27.436726] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:27.647748] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:27.841700] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:28.017246] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:28.017550] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:19:28.017618] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2696 tests
[2025-10-11T00:19:28.017702] [INFO ] [CONFIGURE ] NRGV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:19:28.017763] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:19:28.186209] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:28.349820] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:28.515804] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:28.717919] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:28.886858] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:29.055873] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:29.231075] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:29.407516] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:29.571294] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:29.731131] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:29.731311] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:19:29.731356] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2695 tests
[2025-10-11T00:19:29.731390] [INFO ] [CONFIGURE ] NRGV: Testing feature 6/29: add_failed_moves
[2025-10-11T00:19:29.731422] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:19:29.867194] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:30.003084] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:30.141060] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:30.277207] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:30.415030] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:30.551790] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:30.689725] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:30.828013] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:30.969306] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:31.124182] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:31.124416] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:19:31.124464] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2694 tests
[2025-10-11T00:19:31.124504] [INFO ] [CONFIGURE ] NRGV: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:19:31.124537] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:19:31.260170] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:31.389409] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:31.521120] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:31.651502] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:31.815715] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:31.952572] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:32.085049] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:32.220252] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:32.358235] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:32.489971] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:32.490184] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:19:32.490231] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2693 tests
[2025-10-11T00:19:32.490266] [INFO ] [CONFIGURE ] NRGV: Testing feature 8/29: add_macd
[2025-10-11T00:19:32.490298] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:19:32.665101] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:32.841243] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:19:33.014025] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:33.189017] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:33.361542] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:33.535342] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:33.710920] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:33.893112] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:34.073300] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:34.250635] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:34.250917] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:19:34.250966] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2692 tests
[2025-10-11T00:19:34.251005] [INFO ] [CONFIGURE ] NRGV: Testing feature 9/29: add_mfi
[2025-10-11T00:19:34.251038] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:19:34.406723] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:34.546939] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:34.690309] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:34.860101] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:35.007318] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:35.156506] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:35.303114] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:35.454841] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:35.604005] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:35.756086] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:35.756275] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:19:35.756319] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2691 tests
[2025-10-11T00:19:35.756354] [INFO ] [CONFIGURE ] NRGV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:19:35.756384] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:19:35.917584] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:36.075136] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:36.242964] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:36.410333] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:36.570002] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:36.728955] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:36.883950] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:37.042182] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:37.201925] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:37.358030] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:37.358218] [INFO ] [CONFIGURE ] NRGV: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:19:37.358264] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2690 tests
[2025-10-11T00:19:37.358299] [INFO ] [CONFIGURE ] NRGV: Testing feature 11/29: add_obv_daily
[2025-10-11T00:19:37.358330] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T00:19:37.537408] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:37.699177] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:37.901430] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:38.066862] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:38.231387] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:38.399223] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:38.599310] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:38.794950] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:38.985998] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:39.155523] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:39.155787] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:19:39.155851] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2689 tests
[2025-10-11T00:19:39.155904] [INFO ] [CONFIGURE ] NRGV: Testing feature 12/29: add_obv_interval
[2025-10-11T00:19:39.155962] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:19:39.311246] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:39.476438] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:39.640278] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:39.806341] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:39.970966] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:40.135514] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:40.305241] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:40.473717] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:40.644383] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:40.813102] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:40.813283] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:19:40.813326] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2688 tests
[2025-10-11T00:19:40.813361] [INFO ] [CONFIGURE ] NRGV: Testing feature 13/29: add_opening_strength
[2025-10-11T00:19:40.813393] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:19:40.984110] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:41.160533] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:41.333085] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:41.508774] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:19:41.684534] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:41.860461] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:42.042268] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:42.217603] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:19:42.392920] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:42.575008] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:42.575178] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:19:42.575222] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2687 tests
[2025-10-11T00:19:42.575256] [INFO ] [CONFIGURE ] NRGV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:19:42.575288] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T00:19:42.760784] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:42.938443] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:43.115774] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:43.293539] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:43.475155] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:43.661765] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:19:43.845157] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:44.021165] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:44.196001] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:44.371248] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:44.371462] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:19:44.371538] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2686 tests
[2025-10-11T00:19:44.371607] [INFO ] [CONFIGURE ] NRGV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:19:44.371688] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T00:19:44.547629] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:44.715730] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:44.888546] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:45.062039] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:45.240828] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:45.416358] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:45.590238] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:45.769386] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:45.951538] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:46.133196] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:46.133468] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:19:46.133527] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2685 tests
[2025-10-11T00:19:46.133566] [INFO ] [CONFIGURE ] NRGV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:19:46.133598] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T00:19:46.308438] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:46.486985] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:46.671393] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:46.852464] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:47.031787] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:47.207952] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:47.383564] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:47.562528] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:47.748359] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:47.930160] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:47.930367] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:19:47.930411] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2684 tests
[2025-10-11T00:19:47.930450] [INFO ] [CONFIGURE ] NRGV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:19:47.930482] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T00:19:48.095048] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:48.260580] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:48.433080] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:48.604944] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:48.780935] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:48.959805] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:49.132099] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:49.311238] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:49.497045] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:49.676453] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:49.676622] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:19:49.676700] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2683 tests
[2025-10-11T00:19:49.676750] [INFO ] [CONFIGURE ] NRGV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:19:49.676784] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T00:19:49.838144] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:50.033597] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:50.201116] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:50.367441] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:50.537191] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:50.704863] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:50.874577] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:51.039903] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:51.208953] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:51.380586] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:51.380793] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:19:51.380843] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2682 tests
[2025-10-11T00:19:51.380879] [INFO ] [CONFIGURE ] NRGV: Testing feature 20/29: add_price_rejection
[2025-10-11T00:19:51.380909] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T00:19:51.557889] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:51.726887] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:51.905368] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:52.081294] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:52.257186] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:52.433750] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:52.616695] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:52.794674] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:52.969590] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:53.143006] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:53.143182] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:19:53.143227] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2681 tests
[2025-10-11T00:19:53.143262] [INFO ] [CONFIGURE ] NRGV: Testing feature 21/29: add_range_position
[2025-10-11T00:19:53.143294] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T00:19:53.319410] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:53.505355] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:53.685766] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:53.894749] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:54.079630] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:54.270976] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:54.458677] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:54.647899] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:54.835954] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:55.026495] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:55.026741] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:19:55.026801] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2680 tests
[2025-10-11T00:19:55.026839] [INFO ] [CONFIGURE ] NRGV: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:19:55.026872] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T00:19:55.218945] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:55.421054] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:55.633889] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:55.830621] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:56.028324] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:19:56.228568] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:56.426700] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:56.625165] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:56.826216] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:19:57.031215] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:57.031507] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:19:57.031564] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2679 tests
[2025-10-11T00:19:57.031606] [INFO ] [CONFIGURE ] NRGV: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:19:57.031662] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T00:19:57.202192] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:57.372392] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:57.544175] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:57.715307] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:57.886425] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:58.059611] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:19:58.235953] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:19:58.412109] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:19:58.590502] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:19:58.769548] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:19:58.769751] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:19:58.769806] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2678 tests
[2025-10-11T00:19:58.769844] [INFO ] [CONFIGURE ] NRGV: Testing feature 24/29: add_rsi
[2025-10-11T00:19:58.769878] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T00:19:58.964964] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:19:59.161304] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:19:59.353348] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:19:59.568698] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:19:59.771297] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:19:59.965466] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:00.159096] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:20:00.378477] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:00.623267] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:00.844027] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:00.844260] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:20:00.844308] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2677 tests
[2025-10-11T00:20:00.844349] [INFO ] [CONFIGURE ] NRGV: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:20:00.844384] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T00:20:01.022007] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:20:01.200322] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:20:01.385833] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:01.574852] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:01.786429] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:20:01.985104] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:02.196998] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:20:02.389953] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:02.576886] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:02.766185] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:02.766450] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:20:02.766501] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2676 tests
[2025-10-11T00:20:02.766543] [INFO ] [CONFIGURE ] NRGV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:20:02.766578] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T00:20:02.943149] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:20:03.126543] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:20:03.317581] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:03.501522] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:03.682207] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:20:03.886028] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:04.077593] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:20:04.258520] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:04.449833] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:04.636806] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:04.637100] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:20:04.637166] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2675 tests
[2025-10-11T00:20:04.637206] [INFO ] [CONFIGURE ] NRGV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:20:04.637239] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T00:20:04.822602] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:20:05.005266] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:20:05.218402] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:05.401371] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:05.583123] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:20:05.771932] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:05.984326] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:20:06.161619] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:06.343413] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:06.522619] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:06.522858] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:20:06.522911] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2674 tests
[2025-10-11T00:20:06.522948] [INFO ] [CONFIGURE ] NRGV: Testing feature 28/29: add_volume_profile
[2025-10-11T00:20:06.522980] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T00:20:06.688952] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:20:06.855825] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:20:07.022358] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:07.191007] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:07.357579] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:20:07.526357] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:07.693964] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:20:07.858787] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:08.028105] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:08.224160] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:08.224308] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:20:08.224353] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2673 tests
[2025-10-11T00:20:08.224405] [INFO ] [CONFIGURE ] NRGV: Testing feature 29/29: add_vwap
[2025-10-11T00:20:08.224503] [INFO ] [CONFIGURE ] NRGV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T00:20:08.390503] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:20:08.552557] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:20:08.718230] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:08.887788] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:09.051442] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:20:09.216774] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:09.385018] [DEBUG] [FORECASTER] NRGV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:20:09.566048] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:09.765083] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:09.947532] [DEBUG] [FORECASTER] NRGV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:09.947775] [INFO ] [CONFIGURE ] NRGV: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:20:09.947833] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2672 tests
[2025-10-11T00:20:09.947894] [INFO ] [CONFIGURE ] NRGV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:20:09.947952] [INFO ] [CONFIGURE ] NRGV: Best accuracy: 60.00%
[2025-10-11T00:20:09.947988] [INFO ] [CONFIGURE ] NRGV: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:20:09.948020] [INFO ] [CONFIGURE ] NRGV: Improvement over baseline: 20.00%
[2025-10-11T00:20:09.948049] [INFO ] [CONFIGURE ] NRGV: Total time: 48.2 seconds
[2025-10-11T00:20:09.948077] [INFO ] [CONFIGURE ] NRGV: Average time per feature: 1.7 seconds
[2025-10-11T00:20:09.948106] [INFO ] [CONFIGURE ] NRGV: Average speed: 0.60 features/sec
[2025-10-11T00:20:09.948726] [INFO ] [LOCAL     ] Saved configuration for NRGV: 3 features, 60.00% accuracy -> ./output/feature-sets/NRGV.json
[2025-10-11T00:20:09.948783] [INFO ] [CONFIGURE ] NRGV: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-11T00:20:09.948844] [INFO ] [sig       ] [129/220] Successfully configured NRGV | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:20:09.948923] [INFO ] [sig       ] [130/220] Configuring NRP...
[2025-10-11T00:20:09.948994] [INFO ] [CONFIGURE ] NRP: Configurate test run.
[2025-10-11T00:20:09.949068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-10-11T00:20:09.964499] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRP'.
[2025-10-11T00:20:09.965008] [INFO ] [CONFIGURE ] NRP: Testing with 29 available features
[2025-10-11T00:20:09.965065] [INFO ] [CONFIGURE ] NRP: Establishing baseline with no features...
[2025-10-11T00:20:10.073905] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:10.180080] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:10.286349] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:10.393312] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:10.500471] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:10.612582] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:10.720901] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:10.826550] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:10.932897] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:11.039664] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:11.039800] [INFO ] [CONFIGURE ] NRP: Baseline score (no features): 60.00%
[2025-10-11T00:20:11.039844] [INFO ] [CONFIGURE ] NRP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:20:11.039876] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:20:11.251067] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:11.372499] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:11.491446] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:11.609841] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:11.728991] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:11.846002] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:11.966401] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:12.092386] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:12.220682] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:12.348079] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:12.348268] [INFO ] [CONFIGURE ] NRP: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:20:12.348311] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2671 tests
[2025-10-11T00:20:12.348345] [INFO ] [CONFIGURE ] NRP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:20:12.348377] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:20:12.475855] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:12.602802] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:12.724622] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:12.851888] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:12.984788] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:13.119816] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:13.251740] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:13.381698] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:13.511831] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:13.644038] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:20:13.644221] [INFO ] [CONFIGURE ] NRP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:20:13.644265] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2670 tests
[2025-10-11T00:20:13.644495] [INFO ] [CONFIGURE ] NRP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:20:13.644574] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_daily_returns']
[2025-10-11T00:20:13.757194] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:13.868910] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:13.981723] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:14.089229] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:14.212275] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:14.322767] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:14.436596] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:14.552571] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:14.670989] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:14.792591] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:20:14.793004] [INFO ] [CONFIGURE ] NRP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:20:14.793067] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2669 tests
[2025-10-11T00:20:14.793105] [INFO ] [CONFIGURE ] NRP: Testing feature 4/29: add_ema
[2025-10-11T00:20:14.793136] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_ema']
[2025-10-11T00:20:14.919882] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:15.049745] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:15.176766] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:15.308023] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:15.437950] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:15.572058] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:15.709817] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:15.833561] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:20:15.956796] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:16.080678] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:16.080870] [INFO ] [CONFIGURE ] NRP: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:20:16.080915] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2668 tests
[2025-10-11T00:20:16.080950] [INFO ] [CONFIGURE ] NRP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:20:16.080980] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:20:16.208778] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:16.342173] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:16.475378] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:16.609568] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:16.741849] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:16.870333] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:17.014879] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:17.154894] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:17.331316] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:17.468122] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:20:17.468331] [INFO ] [CONFIGURE ] NRP: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:20:17.468394] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2667 tests
[2025-10-11T00:20:17.468432] [INFO ] [CONFIGURE ] NRP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:20:17.468463] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_failed_moves']
[2025-10-11T00:20:17.580818] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:17.699221] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:17.818274] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:17.951060] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:18.068805] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:18.188031] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:18.302062] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:18.418825] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:18.532672] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:18.645582] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:18.645811] [INFO ] [CONFIGURE ] NRP: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:20:18.645865] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2666 tests
[2025-10-11T00:20:18.645900] [INFO ] [CONFIGURE ] NRP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:20:18.645931] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_lag_shelf']
[2025-10-11T00:20:18.746034] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:18.846485] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:18.954778] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:19.057260] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:19.159563] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:19.270800] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:19.389786] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:19.524786] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:19.678101] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:19.832213] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:19.832496] [INFO ] [CONFIGURE ] NRP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:20:19.832741] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2665 tests
[2025-10-11T00:20:19.832798] [INFO ] [CONFIGURE ] NRP: Testing feature 8/29: add_macd
[2025-10-11T00:20:19.832842] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:20:20.053975] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:20.248908] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:20.409287] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:20.562006] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:20.713108] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:20.858904] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:21.008117] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:21.158018] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:21.313759] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:21.469909] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:21.470123] [INFO ] [CONFIGURE ] NRP: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:20:21.470173] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2664 tests
[2025-10-11T00:20:21.470209] [INFO ] [CONFIGURE ] NRP: Testing feature 9/29: add_mfi
[2025-10-11T00:20:21.470239] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_mfi']
[2025-10-11T00:20:21.598151] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:21.716719] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:21.837418] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:21.955048] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:22.073036] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:22.193079] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:22.314254] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:22.437468] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:22.564395] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:22.687352] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:22.687555] [INFO ] [CONFIGURE ] NRP: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:20:22.687599] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2663 tests
[2025-10-11T00:20:22.687632] [INFO ] [CONFIGURE ] NRP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:20:22.687702] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:20:22.820111] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:22.954572] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:23.085869] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:23.217953] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:23.381189] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:23.513201] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:23.652859] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:23.790019] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:23.928920] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:24.078001] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:24.078256] [INFO ] [CONFIGURE ] NRP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:20:24.078305] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2662 tests
[2025-10-11T00:20:24.078343] [INFO ] [CONFIGURE ] NRP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:20:24.078374] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_obv_daily']
[2025-10-11T00:20:24.200220] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:24.317118] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:24.437679] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:24.574143] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:24.707318] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:24.833163] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:24.963530] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:25.089857] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:20:25.220903] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:25.347191] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:25.347375] [INFO ] [CONFIGURE ] NRP: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:20:25.347420] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2661 tests
[2025-10-11T00:20:25.347455] [INFO ] [CONFIGURE ] NRP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:20:25.347486] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_obv_interval']
[2025-10-11T00:20:25.469118] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:25.587626] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:25.724853] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:25.844483] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:25.962766] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:26.091351] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:26.214168] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:26.336792] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:26.460968] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:26.583671] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:26.583916] [INFO ] [CONFIGURE ] NRP: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:20:26.583965] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2660 tests
[2025-10-11T00:20:26.584002] [INFO ] [CONFIGURE ] NRP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:20:26.584033] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:20:26.716786] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:26.841776] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:20:26.982458] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:27.128627] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:27.260766] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:27.390416] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:27.520454] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:27.674909] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:27.811499] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:27.955720] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:20:27.955979] [INFO ] [CONFIGURE ] NRP: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T00:20:27.956048] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2659 tests
[2025-10-11T00:20:27.956177] [INFO ] [CONFIGURE ] NRP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:20:27.956229] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:20:28.092908] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:28.217823] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:28.349917] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:28.481352] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:28.614846] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:28.737329] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:28.873986] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:29.007363] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:29.134513] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:29.260427] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:29.260616] [INFO ] [CONFIGURE ] NRP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:20:29.260692] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2658 tests
[2025-10-11T00:20:29.260741] [INFO ] [CONFIGURE ] NRP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:20:29.260772] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:20:29.366797] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:29.474613] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:29.587825] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:29.699294] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:29.807503] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:29.920310] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:30.033826] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:30.145966] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:30.259935] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:30.375875] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:30.376057] [INFO ] [CONFIGURE ] NRP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:20:30.376102] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2657 tests
[2025-10-11T00:20:30.376137] [INFO ] [CONFIGURE ] NRP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:20:30.376168] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:20:30.499303] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:30.616335] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:30.738317] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:30.861694] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:30.981364] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:31.100234] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:31.223092] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:31.347189] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:31.468453] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:31.590350] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:31.590497] [INFO ] [CONFIGURE ] NRP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:20:31.590540] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2656 tests
[2025-10-11T00:20:31.590575] [INFO ] [CONFIGURE ] NRP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:20:31.590605] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:20:31.703097] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:31.817321] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:31.935922] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:32.049184] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:32.167231] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:32.283421] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:32.398889] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:32.516381] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:32.633732] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:32.751381] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:32.751539] [INFO ] [CONFIGURE ] NRP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:20:32.751581] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2655 tests
[2025-10-11T00:20:32.751614] [INFO ] [CONFIGURE ] NRP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:20:32.751665] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:20:32.852607] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:32.956037] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:33.064240] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:33.166495] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:33.269313] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:33.376131] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:33.500283] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:33.614340] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:33.725120] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:33.839898] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:33.840096] [INFO ] [CONFIGURE ] NRP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:20:33.840143] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2654 tests
[2025-10-11T00:20:33.840178] [INFO ] [CONFIGURE ] NRP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:20:33.840208] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:20:33.946461] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:34.051772] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:34.160927] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:34.270991] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:34.382823] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:34.490410] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:34.603791] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:34.722053] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:34.834675] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:34.943803] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:34.943980] [INFO ] [CONFIGURE ] NRP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:20:34.944023] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2653 tests
[2025-10-11T00:20:34.944058] [INFO ] [CONFIGURE ] NRP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:20:34.944088] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_price_rejection']
[2025-10-11T00:20:35.058242] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:35.200437] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:35.318311] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:35.435330] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:35.557055] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:35.674748] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:35.792458] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:35.928192] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:20:36.066539] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:36.199781] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:36.199994] [INFO ] [CONFIGURE ] NRP: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:20:36.200044] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2652 tests
[2025-10-11T00:20:36.200082] [INFO ] [CONFIGURE ] NRP: Testing feature 21/29: add_range_position
[2025-10-11T00:20:36.200116] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_range_position']
[2025-10-11T00:20:36.344205] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:36.491852] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:36.633182] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:36.775630] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:36.923215] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:37.073033] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:20:37.221449] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:37.351267] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:37.480428] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:37.608719] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:37.608923] [INFO ] [CONFIGURE ] NRP: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T00:20:37.609056] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2651 tests
[2025-10-11T00:20:37.609112] [INFO ] [CONFIGURE ] NRP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:20:37.609146] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_realized_volatility']
[2025-10-11T00:20:37.745997] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:37.883475] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:38.022075] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:20:38.163176] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:38.305866] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:38.459193] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:38.610099] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:38.762739] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:38.914362] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:39.068414] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:39.068609] [INFO ] [CONFIGURE ] NRP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:20:39.068684] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2650 tests
[2025-10-11T00:20:39.068738] [INFO ] [CONFIGURE ] NRP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:20:39.068773] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_recent_range_context']
[2025-10-11T00:20:39.187358] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:39.301027] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:39.416148] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:39.538017] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:39.663862] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:39.781504] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:39.897474] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:40.020266] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:20:40.143816] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:40.266635] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:40.266864] [INFO ] [CONFIGURE ] NRP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:20:40.266910] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2649 tests
[2025-10-11T00:20:40.266946] [INFO ] [CONFIGURE ] NRP: Testing feature 24/29: add_rsi
[2025-10-11T00:20:40.266978] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:20:40.402430] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:40.536301] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:40.673675] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:40.809256] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:40.951102] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:41.100012] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:41.240463] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:41.375249] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:41.511734] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:41.648732] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:20:41.648964] [INFO ] [CONFIGURE ] NRP: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:20:41.649015] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2648 tests
[2025-10-11T00:20:41.649050] [INFO ] [CONFIGURE ] NRP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:20:41.649081] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_tick_distribution']
[2025-10-11T00:20:41.760638] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:41.870251] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:41.982237] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:42.094556] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:42.208157] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:42.320762] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:42.431490] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:42.545473] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:42.658512] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:42.777116] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:42.777383] [INFO ] [CONFIGURE ] NRP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:20:42.777446] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2647 tests
[2025-10-11T00:20:42.777489] [INFO ] [CONFIGURE ] NRP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:20:42.777521] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-11T00:20:42.889770] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.002798] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:43.117074] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.230562] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.344162] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.462929] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:43.577366] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:43.692025] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.806577] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:43.944904] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:43.945123] [INFO ] [CONFIGURE ] NRP: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:20:43.945169] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2646 tests
[2025-10-11T00:20:43.945205] [INFO ] [CONFIGURE ] NRP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:20:43.945237] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_volume_price_divergence']
[2025-10-11T00:20:44.003979] [FATAL] [FORECASTER] Failed to test lookback=11: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.061627] [FATAL] [FORECASTER] Failed to test lookback=10: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.119119] [FATAL] [FORECASTER] Failed to test lookback=9: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.176087] [FATAL] [FORECASTER] Failed to test lookback=8: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.234758] [FATAL] [FORECASTER] Failed to test lookback=7: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.292754] [FATAL] [FORECASTER] Failed to test lookback=6: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.352697] [FATAL] [FORECASTER] Failed to test lookback=5: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.409762] [FATAL] [FORECASTER] Failed to test lookback=4: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.466477] [FATAL] [FORECASTER] Failed to test lookback=3: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.525187] [FATAL] [FORECASTER] Failed to test lookback=2: [00:20:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T00:20:44.525538] [INFO ] [CONFIGURE ] NRP: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T00:20:44.525589] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2645 tests
[2025-10-11T00:20:44.525624] [INFO ] [CONFIGURE ] NRP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:20:44.525695] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_volume_profile']
[2025-10-11T00:20:44.639539] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:44.753469] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:44.887050] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:45.021704] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:45.152186] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:45.281075] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:45.395110] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:45.510416] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:20:45.626340] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:45.742373] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:45.742522] [INFO ] [CONFIGURE ] NRP: KEPT add_volume_profile (score: 70.00%)
[2025-10-11T00:20:45.742583] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2644 tests
[2025-10-11T00:20:45.742631] [INFO ] [CONFIGURE ] NRP: Testing feature 29/29: add_vwap
[2025-10-11T00:20:45.742708] [INFO ] [CONFIGURE ] NRP: Testing with features: ['add_volume_profile', 'add_vwap']
[2025-10-11T00:20:45.865221] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:45.988286] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:46.114619] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:20:46.239419] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:46.364170] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:20:46.488925] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:20:46.613954] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:46.747616] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:20:46.888912] [DEBUG] [FORECASTER] NRP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:47.016276] [DEBUG] [FORECASTER] NRP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:20:47.016455] [INFO ] [CONFIGURE ] NRP: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:20:47.016501] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2643 tests
[2025-10-11T00:20:47.016555] [INFO ] [CONFIGURE ] NRP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:20:47.016611] [INFO ] [CONFIGURE ] NRP: Best accuracy: 70.00%
[2025-10-11T00:20:47.016669] [INFO ] [CONFIGURE ] NRP: Best feature set (1 features): ['add_volume_profile']
[2025-10-11T00:20:47.016723] [INFO ] [CONFIGURE ] NRP: Improvement over baseline: 10.00%
[2025-10-11T00:20:47.016753] [INFO ] [CONFIGURE ] NRP: Total time: 36.0 seconds
[2025-10-11T00:20:47.016779] [INFO ] [CONFIGURE ] NRP: Average time per feature: 1.2 seconds
[2025-10-11T00:20:47.016806] [INFO ] [CONFIGURE ] NRP: Average speed: 0.81 features/sec
[2025-10-11T00:20:47.017516] [INFO ] [LOCAL     ] Saved configuration for NRP: 1 features, 70.00% accuracy -> ./output/feature-sets/NRP.json
[2025-10-11T00:20:47.017580] [INFO ] [CONFIGURE ] NRP: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:20:47.017640] [INFO ] [sig       ] [130/220] Successfully configured NRP | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:20:47.017737] [INFO ] [sig       ] [131/220] Configuring NRT...
[2025-10-11T00:20:47.017806] [INFO ] [CONFIGURE ] NRT: Configurate test run.
[2025-10-11T00:20:47.017878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-10-11T00:20:47.031853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRT'.
[2025-10-11T00:20:47.032210] [INFO ] [CONFIGURE ] NRT: Testing with 29 available features
[2025-10-11T00:20:47.032265] [INFO ] [CONFIGURE ] NRT: Establishing baseline with no features...
[2025-10-11T00:20:47.132631] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:47.232593] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:47.332035] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:47.432490] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:47.532471] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:47.639258] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:20:47.743051] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:47.845563] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:47.948575] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:48.052049] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:48.052199] [INFO ] [CONFIGURE ] NRT: Baseline score (no features): 40.00%
[2025-10-11T00:20:48.052241] [INFO ] [CONFIGURE ] NRT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:20:48.052274] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:20:48.163486] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:48.278942] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:48.394898] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:48.534317] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:48.669490] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:48.787079] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:48.910323] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:49.033085] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:49.155898] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:49.279585] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:49.279783] [INFO ] [CONFIGURE ] NRT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:20:49.279836] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2642 tests
[2025-10-11T00:20:49.279871] [INFO ] [CONFIGURE ] NRT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:20:49.279901] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:20:49.419328] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:49.560316] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:49.699426] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:49.847717] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:50.007464] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:50.152691] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:50.302701] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:20:50.452342] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:50.600790] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:50.770550] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:50.770827] [INFO ] [CONFIGURE ] NRT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:20:50.770888] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2641 tests
[2025-10-11T00:20:50.770926] [INFO ] [CONFIGURE ] NRT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:20:50.770956] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:20:50.900489] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:51.027675] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:51.151382] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:51.275583] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:51.402143] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:51.527105] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:51.651757] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:51.776982] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:20:51.901692] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:52.031026] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:52.031327] [INFO ] [CONFIGURE ] NRT: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T00:20:52.031397] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2640 tests
[2025-10-11T00:20:52.031444] [INFO ] [CONFIGURE ] NRT: Testing feature 4/29: add_ema
[2025-10-11T00:20:52.031480] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T00:20:52.222576] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:52.375974] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:52.532191] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:52.694501] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:52.850134] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:53.000104] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:53.147743] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:53.295483] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:20:53.463392] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:53.622148] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:53.622422] [INFO ] [CONFIGURE ] NRT: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:20:53.622490] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2639 tests
[2025-10-11T00:20:53.622531] [INFO ] [CONFIGURE ] NRT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:20:53.622565] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:20:53.792270] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:53.936718] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:54.086294] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:54.259149] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:54.417947] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:54.574771] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:54.723817] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:54.873269] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:20:55.043844] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:20:55.198884] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:55.199102] [INFO ] [CONFIGURE ] NRT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:20:55.199157] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2638 tests
[2025-10-11T00:20:55.199194] [INFO ] [CONFIGURE ] NRT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:20:55.199226] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:20:55.316980] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:55.440939] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:55.562857] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:55.683491] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:55.806820] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:55.932836] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:56.058933] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:56.185211] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:20:56.312167] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:56.439745] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:56.439938] [INFO ] [CONFIGURE ] NRT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:20:56.439984] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2637 tests
[2025-10-11T00:20:56.440022] [INFO ] [CONFIGURE ] NRT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:20:56.440054] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:20:56.558147] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:56.675887] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:56.799050] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:56.915767] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:57.034117] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:57.152867] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:57.280291] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:57.401056] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:20:57.520056] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:57.649391] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:20:57.649630] [INFO ] [CONFIGURE ] NRT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:20:57.649730] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2636 tests
[2025-10-11T00:20:57.649816] [INFO ] [CONFIGURE ] NRT: Testing feature 8/29: add_macd
[2025-10-11T00:20:57.649880] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:20:57.802638] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:57.963757] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:58.123009] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:58.282215] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:20:58.447243] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:20:58.611633] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:20:58.781870] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:20:58.951792] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:20:59.115049] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:20:59.281546] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:20:59.281787] [INFO ] [CONFIGURE ] NRT: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:20:59.281851] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2635 tests
[2025-10-11T00:20:59.281891] [INFO ] [CONFIGURE ] NRT: Testing feature 9/29: add_mfi
[2025-10-11T00:20:59.281922] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:20:59.412900] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:20:59.553843] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:20:59.694341] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:20:59.830719] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:20:59.967221] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:00.107672] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:00.246542] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:00.385828] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:00.520994] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:00.667364] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:00.667554] [INFO ] [CONFIGURE ] NRT: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:21:00.667603] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2634 tests
[2025-10-11T00:21:00.667638] [INFO ] [CONFIGURE ] NRT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:21:00.667717] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:21:00.823364] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:00.966769] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:01.115033] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:01.271481] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:01.430623] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:01.584746] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:01.745854] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:01.905345] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:21:02.073839] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:02.247623] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:02.247897] [INFO ] [CONFIGURE ] NRT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:21:02.248028] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2633 tests
[2025-10-11T00:21:02.248087] [INFO ] [CONFIGURE ] NRT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:21:02.248122] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:21:02.380815] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:02.514954] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:02.643558] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:02.815615] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:02.951049] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:03.080287] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:03.219309] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:03.354874] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:21:03.485483] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:03.618842] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:03.619007] [INFO ] [CONFIGURE ] NRT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:21:03.619052] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2632 tests
[2025-10-11T00:21:03.619088] [INFO ] [CONFIGURE ] NRT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:21:03.619173] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:21:03.748055] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:03.871706] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:03.996874] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:04.124945] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:21:04.252239] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:04.379816] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:04.512918] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:04.640835] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:04.768520] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:04.900463] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:04.900666] [INFO ] [CONFIGURE ] NRT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:21:04.900729] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2631 tests
[2025-10-11T00:21:04.900767] [INFO ] [CONFIGURE ] NRT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:21:04.900798] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:21:05.030236] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:05.160107] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:05.291739] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:05.426035] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:05.557963] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:05.690661] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:05.859492] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:05.995509] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:06.130238] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:06.272836] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:06.273042] [INFO ] [CONFIGURE ] NRT: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:21:06.273089] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2630 tests
[2025-10-11T00:21:06.273125] [INFO ] [CONFIGURE ] NRT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:21:06.273156] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:21:06.420325] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:06.566393] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:06.711048] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:06.859370] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:07.009407] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:07.159254] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:07.305832] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:07.454796] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:07.603240] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:07.751902] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:07.752055] [INFO ] [CONFIGURE ] NRT: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-10-11T00:21:07.752099] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2629 tests
[2025-10-11T00:21:07.752132] [INFO ] [CONFIGURE ] NRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:21:07.752163] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T00:21:07.903737] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:08.050524] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:08.197952] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:08.347856] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:08.496910] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:08.652457] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:08.800039] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:08.948204] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:09.091174] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:09.234486] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:09.234664] [INFO ] [CONFIGURE ] NRT: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:21:09.234727] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2628 tests
[2025-10-11T00:21:09.234763] [INFO ] [CONFIGURE ] NRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:21:09.234856] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T00:21:09.383199] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:09.547464] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:09.704094] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:09.859632] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:10.014544] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:10.172348] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:10.329349] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:10.484382] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:10.638978] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:10.796453] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:10.796668] [INFO ] [CONFIGURE ] NRT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:21:10.796730] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2627 tests
[2025-10-11T00:21:10.796770] [INFO ] [CONFIGURE ] NRT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:21:10.796802] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T00:21:10.949715] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:11.107214] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:11.265690] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:11.421389] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:11.578309] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:11.733851] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:11.920947] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:12.076671] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:12.236370] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:12.396691] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:12.396910] [INFO ] [CONFIGURE ] NRT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:21:12.396986] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2626 tests
[2025-10-11T00:21:12.397064] [INFO ] [CONFIGURE ] NRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:21:12.397121] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T00:21:12.560981] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:12.707385] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:12.856758] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:13.002310] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:13.143242] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:13.286532] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:13.429997] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:13.573276] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:13.717208] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:13.862450] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:13.862602] [INFO ] [CONFIGURE ] NRT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:21:13.862666] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2625 tests
[2025-10-11T00:21:13.862725] [INFO ] [CONFIGURE ] NRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:21:13.862760] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T00:21:14.007223] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:14.148049] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:14.288159] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:14.430709] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:14.575373] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:14.719553] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:14.863777] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:15.017848] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:15.163319] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:15.309627] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:15.309837] [INFO ] [CONFIGURE ] NRT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:21:15.309884] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2624 tests
[2025-10-11T00:21:15.309921] [INFO ] [CONFIGURE ] NRT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:21:15.309953] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T00:21:15.463995] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:15.623492] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:15.787334] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:15.944433] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:16.106677] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:16.260845] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:16.414271] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:16.573336] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:16.736665] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:16.897539] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:16.897784] [INFO ] [CONFIGURE ] NRT: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:21:16.897839] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2623 tests
[2025-10-11T00:21:16.897876] [INFO ] [CONFIGURE ] NRT: Testing feature 21/29: add_range_position
[2025-10-11T00:21:16.897907] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T00:21:17.064972] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:17.236621] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:17.400783] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:17.569456] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:17.743784] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:17.923298] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:18.089370] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:18.254790] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:18.426790] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:18.593349] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:18.593529] [INFO ] [CONFIGURE ] NRT: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T00:21:18.593575] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2622 tests
[2025-10-11T00:21:18.593610] [INFO ] [CONFIGURE ] NRT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:21:18.593662] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T00:21:18.770120] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:18.951294] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:19.128184] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:19.309775] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:21:19.487388] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:19.663238] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:19.843872] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:20.029302] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:20.212602] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:20.402813] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:20.403012] [INFO ] [CONFIGURE ] NRT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:21:20.403059] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2621 tests
[2025-10-11T00:21:20.403099] [INFO ] [CONFIGURE ] NRT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:21:20.403133] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T00:21:20.560134] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:20.709353] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:20.862328] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:21.043867] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:21.196283] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:21.348563] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:21.500816] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:21.658152] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:21.814243] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:21.966801] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:21.966982] [INFO ] [CONFIGURE ] NRT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:21:21.967061] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2620 tests
[2025-10-11T00:21:21.967115] [INFO ] [CONFIGURE ] NRT: Testing feature 24/29: add_rsi
[2025-10-11T00:21:21.967149] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T00:21:22.134375] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:22.303093] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:22.471985] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:22.641009] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:22.810241] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:22.978673] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:23.151508] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:23.324884] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:21:23.495901] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:23.670571] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:23.670749] [INFO ] [CONFIGURE ] NRT: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:21:23.670802] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2619 tests
[2025-10-11T00:21:23.670839] [INFO ] [CONFIGURE ] NRT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:21:23.670871] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-11T00:21:23.817179] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:23.963449] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:24.128947] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:24.281220] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:24.437254] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:24.593854] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:24.746627] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:24.902708] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:25.055293] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:25.211228] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:25.211400] [INFO ] [CONFIGURE ] NRT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:21:25.211443] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2618 tests
[2025-10-11T00:21:25.211478] [INFO ] [CONFIGURE ] NRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:21:25.211510] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-11T00:21:25.363560] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:25.520803] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:25.670334] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:25.854480] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:26.033491] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:26.201523] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:26.372990] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:26.535824] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:26.694971] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:26.855464] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:26.855666] [INFO ] [CONFIGURE ] NRT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:21:26.855728] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2617 tests
[2025-10-11T00:21:26.855768] [INFO ] [CONFIGURE ] NRT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:21:26.855799] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T00:21:27.013099] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:27.170410] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:27.331093] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:27.496167] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:27.662537] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:27.829526] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:27.995896] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:28.158335] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:28.321567] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:28.481385] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:28.481532] [INFO ] [CONFIGURE ] NRT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:21:28.481577] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2616 tests
[2025-10-11T00:21:28.481612] [INFO ] [CONFIGURE ] NRT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:21:28.481665] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-11T00:21:28.629334] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:28.798974] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:29.022111] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:29.254968] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:21:29.457103] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:29.659043] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:29.844108] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:30.013414] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:30.177969] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:30.343260] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:30.343424] [INFO ] [CONFIGURE ] NRT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:21:30.343476] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2615 tests
[2025-10-11T00:21:30.343537] [INFO ] [CONFIGURE ] NRT: Testing feature 29/29: add_vwap
[2025-10-11T00:21:30.343593] [INFO ] [CONFIGURE ] NRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-11T00:21:30.511068] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:30.661482] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:21:30.808548] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:21:30.967585] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:21:31.130930] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:21:31.292327] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:31.452876] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:31.614531] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:21:31.772357] [DEBUG] [FORECASTER] NRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:21:31.931352] [DEBUG] [FORECASTER] NRT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:31.931514] [INFO ] [CONFIGURE ] NRT: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:21:31.931560] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2614 tests
[2025-10-11T00:21:31.931610] [INFO ] [CONFIGURE ] NRT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:21:31.931694] [INFO ] [CONFIGURE ] NRT: Best accuracy: 90.00%
[2025-10-11T00:21:31.931740] [INFO ] [CONFIGURE ] NRT: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:21:31.931770] [INFO ] [CONFIGURE ] NRT: Improvement over baseline: 50.00%
[2025-10-11T00:21:31.931796] [INFO ] [CONFIGURE ] NRT: Total time: 43.9 seconds
[2025-10-11T00:21:31.931822] [INFO ] [CONFIGURE ] NRT: Average time per feature: 1.5 seconds
[2025-10-11T00:21:31.931849] [INFO ] [CONFIGURE ] NRT: Average speed: 0.66 features/sec
[2025-10-11T00:21:31.932577] [INFO ] [LOCAL     ] Saved configuration for NRT: 3 features, 90.00% accuracy -> ./output/feature-sets/NRT.json
[2025-10-11T00:21:31.932633] [INFO ] [CONFIGURE ] NRT: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T00:21:31.932720] [INFO ] [sig       ] [131/220] Successfully configured NRT | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:21:31.932796] [INFO ] [sig       ] [132/220] Configuring NUV...
[2025-10-11T00:21:31.932865] [INFO ] [CONFIGURE ] NUV: Configurate test run.
[2025-10-11T00:21:31.932937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-10-11T00:21:31.951037] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUV'.
[2025-10-11T00:21:31.951680] [INFO ] [CONFIGURE ] NUV: Testing with 29 available features
[2025-10-11T00:21:31.951739] [INFO ] [CONFIGURE ] NUV: Establishing baseline with no features...
[2025-10-11T00:21:32.055761] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:32.157821] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:32.260448] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:32.367349] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:32.474166] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:32.580661] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:32.685370] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:32.793283] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:32.898769] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:33.007301] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:33.007492] [INFO ] [CONFIGURE ] NUV: Baseline score (no features): 30.00%
[2025-10-11T00:21:33.007539] [INFO ] [CONFIGURE ] NUV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:21:33.007572] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:21:33.141967] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:33.260038] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:33.377205] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:33.499775] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:33.619203] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:33.738476] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:33.857813] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:33.980133] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:34.102586] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:34.231187] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:34.231448] [INFO ] [CONFIGURE ] NUV: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:21:34.231509] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2613 tests
[2025-10-11T00:21:34.231944] [INFO ] [CONFIGURE ] NUV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:21:34.232001] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:21:34.364717] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:34.496431] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:34.627333] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:34.760024] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:34.919306] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:35.066897] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:35.220560] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:35.372675] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:35.519182] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:35.660947] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:35.661126] [INFO ] [CONFIGURE ] NUV: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:21:35.661179] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2612 tests
[2025-10-11T00:21:35.661325] [INFO ] [CONFIGURE ] NUV: Testing feature 3/29: add_daily_returns
[2025-10-11T00:21:35.661378] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:21:35.781108] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:35.900249] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:36.020159] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:36.168387] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:36.288998] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:36.413493] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:36.535342] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:36.658013] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:36.779765] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:36.900795] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:36.900942] [INFO ] [CONFIGURE ] NUV: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:21:36.900986] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2611 tests
[2025-10-11T00:21:36.901020] [INFO ] [CONFIGURE ] NUV: Testing feature 4/29: add_ema
[2025-10-11T00:21:36.901052] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:21:37.031680] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:37.175477] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:37.307897] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:37.440146] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:37.569613] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:37.700313] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:37.837895] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:37.969793] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:38.103513] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:38.241061] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:38.241244] [INFO ] [CONFIGURE ] NUV: DISCARDED add_ema (score: 30.00%)
[2025-10-11T00:21:38.241374] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2610 tests
[2025-10-11T00:21:38.241417] [INFO ] [CONFIGURE ] NUV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:21:38.241449] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:21:38.390897] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:38.563279] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:38.714318] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:38.865007] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:39.013870] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:39.202443] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:39.353904] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:39.503359] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:39.655598] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:39.801897] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:39.802094] [INFO ] [CONFIGURE ] NUV: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:21:39.802156] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2609 tests
[2025-10-11T00:21:39.802195] [INFO ] [CONFIGURE ] NUV: Testing feature 6/29: add_failed_moves
[2025-10-11T00:21:39.802226] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:21:39.925994] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:40.055810] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:40.183878] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:40.311345] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:40.439512] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:40.574485] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:40.711376] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:40.847315] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:40.987242] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:41.134679] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:41.134911] [INFO ] [CONFIGURE ] NUV: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:21:41.134958] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2608 tests
[2025-10-11T00:21:41.134994] [INFO ] [CONFIGURE ] NUV: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:21:41.135025] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:21:41.253676] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:41.378309] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:41.498039] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:41.617907] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:41.738893] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:41.862088] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:41.985323] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:42.116708] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:42.263161] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:42.386410] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:42.386596] [INFO ] [CONFIGURE ] NUV: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-11T00:21:42.386662] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2607 tests
[2025-10-11T00:21:42.386727] [INFO ] [CONFIGURE ] NUV: Testing feature 8/29: add_macd
[2025-10-11T00:21:42.386772] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:21:42.545577] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:42.713521] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:42.873509] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:43.031179] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:43.195231] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:43.358384] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:43.524872] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:43.689578] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:43.856321] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:44.024894] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:44.025118] [INFO ] [CONFIGURE ] NUV: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:21:44.025167] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2606 tests
[2025-10-11T00:21:44.025204] [INFO ] [CONFIGURE ] NUV: Testing feature 9/29: add_mfi
[2025-10-11T00:21:44.025236] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:21:44.172610] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:44.320512] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:44.460165] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:44.598844] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:44.739121] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:44.895346] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:45.044346] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:45.200762] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:45.354236] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:45.506464] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:45.506688] [INFO ] [CONFIGURE ] NUV: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:21:45.506753] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2605 tests
[2025-10-11T00:21:45.506794] [INFO ] [CONFIGURE ] NUV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:21:45.506826] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:21:45.661622] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:45.819904] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:45.973016] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:46.128447] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:46.281808] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:46.439298] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:46.588549] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:46.742473] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:46.895063] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:47.051627] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:47.051850] [INFO ] [CONFIGURE ] NUV: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T00:21:47.051909] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2604 tests
[2025-10-11T00:21:47.051953] [INFO ] [CONFIGURE ] NUV: Testing feature 11/29: add_obv_daily
[2025-10-11T00:21:47.051991] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:21:47.193180] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:47.322964] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:47.451297] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:47.582088] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:47.711436] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:47.849384] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:21:47.983272] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:48.114502] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:48.261355] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:48.405438] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:48.405700] [INFO ] [CONFIGURE ] NUV: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:21:48.405765] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2603 tests
[2025-10-11T00:21:48.405804] [INFO ] [CONFIGURE ] NUV: Testing feature 12/29: add_obv_interval
[2025-10-11T00:21:48.405841] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:21:48.536503] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:48.663455] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:48.789380] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:48.954203] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:49.113536] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:49.256955] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:49.394331] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:49.542538] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:49.692663] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:49.839262] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:49.839466] [INFO ] [CONFIGURE ] NUV: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:21:49.839514] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2602 tests
[2025-10-11T00:21:49.839553] [INFO ] [CONFIGURE ] NUV: Testing feature 13/29: add_opening_strength
[2025-10-11T00:21:49.839588] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:21:49.994037] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:50.143015] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:50.288134] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:50.429928] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:50.570019] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:50.707532] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:50.849096] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:50.985554] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:51.129281] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:51.274311] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:51.274489] [INFO ] [CONFIGURE ] NUV: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-11T00:21:51.274534] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2601 tests
[2025-10-11T00:21:51.274570] [INFO ] [CONFIGURE ] NUV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:21:51.274601] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:21:51.417286] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:51.559069] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:51.706578] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:51.850193] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:51.997394] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:52.146933] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:52.293958] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:52.441115] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:52.586380] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:52.732450] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:52.732603] [INFO ] [CONFIGURE ] NUV: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:21:52.732666] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2600 tests
[2025-10-11T00:21:52.732725] [INFO ] [CONFIGURE ] NUV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:21:52.732759] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:21:52.854905] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:52.979917] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:53.104132] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:53.229122] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:53.354504] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:53.485412] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:53.609572] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:21:53.736134] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:53.869555] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:53.993592] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:53.993773] [INFO ] [CONFIGURE ] NUV: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:21:53.993871] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2599 tests
[2025-10-11T00:21:53.993926] [INFO ] [CONFIGURE ] NUV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:21:53.993959] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:21:54.139927] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:54.283002] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:54.422846] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:54.566996] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:54.703395] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:54.840354] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:54.982414] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:55.125954] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:55.267353] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:55.410803] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:21:55.410970] [INFO ] [CONFIGURE ] NUV: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-11T00:21:55.411032] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2598 tests
[2025-10-11T00:21:55.411071] [INFO ] [CONFIGURE ] NUV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:21:55.411104] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:21:55.553637] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:55.695049] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:55.838108] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:55.982460] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:56.122720] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:56.264547] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:56.406573] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:56.553539] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:56.700398] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:56.843753] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:56.843947] [INFO ] [CONFIGURE ] NUV: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T00:21:56.843992] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2597 tests
[2025-10-11T00:21:56.844028] [INFO ] [CONFIGURE ] NUV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:21:56.844059] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:21:56.968045] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:57.093275] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:57.217777] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:57.344561] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:57.469263] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:57.594468] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:57.725291] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:57.856838] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:21:57.987110] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:58.123714] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:58.123882] [INFO ] [CONFIGURE ] NUV: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T00:21:58.123927] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2596 tests
[2025-10-11T00:21:58.123961] [INFO ] [CONFIGURE ] NUV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:21:58.123991] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:21:58.255792] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:21:58.382496] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:58.508248] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:58.640362] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:21:58.764223] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:21:58.890995] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:21:59.020276] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:21:59.154750] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:21:59.288919] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:21:59.435449] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:21:59.435669] [INFO ] [CONFIGURE ] NUV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T00:21:59.435734] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2595 tests
[2025-10-11T00:21:59.435773] [INFO ] [CONFIGURE ] NUV: Testing feature 20/29: add_price_rejection
[2025-10-11T00:21:59.435805] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:21:59.580943] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:21:59.721762] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:21:59.856851] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:21:59.998768] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:00.138476] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:00.278697] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:00.453830] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:00.592011] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:00.729420] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:00.866731] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:00.866876] [INFO ] [CONFIGURE ] NUV: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-11T00:22:00.866919] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2594 tests
[2025-10-11T00:22:00.866955] [INFO ] [CONFIGURE ] NUV: Testing feature 21/29: add_range_position
[2025-10-11T00:22:00.866986] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:22:01.008297] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:01.149829] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:01.296536] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:01.443225] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:01.590022] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:01.727960] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:01.865859] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:02.010844] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:02.150396] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:02.290229] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:02.290379] [INFO ] [CONFIGURE ] NUV: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T00:22:02.290422] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2593 tests
[2025-10-11T00:22:02.290458] [INFO ] [CONFIGURE ] NUV: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:22:02.290490] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:22:02.439783] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:02.590747] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:02.748057] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:02.904491] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:03.055927] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:03.221900] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:03.380564] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:03.541669] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:03.709407] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:03.871631] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:03.871840] [INFO ] [CONFIGURE ] NUV: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:22:03.871904] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2592 tests
[2025-10-11T00:22:03.871943] [INFO ] [CONFIGURE ] NUV: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:22:03.871975] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:22:04.002856] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:04.132111] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:04.275385] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:04.409059] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:04.536880] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:04.666206] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:04.799495] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:04.930587] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:05.063408] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:05.200457] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:05.200608] [INFO ] [CONFIGURE ] NUV: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:22:05.200680] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2591 tests
[2025-10-11T00:22:05.200749] [INFO ] [CONFIGURE ] NUV: Testing feature 24/29: add_rsi
[2025-10-11T00:22:05.200804] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:22:05.347396] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:05.492073] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:05.639947] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:05.795523] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:05.953238] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:06.105187] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:06.252911] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:06.399962] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:06.555827] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:06.709940] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:06.710148] [INFO ] [CONFIGURE ] NUV: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T00:22:06.710223] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2590 tests
[2025-10-11T00:22:06.710283] [INFO ] [CONFIGURE ] NUV: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:22:06.710322] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:22:06.843663] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:06.973374] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:07.101768] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:07.232943] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:07.358430] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:07.487502] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:07.617660] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:07.755241] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:07.898764] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:08.034349] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:08.034536] [INFO ] [CONFIGURE ] NUV: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-11T00:22:08.034599] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2589 tests
[2025-10-11T00:22:08.034658] [INFO ] [CONFIGURE ] NUV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:22:08.034717] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:22:08.164422] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:08.291588] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:08.417950] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:08.550867] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:08.688439] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:08.820792] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:08.966613] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:09.108182] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:09.258342] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:09.393759] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:09.393957] [INFO ] [CONFIGURE ] NUV: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:22:09.394018] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2588 tests
[2025-10-11T00:22:09.394059] [INFO ] [CONFIGURE ] NUV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:22:09.394092] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:22:09.555997] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:09.694489] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:09.832543] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:09.977530] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:10.112966] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:10.251711] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:10.392849] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:10.529020] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:10.673057] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:10.811044] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:10.811188] [INFO ] [CONFIGURE ] NUV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:22:10.811231] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2587 tests
[2025-10-11T00:22:10.811266] [INFO ] [CONFIGURE ] NUV: Testing feature 28/29: add_volume_profile
[2025-10-11T00:22:10.811298] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:22:10.936473] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:11.066529] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:11.193077] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:11.323149] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:22:11.451795] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:11.578371] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:11.708922] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:11.839560] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:11.976275] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:12.111852] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:22:12.112118] [INFO ] [CONFIGURE ] NUV: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:22:12.112179] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2586 tests
[2025-10-11T00:22:12.112218] [INFO ] [CONFIGURE ] NUV: Testing feature 29/29: add_vwap
[2025-10-11T00:22:12.112362] [INFO ] [CONFIGURE ] NUV: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:22:12.241411] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:12.375707] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:22:12.516213] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:22:12.650831] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:22:12.779575] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:22:12.908565] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:22:13.038144] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:13.168053] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:13.303117] [DEBUG] [FORECASTER] NUV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:22:13.437544] [DEBUG] [FORECASTER] NUV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:22:13.437727] [INFO ] [CONFIGURE ] NUV: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T00:22:13.437784] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2585 tests
[2025-10-11T00:22:13.437842] [INFO ] [CONFIGURE ] NUV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:22:13.437897] [INFO ] [CONFIGURE ] NUV: Best accuracy: 50.00%
[2025-10-11T00:22:13.437932] [INFO ] [CONFIGURE ] NUV: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:22:13.437962] [INFO ] [CONFIGURE ] NUV: Improvement over baseline: 20.00%
[2025-10-11T00:22:13.437989] [INFO ] [CONFIGURE ] NUV: Total time: 40.4 seconds
[2025-10-11T00:22:13.438016] [INFO ] [CONFIGURE ] NUV: Average time per feature: 1.4 seconds
[2025-10-11T00:22:13.438044] [INFO ] [CONFIGURE ] NUV: Average speed: 0.72 features/sec
[2025-10-11T00:22:13.438704] [INFO ] [LOCAL     ] Saved configuration for NUV: 1 features, 50.00% accuracy -> ./output/feature-sets/NUV.json
[2025-10-11T00:22:13.438759] [INFO ] [CONFIGURE ] NUV: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-11T00:22:13.438809] [INFO ] [sig       ] [132/220] Successfully configured NUV | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:22:13.438885] [INFO ] [sig       ] [133/220] Configuring NUVB...
[2025-10-11T00:22:13.438954] [INFO ] [CONFIGURE ] NUVB: Configurate test run.
[2025-10-11T00:22:13.439026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-10-11T00:22:13.455495] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUVB'.
[2025-10-11T00:22:13.455924] [INFO ] [CONFIGURE ] NUVB: Testing with 29 available features
[2025-10-11T00:22:13.455979] [INFO ] [CONFIGURE ] NUVB: Establishing baseline with no features...
[2025-10-11T00:22:13.563898] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:13.671225] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:13.781207] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:13.888032] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:13.993866] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:14.106425] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:14.217809] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:14.332565] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:14.443632] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:14.555616] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:14.555771] [INFO ] [CONFIGURE ] NUVB: Baseline score (no features): 40.00%
[2025-10-11T00:22:14.555820] [INFO ] [CONFIGURE ] NUVB: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:22:14.555854] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:22:14.676379] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:14.797853] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:14.919378] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:15.050279] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:15.174071] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:15.309021] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:15.431521] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:15.554469] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:15.679213] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:15.801695] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:15.801839] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T00:22:15.801881] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2584 tests
[2025-10-11T00:22:15.801915] [INFO ] [CONFIGURE ] NUVB: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:22:15.801944] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:22:15.929875] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:16.058133] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:16.186282] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:16.314866] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:22:16.445541] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:22:16.583387] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:16.711257] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:16.843849] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:16.974303] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:17.119173] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:17.119367] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:22:17.119419] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2583 tests
[2025-10-11T00:22:17.119455] [INFO ] [CONFIGURE ] NUVB: Testing feature 3/29: add_daily_returns
[2025-10-11T00:22:17.119557] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_daily_returns']
[2025-10-11T00:22:17.231177] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:17.342685] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:17.450773] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:17.560714] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:22:17.671618] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:22:17.780955] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:17.891781] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:18.002072] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:18.113278] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:18.225033] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:18.225180] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:22:18.225223] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2582 tests
[2025-10-11T00:22:18.225257] [INFO ] [CONFIGURE ] NUVB: Testing feature 4/29: add_ema
[2025-10-11T00:22:18.225287] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema']
[2025-10-11T00:22:18.345562] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:18.467518] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:18.599512] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:18.721832] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:18.843959] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:18.967906] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:19.093120] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:19.217821] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:19.342300] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:19.469208] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:19.469365] [INFO ] [CONFIGURE ] NUVB: KEPT add_ema (score: 50.00%)
[2025-10-11T00:22:19.469408] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2581 tests
[2025-10-11T00:22:19.469441] [INFO ] [CONFIGURE ] NUVB: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:22:19.469473] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:22:19.617117] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:19.766614] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:19.914953] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:20.064713] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:20.214072] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:20.365750] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:20.525943] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:20.680378] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:20.831968] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:20.983567] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:20.983830] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:22:20.983881] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2580 tests
[2025-10-11T00:22:20.983916] [INFO ] [CONFIGURE ] NUVB: Testing feature 6/29: add_failed_moves
[2025-10-11T00:22:20.983946] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T00:22:21.111120] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:21.240748] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:21.370112] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:21.501941] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:21.680445] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:21.843942] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:22.023887] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:22.208589] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:22.391465] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:22.564084] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:22.564269] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:22:22.564315] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2579 tests
[2025-10-11T00:22:22.564353] [INFO ] [CONFIGURE ] NUVB: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:22:22.564386] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T00:22:22.695769] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:22.827371] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:22.950177] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:23.072386] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:23.196943] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:23.321901] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:23.450477] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:23.582802] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:23.707602] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:23.832959] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:23.833113] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:22:23.833208] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2578 tests
[2025-10-11T00:22:23.833251] [INFO ] [CONFIGURE ] NUVB: Testing feature 8/29: add_macd
[2025-10-11T00:22:23.833283] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:22:23.987204] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:24.146623] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:24.304838] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:24.472354] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:24.634878] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:24.792623] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:24.948554] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:25.108048] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:25.267900] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:25.429483] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:25.429675] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:22:25.429740] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2577 tests
[2025-10-11T00:22:25.429779] [INFO ] [CONFIGURE ] NUVB: Testing feature 9/29: add_mfi
[2025-10-11T00:22:25.429811] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T00:22:25.575269] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:25.709883] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:25.843039] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:25.976219] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:26.109852] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:26.244895] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:26.380261] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:26.519913] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:22:26.658360] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:26.796787] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:26.796993] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:22:26.797072] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2576 tests
[2025-10-11T00:22:26.797127] [INFO ] [CONFIGURE ] NUVB: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:22:26.797161] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:22:26.941177] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:27.090611] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:27.246073] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:27.398346] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:27.551006] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:27.715317] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:27.863963] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:28.029461] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:28.195393] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:28.356841] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:28.357078] [INFO ] [CONFIGURE ] NUVB: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:22:28.357146] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2575 tests
[2025-10-11T00:22:28.357185] [INFO ] [CONFIGURE ] NUVB: Testing feature 11/29: add_obv_daily
[2025-10-11T00:22:28.357237] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T00:22:28.525300] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:28.691521] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:28.854325] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:29.025326] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:29.196664] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:29.371861] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:29.537894] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:29.705613] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:29.876973] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:30.049572] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:30.049770] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:22:30.049826] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2574 tests
[2025-10-11T00:22:30.049864] [INFO ] [CONFIGURE ] NUVB: Testing feature 12/29: add_obv_interval
[2025-10-11T00:22:30.049899] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T00:22:30.220835] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:30.387259] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:30.568905] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:30.741561] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:30.906374] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:31.097075] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:31.263912] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:31.441788] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:31.620126] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:31.795672] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:31.795905] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:22:31.795972] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2573 tests
[2025-10-11T00:22:31.796016] [INFO ] [CONFIGURE ] NUVB: Testing feature 13/29: add_opening_strength
[2025-10-11T00:22:31.796052] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:22:31.973588] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:32.149830] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:32.327194] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:32.499437] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:32.670432] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:32.842283] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:33.016137] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:33.188340] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:33.361033] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:33.534480] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:33.534696] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:22:33.534758] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2572 tests
[2025-10-11T00:22:33.534796] [INFO ] [CONFIGURE ] NUVB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:22:33.534829] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T00:22:33.702097] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:33.876568] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:34.045544] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:34.214411] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:34.389884] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:34.559548] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:34.730782] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:34.898967] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:35.072565] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:35.272484] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:35.272733] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:22:35.272800] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2571 tests
[2025-10-11T00:22:35.272841] [INFO ] [CONFIGURE ] NUVB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:22:35.272882] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T00:22:35.461395] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:35.638592] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:35.824400] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:36.012435] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:36.196281] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:36.389389] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:36.588712] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:36.755066] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:36.919283] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:37.086927] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:37.087119] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:22:37.087180] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2570 tests
[2025-10-11T00:22:37.087218] [INFO ] [CONFIGURE ] NUVB: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:22:37.087271] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T00:22:37.252709] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:37.414929] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:37.577354] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:37.741264] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:37.910964] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:38.075230] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:38.240359] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:38.405843] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:38.576182] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:38.744282] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:38.744469] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:22:38.744534] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2569 tests
[2025-10-11T00:22:38.744573] [INFO ] [CONFIGURE ] NUVB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:22:38.744605] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T00:22:38.895348] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:39.048251] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:39.203207] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:39.360550] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:39.513342] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:39.672828] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:39.837491] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:39.998793] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:40.162295] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:40.327094] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:40.327235] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T00:22:40.327299] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2568 tests
[2025-10-11T00:22:40.327370] [INFO ] [CONFIGURE ] NUVB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:22:40.327426] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T00:22:40.487002] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:40.655334] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:40.816561] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:40.972574] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:41.131814] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:41.291691] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:41.457616] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:41.622729] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:41.783353] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:41.949585] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:41.949770] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:22:41.949831] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2567 tests
[2025-10-11T00:22:41.949869] [INFO ] [CONFIGURE ] NUVB: Testing feature 20/29: add_price_rejection
[2025-10-11T00:22:41.949899] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T00:22:42.120838] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:42.286493] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:42.468430] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:42.670895] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:42.863428] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:43.037757] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:43.211588] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:43.389371] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:43.566175] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:43.740884] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:43.741069] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:22:43.741114] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2566 tests
[2025-10-11T00:22:43.741150] [INFO ] [CONFIGURE ] NUVB: Testing feature 21/29: add_range_position
[2025-10-11T00:22:43.741186] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T00:22:43.920738] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:44.104429] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:44.288103] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:44.473276] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:22:44.654306] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:44.836622] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:45.017436] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:45.203012] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:45.394682] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:45.616099] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:45.616283] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:22:45.616329] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2565 tests
[2025-10-11T00:22:45.616367] [INFO ] [CONFIGURE ] NUVB: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:22:45.616467] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T00:22:45.836526] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:46.059199] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:46.289100] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:46.512553] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:46.725294] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:22:46.921133] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:47.111828] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:47.299442] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:47.488761] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:47.682217] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:47.682396] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:22:47.682442] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2564 tests
[2025-10-11T00:22:47.682491] [INFO ] [CONFIGURE ] NUVB: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:22:47.682593] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T00:22:47.842365] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:48.007436] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:48.168593] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:48.333631] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:48.495120] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:48.657979] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:48.821923] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:49.022112] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:49.186962] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:49.349675] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:49.349825] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:22:49.349869] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2563 tests
[2025-10-11T00:22:49.349904] [INFO ] [CONFIGURE ] NUVB: Testing feature 24/29: add_rsi
[2025-10-11T00:22:49.349934] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi']
[2025-10-11T00:22:49.504842] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:49.673552] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:49.847675] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:50.019041] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:50.215459] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:50.408501] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:50.609702] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:50.794583] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:50.978535] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:51.160900] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:51.161130] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:22:51.161178] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2562 tests
[2025-10-11T00:22:51.161219] [INFO ] [CONFIGURE ] NUVB: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:22:51.161251] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T00:22:51.340768] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:51.522736] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:51.703479] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:51.884067] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:52.061778] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:22:52.228776] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:52.413008] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:52.586134] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:52.756318] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:52.932774] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:52.932966] [INFO ] [CONFIGURE ] NUVB: KEPT add_tick_distribution (score: 80.00%)
[2025-10-11T00:22:52.933012] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2561 tests
[2025-10-11T00:22:52.933051] [INFO ] [CONFIGURE ] NUVB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:22:52.933086] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-11T00:22:53.131125] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:53.308704] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:53.484736] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:53.661038] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:53.836261] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:54.015285] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:54.207817] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:54.390071] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:54.571180] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:54.750763] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:54.750986] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:22:54.751039] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2560 tests
[2025-10-11T00:22:54.751075] [INFO ] [CONFIGURE ] NUVB: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:22:54.751180] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-11T00:22:54.937537] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:55.129839] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:22:55.318622] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:55.501922] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:55.689243] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:55.879345] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:56.071982] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:22:56.264084] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:56.465444] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:56.670296] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:56.670528] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:22:56.670582] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2559 tests
[2025-10-11T00:22:56.670619] [INFO ] [CONFIGURE ] NUVB: Testing feature 28/29: add_volume_profile
[2025-10-11T00:22:56.670677] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile']
[2025-10-11T00:22:56.854421] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:22:57.047819] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:57.231935] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:22:57.417142] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:22:57.601989] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:57.786876] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:22:57.976162] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:22:58.163043] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:22:58.358479] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:22:58.550105] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:22:58.550287] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-11T00:22:58.550331] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2558 tests
[2025-10-11T00:22:58.550368] [INFO ] [CONFIGURE ] NUVB: Testing feature 29/29: add_vwap
[2025-10-11T00:22:58.550400] [INFO ] [CONFIGURE ] NUVB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_vwap']
[2025-10-11T00:22:58.734096] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:22:58.918337] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:22:59.104369] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:22:59.292846] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:22:59.483277] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:22:59.669041] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:22:59.853665] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:00.040410] [DEBUG] [FORECASTER] NUVB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:00.228671] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:23:00.417016] [DEBUG] [FORECASTER] NUVB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:23:00.417212] [INFO ] [CONFIGURE ] NUVB: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:23:00.417275] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2557 tests
[2025-10-11T00:23:00.417340] [INFO ] [CONFIGURE ] NUVB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:23:00.417397] [INFO ] [CONFIGURE ] NUVB: Best accuracy: 80.00%
[2025-10-11T00:23:00.417432] [INFO ] [CONFIGURE ] NUVB: Best feature set (4 features): ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T00:23:00.417462] [INFO ] [CONFIGURE ] NUVB: Improvement over baseline: 40.00%
[2025-10-11T00:23:00.417490] [INFO ] [CONFIGURE ] NUVB: Total time: 45.9 seconds
[2025-10-11T00:23:00.417517] [INFO ] [CONFIGURE ] NUVB: Average time per feature: 1.6 seconds
[2025-10-11T00:23:00.417551] [INFO ] [CONFIGURE ] NUVB: Average speed: 0.63 features/sec
[2025-10-11T00:23:00.418231] [INFO ] [LOCAL     ] Saved configuration for NUVB: 4 features, 80.00% accuracy -> ./output/feature-sets/NUVB.json
[2025-10-11T00:23:00.418286] [INFO ] [CONFIGURE ] NUVB: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T00:23:00.418346] [INFO ] [sig       ] [133/220] Successfully configured NUVB | 0.02 sym/s | Total: 1.6h | ETA: 1.1h
[2025-10-11T00:23:00.418422] [INFO ] [sig       ] [134/220] Configuring NUW...
[2025-10-11T00:23:00.418492] [INFO ] [CONFIGURE ] NUW: Configurate test run.
[2025-10-11T00:23:00.418565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-10-11T00:23:00.434379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUW'.
[2025-10-11T00:23:00.434969] [INFO ] [CONFIGURE ] NUW: Testing with 29 available features
[2025-10-11T00:23:00.435026] [INFO ] [CONFIGURE ] NUW: Establishing baseline with no features...
[2025-10-11T00:23:00.545246] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:00.654224] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:00.762839] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:00.869725] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:00.981992] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:01.132595] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:01.244117] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:23:01.366099] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:01.486852] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:01.612371] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:01.612592] [INFO ] [CONFIGURE ] NUW: Baseline score (no features): 60.00%
[2025-10-11T00:23:01.612682] [INFO ] [CONFIGURE ] NUW: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:23:01.612749] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:23:01.746321] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:01.877229] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:23:01.998321] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:02.118334] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:02.247673] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:02.377093] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:02.503118] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:23:02.638069] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:02.762630] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:02.891430] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:02.891607] [INFO ] [CONFIGURE ] NUW: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:23:02.891681] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2556 tests
[2025-10-11T00:23:02.891736] [INFO ] [CONFIGURE ] NUW: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:23:02.891770] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:23:03.020128] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:03.155793] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:03.283066] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:03.410630] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:03.544803] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:03.678416] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:03.819295] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:03.947671] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:04.074616] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:04.208737] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:04.208947] [INFO ] [CONFIGURE ] NUW: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-11T00:23:04.208994] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2555 tests
[2025-10-11T00:23:04.209029] [INFO ] [CONFIGURE ] NUW: Testing feature 3/29: add_daily_returns
[2025-10-11T00:23:04.209062] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:23:04.354661] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:04.495912] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:04.648185] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:04.795770] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:04.938208] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:05.078496] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:05.224401] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:05.375634] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:05.523041] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:05.674453] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:05.674733] [INFO ] [CONFIGURE ] NUW: DISCARDED add_daily_returns (score: 90.00%)
[2025-10-11T00:23:05.674796] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2554 tests
[2025-10-11T00:23:05.674838] [INFO ] [CONFIGURE ] NUW: Testing feature 4/29: add_ema
[2025-10-11T00:23:05.674870] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:23:05.818806] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:05.961614] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:06.100905] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:06.240432] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:06.381532] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:06.526638] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:06.673087] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:06.820326] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:06.962407] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:07.118272] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:07.118467] [INFO ] [CONFIGURE ] NUW: DISCARDED add_ema (score: 90.00%)
[2025-10-11T00:23:07.118515] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2553 tests
[2025-10-11T00:23:07.118554] [INFO ] [CONFIGURE ] NUW: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:23:07.118592] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:23:07.274986] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:07.424153] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:07.570419] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:07.720277] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:07.883155] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:08.043161] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:08.198694] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:08.349317] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:08.496802] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:08.643948] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:08.644108] [INFO ] [CONFIGURE ] NUW: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-11T00:23:08.644151] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2552 tests
[2025-10-11T00:23:08.644186] [INFO ] [CONFIGURE ] NUW: Testing feature 6/29: add_failed_moves
[2025-10-11T00:23:08.644218] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:23:08.774507] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:08.900702] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:09.027106] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:09.152920] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:09.282236] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:09.418294] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:09.549195] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:09.684337] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:09.813353] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:09.954445] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:09.954680] [INFO ] [CONFIGURE ] NUW: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:23:09.954755] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2551 tests
[2025-10-11T00:23:09.954810] [INFO ] [CONFIGURE ] NUW: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:23:09.954881] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:23:10.074996] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:10.227802] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:10.362052] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:10.485141] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:10.608453] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:10.732869] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:10.859897] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:10.995751] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:11.135589] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:11.261761] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:11.261909] [INFO ] [CONFIGURE ] NUW: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:23:11.261952] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2550 tests
[2025-10-11T00:23:11.261986] [INFO ] [CONFIGURE ] NUW: Testing feature 8/29: add_macd
[2025-10-11T00:23:11.262016] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:23:11.426059] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:11.598267] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:11.768956] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:11.932308] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:12.095446] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:12.259341] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:12.432199] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:12.600258] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:12.767297] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:12.933492] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:12.933700] [INFO ] [CONFIGURE ] NUW: DISCARDED add_macd (score: 80.00%)
[2025-10-11T00:23:12.933762] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2549 tests
[2025-10-11T00:23:12.933801] [INFO ] [CONFIGURE ] NUW: Testing feature 9/29: add_mfi
[2025-10-11T00:23:12.933832] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:23:13.074752] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:13.250103] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:13.391165] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:13.534801] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:13.676226] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:13.815239] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:13.963089] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:14.104853] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:14.246789] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:14.390467] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:14.390634] [INFO ] [CONFIGURE ] NUW: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:23:14.390738] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2548 tests
[2025-10-11T00:23:14.390796] [INFO ] [CONFIGURE ] NUW: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:23:14.390832] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:23:14.543312] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:14.700253] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:14.854890] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:15.010094] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:15.165132] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:15.322100] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:15.486112] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:15.648337] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:15.832715] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:16.022164] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:16.022402] [INFO ] [CONFIGURE ] NUW: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:23:16.022469] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2547 tests
[2025-10-11T00:23:16.022510] [INFO ] [CONFIGURE ] NUW: Testing feature 11/29: add_obv_daily
[2025-10-11T00:23:16.022542] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:23:16.238590] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:16.436370] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:16.610055] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:16.762365] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:16.912830] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:17.052403] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:17.190877] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:17.334304] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:17.475044] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:17.618744] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:17.618941] [INFO ] [CONFIGURE ] NUW: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:23:17.618996] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2546 tests
[2025-10-11T00:23:17.619035] [INFO ] [CONFIGURE ] NUW: Testing feature 12/29: add_obv_interval
[2025-10-11T00:23:17.619067] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:23:17.755237] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:17.895757] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:18.029203] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:18.161411] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:18.301486] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:18.451487] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:18.585967] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:18.721760] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:18.864175] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:19.000334] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:19.000527] [INFO ] [CONFIGURE ] NUW: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T00:23:19.000572] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2545 tests
[2025-10-11T00:23:19.000620] [INFO ] [CONFIGURE ] NUW: Testing feature 13/29: add_opening_strength
[2025-10-11T00:23:19.000700] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:23:19.142428] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:19.284866] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:19.427605] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:19.571088] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:19.719248] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:19.863155] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:20.008951] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:20.153904] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:20.298637] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:20.443602] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:20.443787] [INFO ] [CONFIGURE ] NUW: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:23:20.443837] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2544 tests
[2025-10-11T00:23:20.443872] [INFO ] [CONFIGURE ] NUW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:23:20.443901] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:23:20.590255] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:20.734627] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:20.880975] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:21.025701] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:21.170919] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:21.313670] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:21.456703] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:23:21.602976] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:21.747989] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:21.896175] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:21.896367] [INFO ] [CONFIGURE ] NUW: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:23:21.896411] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2543 tests
[2025-10-11T00:23:21.896444] [INFO ] [CONFIGURE ] NUW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:23:21.896474] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:23:22.027397] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:22.154742] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:22.283048] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:22.412151] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:22.541152] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:22.669590] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:22.804221] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:22.933089] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:23.063148] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:23.200402] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:23.200587] [INFO ] [CONFIGURE ] NUW: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T00:23:23.200632] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2542 tests
[2025-10-11T00:23:23.200710] [INFO ] [CONFIGURE ] NUW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:23:23.200752] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:23:23.339160] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:23.478585] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:23.623274] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:23.760560] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:23.899818] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:24.043456] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:24.176161] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:24.317797] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:24.450751] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:24.585358] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:24.585520] [INFO ] [CONFIGURE ] NUW: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-11T00:23:24.585618] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2541 tests
[2025-10-11T00:23:24.585703] [INFO ] [CONFIGURE ] NUW: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:23:24.585748] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:23:24.719685] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:24.854478] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:24.998248] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:25.134247] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:25.270293] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:25.437128] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:25.586865] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:25.726960] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:25.876626] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:26.015681] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:26.015839] [INFO ] [CONFIGURE ] NUW: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:23:26.015883] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2540 tests
[2025-10-11T00:23:26.015918] [INFO ] [CONFIGURE ] NUW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:23:26.015950] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:23:26.143196] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:26.264329] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:26.386552] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:26.510297] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:26.633965] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:26.762235] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:26.893844] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:27.025573] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:27.156337] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:27.286278] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:27.286436] [INFO ] [CONFIGURE ] NUW: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-11T00:23:27.286481] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2539 tests
[2025-10-11T00:23:27.286517] [INFO ] [CONFIGURE ] NUW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:23:27.286550] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:23:27.412068] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:27.540406] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:27.665387] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:27.787510] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:27.911434] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:28.040111] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:28.164840] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:28.290049] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:28.445517] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:28.570247] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:28.570450] [INFO ] [CONFIGURE ] NUW: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:23:28.570499] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2538 tests
[2025-10-11T00:23:28.570533] [INFO ] [CONFIGURE ] NUW: Testing feature 20/29: add_price_rejection
[2025-10-11T00:23:28.570562] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:23:28.701786] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:28.835039] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:28.967632] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:29.100217] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:29.234945] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:29.370614] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:29.505976] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:29.640294] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:29.778404] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:29.917730] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:29.917926] [INFO ] [CONFIGURE ] NUW: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:23:29.917976] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2537 tests
[2025-10-11T00:23:29.918012] [INFO ] [CONFIGURE ] NUW: Testing feature 21/29: add_range_position
[2025-10-11T00:23:29.918043] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:23:30.063384] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:30.209560] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:30.358969] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:30.504118] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:30.646632] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:30.793077] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:30.941963] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:31.098547] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:31.243478] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:31.389571] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:31.389809] [INFO ] [CONFIGURE ] NUW: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:23:31.389860] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2536 tests
[2025-10-11T00:23:31.389897] [INFO ] [CONFIGURE ] NUW: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:23:31.389929] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:23:31.547962] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:31.705994] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:31.871185] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:32.029781] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:32.188473] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:32.346941] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:32.505116] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:32.663615] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:32.824596] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:32.984121] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:32.984281] [INFO ] [CONFIGURE ] NUW: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:23:32.984343] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2535 tests
[2025-10-11T00:23:32.984381] [INFO ] [CONFIGURE ] NUW: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:23:32.984410] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:23:33.117903] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:33.249970] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:33.381351] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:33.513903] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:33.647007] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:33.779911] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:33.914939] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:34.051098] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:34.190680] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:34.327994] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:34.328151] [INFO ] [CONFIGURE ] NUW: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:23:34.328193] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2534 tests
[2025-10-11T00:23:34.328248] [INFO ] [CONFIGURE ] NUW: Testing feature 24/29: add_rsi
[2025-10-11T00:23:34.328305] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:23:34.508631] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:34.659781] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:34.809920] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:34.964636] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:35.135040] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:35.289268] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:35.440753] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:35.593252] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:35.746826] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:35.899716] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:35.899882] [INFO ] [CONFIGURE ] NUW: DISCARDED add_rsi (score: 90.00%)
[2025-10-11T00:23:35.899926] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2533 tests
[2025-10-11T00:23:35.899964] [INFO ] [CONFIGURE ] NUW: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:23:35.899996] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:23:36.032300] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:36.168269] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:36.304445] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:36.438950] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:36.575260] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:36.719679] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:36.865964] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:37.003825] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:37.143343] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:37.282664] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:37.282822] [INFO ] [CONFIGURE ] NUW: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:23:37.282866] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2532 tests
[2025-10-11T00:23:37.282956] [INFO ] [CONFIGURE ] NUW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:23:37.282997] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:23:37.419091] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:37.558726] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:37.694836] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:37.831402] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:37.968516] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:38.109100] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:38.255558] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:38.395999] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:38.545781] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:38.685465] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:38.685692] [INFO ] [CONFIGURE ] NUW: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-11T00:23:38.685761] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2531 tests
[2025-10-11T00:23:38.685801] [INFO ] [CONFIGURE ] NUW: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:23:38.685834] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:23:38.833552] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:38.984395] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:39.134804] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:39.281895] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:39.431502] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:39.585128] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:39.735898] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:39.893768] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:40.042977] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:40.194454] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:40.194628] [INFO ] [CONFIGURE ] NUW: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:23:40.194710] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2530 tests
[2025-10-11T00:23:40.194756] [INFO ] [CONFIGURE ] NUW: Testing feature 28/29: add_volume_profile
[2025-10-11T00:23:40.194788] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:23:40.329068] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:23:40.468715] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:40.603633] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:40.737199] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:40.870463] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:41.004882] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:41.145292] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:41.284443] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:41.424460] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:41.564812] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:41.564976] [INFO ] [CONFIGURE ] NUW: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:23:41.565019] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2529 tests
[2025-10-11T00:23:41.565076] [INFO ] [CONFIGURE ] NUW: Testing feature 29/29: add_vwap
[2025-10-11T00:23:41.565132] [INFO ] [CONFIGURE ] NUW: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:23:41.709696] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:23:41.850765] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:23:41.990967] [DEBUG] [FORECASTER] NUW: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:42.132947] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:42.273464] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:42.414388] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:23:42.556457] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:23:42.698165] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:23:42.841362] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:42.982991] [DEBUG] [FORECASTER] NUW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:42.983152] [INFO ] [CONFIGURE ] NUW: DISCARDED add_vwap (score: 90.00%)
[2025-10-11T00:23:42.983242] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2528 tests
[2025-10-11T00:23:42.983309] [INFO ] [CONFIGURE ] NUW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:23:42.983364] [INFO ] [CONFIGURE ] NUW: Best accuracy: 90.00%
[2025-10-11T00:23:42.983399] [INFO ] [CONFIGURE ] NUW: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T00:23:42.983428] [INFO ] [CONFIGURE ] NUW: Improvement over baseline: 30.00%
[2025-10-11T00:23:42.983455] [INFO ] [CONFIGURE ] NUW: Total time: 41.4 seconds
[2025-10-11T00:23:42.983482] [INFO ] [CONFIGURE ] NUW: Average time per feature: 1.4 seconds
[2025-10-11T00:23:42.983509] [INFO ] [CONFIGURE ] NUW: Average speed: 0.70 features/sec
[2025-10-11T00:23:42.984094] [INFO ] [LOCAL     ] Saved configuration for NUW: 1 features, 90.00% accuracy -> ./output/feature-sets/NUW.json
[2025-10-11T00:23:42.984148] [INFO ] [CONFIGURE ] NUW: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:23:42.984199] [INFO ] [sig       ] [134/220] Successfully configured NUW | 0.02 sym/s | Total: 1.6h | ETA: 1.0h
[2025-10-11T00:23:42.984274] [INFO ] [sig       ] [135/220] Configuring NVR...
[2025-10-11T00:23:42.984342] [INFO ] [CONFIGURE ] NVR: Configurate test run.
[2025-10-11T00:23:42.984414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-10-11T00:23:43.000614] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'NVR'.
[2025-10-11T00:23:43.001095] [INFO ] [CONFIGURE ] NVR: Testing with 29 available features
[2025-10-11T00:23:43.001152] [INFO ] [CONFIGURE ] NVR: Establishing baseline with no features...
[2025-10-11T00:23:43.109815] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:43.217921] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:43.326373] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:43.438722] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:43.592200] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:43.706436] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:43.824764] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:43.939632] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:44.055109] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:44.172360] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:44.172556] [INFO ] [CONFIGURE ] NVR: Baseline score (no features): 70.00%
[2025-10-11T00:23:44.172611] [INFO ] [CONFIGURE ] NVR: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:23:44.172687] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:23:44.298483] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:44.423196] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:44.542133] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:44.660762] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:23:44.790387] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:44.920947] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:45.048020] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:23:45.175563] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:45.306116] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:45.446430] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:45.446792] [INFO ] [CONFIGURE ] NVR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:23:45.446887] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2527 tests
[2025-10-11T00:23:45.446950] [INFO ] [CONFIGURE ] NVR: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:23:45.447019] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:23:45.601620] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:45.742524] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:23:45.871679] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:46.000612] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:46.141357] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:23:46.276290] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:23:46.408939] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:23:46.542586] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:46.675399] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:23:46.810728] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:46.810909] [INFO ] [CONFIGURE ] NVR: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T00:23:46.810971] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2526 tests
[2025-10-11T00:23:46.811009] [INFO ] [CONFIGURE ] NVR: Testing feature 3/29: add_daily_returns
[2025-10-11T00:23:46.811038] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_daily_returns']
[2025-10-11T00:23:46.925275] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:23:47.054825] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:47.175610] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:47.290793] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:47.401533] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:47.515721] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:47.638924] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:47.754709] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:47.865793] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:47.977343] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:47.977484] [INFO ] [CONFIGURE ] NVR: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:23:47.977526] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2525 tests
[2025-10-11T00:23:47.977560] [INFO ] [CONFIGURE ] NVR: Testing feature 4/29: add_ema
[2025-10-11T00:23:47.977590] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema']
[2025-10-11T00:23:48.099107] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:48.220468] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:48.342495] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:48.468439] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:48.593180] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:48.717486] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:48.850176] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:48.975943] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:49.101304] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:49.239560] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:49.239820] [INFO ] [CONFIGURE ] NVR: KEPT add_ema (score: 80.00%)
[2025-10-11T00:23:49.239934] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2524 tests
[2025-10-11T00:23:49.239980] [INFO ] [CONFIGURE ] NVR: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:23:49.240013] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:23:49.390413] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:23:49.545888] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:23:49.701167] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:49.850291] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:23:50.003046] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:23:50.157874] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:50.310903] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:50.462782] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:50.626834] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:23:50.803807] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:50.804034] [INFO ] [CONFIGURE ] NVR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:23:50.804089] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2523 tests
[2025-10-11T00:23:50.804151] [INFO ] [CONFIGURE ] NVR: Testing feature 6/29: add_failed_moves
[2025-10-11T00:23:50.804204] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T00:23:50.953274] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:51.107302] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:51.265089] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:51.422073] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:51.559358] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:51.697435] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:51.837739] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:51.977047] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:52.115364] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:52.256178] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:52.256356] [INFO ] [CONFIGURE ] NVR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:23:52.256400] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2522 tests
[2025-10-11T00:23:52.256491] [INFO ] [CONFIGURE ] NVR: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:23:52.256545] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T00:23:52.378136] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:52.497826] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:52.618853] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:52.741245] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:52.863361] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:52.986358] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:53.109320] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:53.232753] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:53.358143] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:53.482007] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:53.482154] [INFO ] [CONFIGURE ] NVR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:23:53.482197] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2521 tests
[2025-10-11T00:23:53.482231] [INFO ] [CONFIGURE ] NVR: Testing feature 8/29: add_macd
[2025-10-11T00:23:53.482262] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:23:53.640159] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:23:53.806136] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:23:53.962530] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:54.124211] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:23:54.287408] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:54.452734] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:54.613601] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:54.772474] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:54.931968] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:23:55.098038] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:55.098256] [INFO ] [CONFIGURE ] NVR: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:23:55.098330] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2520 tests
[2025-10-11T00:23:55.098390] [INFO ] [CONFIGURE ] NVR: Testing feature 9/29: add_mfi
[2025-10-11T00:23:55.098424] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T00:23:55.235238] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:55.373027] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:55.516086] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:55.655018] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:55.795465] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:55.935514] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:56.076768] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:56.220231] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:56.360840] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:56.503905] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:56.504130] [INFO ] [CONFIGURE ] NVR: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:23:56.504178] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2519 tests
[2025-10-11T00:23:56.504215] [INFO ] [CONFIGURE ] NVR: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:23:56.504246] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:23:56.665353] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:56.820576] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:56.970516] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:57.124003] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:23:57.275489] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:57.428991] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:57.585626] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:57.739206] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:57.894143] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:58.051804] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:23:58.051980] [INFO ] [CONFIGURE ] NVR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:23:58.052041] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2518 tests
[2025-10-11T00:23:58.052088] [INFO ] [CONFIGURE ] NVR: Testing feature 11/29: add_obv_daily
[2025-10-11T00:23:58.052144] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T00:23:58.182532] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:23:58.315263] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:58.445921] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:23:58.579621] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:23:58.744412] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:23:58.877748] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:23:59.013055] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:23:59.149358] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:23:59.285371] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:23:59.421770] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:23:59.421922] [INFO ] [CONFIGURE ] NVR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:23:59.421966] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2517 tests
[2025-10-11T00:23:59.422001] [INFO ] [CONFIGURE ] NVR: Testing feature 12/29: add_obv_interval
[2025-10-11T00:23:59.422031] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T00:23:59.553807] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:23:59.689995] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:23:59.819836] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:23:59.950038] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:00.081497] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:00.212247] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:24:00.345554] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:00.479762] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:00.613416] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:00.744876] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:00.745032] [INFO ] [CONFIGURE ] NVR: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:24:00.745075] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2516 tests
[2025-10-11T00:24:00.745110] [INFO ] [CONFIGURE ] NVR: Testing feature 13/29: add_opening_strength
[2025-10-11T00:24:00.745140] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:24:00.880907] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:01.023250] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:01.159816] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:01.297564] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:01.435787] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:01.575872] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:24:01.724366] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:01.872234] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:02.028686] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:24:02.173310] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:02.173476] [INFO ] [CONFIGURE ] NVR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:24:02.173521] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2515 tests
[2025-10-11T00:24:02.173557] [INFO ] [CONFIGURE ] NVR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:24:02.173588] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:24:02.319315] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:02.467685] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:02.611360] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:02.755171] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:02.900077] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:03.052090] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:03.203513] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:03.355288] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:03.509161] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:03.663119] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:03.663304] [INFO ] [CONFIGURE ] NVR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:24:03.663362] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2514 tests
[2025-10-11T00:24:03.663398] [INFO ] [CONFIGURE ] NVR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:24:03.663429] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:24:03.797893] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:03.933951] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:04.065789] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:04.198959] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:04.332231] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:04.466492] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:04.601441] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:04.738728] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:04.878393] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:05.015365] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:05.015495] [INFO ] [CONFIGURE ] NVR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:24:05.015538] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2513 tests
[2025-10-11T00:24:05.015573] [INFO ] [CONFIGURE ] NVR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:24:05.015603] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:24:05.153510] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:05.290885] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:05.433452] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:05.571769] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:05.711180] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:05.850243] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:05.994265] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:06.135151] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:06.277532] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:06.421005] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:06.421169] [INFO ] [CONFIGURE ] NVR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:24:06.421214] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2512 tests
[2025-10-11T00:24:06.421249] [INFO ] [CONFIGURE ] NVR: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:24:06.421279] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T00:24:06.562725] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:06.711009] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:06.862211] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:07.007626] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:07.155113] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:07.301670] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:07.449754] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:07.599759] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:07.751635] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:07.912756] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:07.912945] [INFO ] [CONFIGURE ] NVR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:24:07.912992] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2511 tests
[2025-10-11T00:24:07.913029] [INFO ] [CONFIGURE ] NVR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:24:07.913060] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:24:08.075395] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:08.240909] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:08.445524] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:08.641505] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:08.823510] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:08.976556] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:09.148945] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:09.308530] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:09.466428] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:09.608284] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:09.608442] [INFO ] [CONFIGURE ] NVR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:24:09.608486] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2510 tests
[2025-10-11T00:24:09.608521] [INFO ] [CONFIGURE ] NVR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:24:09.608553] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:24:09.748709] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:09.886822] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:10.024862] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:10.160217] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:10.291160] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:10.422721] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:10.549771] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:10.674472] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:10.799237] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:10.924956] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:10.925109] [INFO ] [CONFIGURE ] NVR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:24:10.925151] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2509 tests
[2025-10-11T00:24:10.925185] [INFO ] [CONFIGURE ] NVR: Testing feature 20/29: add_price_rejection
[2025-10-11T00:24:10.925216] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T00:24:11.060014] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:11.198453] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:11.341580] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:11.485063] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:11.631309] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:11.773515] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:11.916833] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:12.060747] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:12.204541] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:24:12.344525] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:12.344718] [INFO ] [CONFIGURE ] NVR: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:24:12.344776] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2508 tests
[2025-10-11T00:24:12.344812] [INFO ] [CONFIGURE ] NVR: Testing feature 21/29: add_range_position
[2025-10-11T00:24:12.344842] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T00:24:12.488498] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:12.630301] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:12.775607] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:12.916876] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:13.059940] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:13.204585] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:13.352587] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:13.502707] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:13.652727] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:13.797415] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:13.797595] [INFO ] [CONFIGURE ] NVR: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:24:13.797659] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2507 tests
[2025-10-11T00:24:13.797720] [INFO ] [CONFIGURE ] NVR: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:24:13.797754] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T00:24:13.958754] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:14.119945] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:14.288623] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:14.469501] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:14.641282] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:14.809938] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:14.979049] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:15.140867] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:15.303337] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:15.467125] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:15.467315] [INFO ] [CONFIGURE ] NVR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:24:15.467361] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2506 tests
[2025-10-11T00:24:15.467396] [INFO ] [CONFIGURE ] NVR: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:24:15.467426] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T00:24:15.600757] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:15.738545] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:15.873203] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:16.007396] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:16.141950] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:16.277974] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:16.432038] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:16.600846] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:16.769798] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:16.957112] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:16.957309] [INFO ] [CONFIGURE ] NVR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:24:16.957356] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2505 tests
[2025-10-11T00:24:16.957393] [INFO ] [CONFIGURE ] NVR: Testing feature 24/29: add_rsi
[2025-10-11T00:24:16.957426] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:24:17.092527] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:17.225606] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:17.358252] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:17.492607] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:17.628746] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:17.764443] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:17.897165] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:18.031344] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:18.163618] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:18.296198] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:18.296336] [INFO ] [CONFIGURE ] NVR: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:24:18.296379] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2504 tests
[2025-10-11T00:24:18.296417] [INFO ] [CONFIGURE ] NVR: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:24:18.296448] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-11T00:24:18.418787] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:18.541087] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:18.664159] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:18.788007] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:18.919575] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:19.052484] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:19.188898] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:19.319057] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:19.465176] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:19.618267] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:19.618484] [INFO ] [CONFIGURE ] NVR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:24:19.618534] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2503 tests
[2025-10-11T00:24:19.618570] [INFO ] [CONFIGURE ] NVR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:24:19.618602] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:24:19.755469] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:19.885293] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:20.015575] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:20.147490] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:20.278938] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:20.429019] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:24:20.562502] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:24:20.700499] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:20.838216] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:24:20.987474] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:20.987741] [INFO ] [CONFIGURE ] NVR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:24:20.987801] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2502 tests
[2025-10-11T00:24:20.987841] [INFO ] [CONFIGURE ] NVR: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:24:20.987873] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-11T00:24:21.134043] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:21.279894] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:21.426521] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:21.575983] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:21.748286] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:21.908587] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:22.056161] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:22.204980] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:22.353302] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:22.502090] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:22.502247] [INFO ] [CONFIGURE ] NVR: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:24:22.502337] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2501 tests
[2025-10-11T00:24:22.502392] [INFO ] [CONFIGURE ] NVR: Testing feature 28/29: add_volume_profile
[2025-10-11T00:24:22.502426] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-11T00:24:22.630888] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:22.764288] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:22.895180] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:23.026379] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:24:23.158618] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:23.290204] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:23.423860] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:23.560750] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:23.699073] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:23.842417] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:23.842610] [INFO ] [CONFIGURE ] NVR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:24:23.842699] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2500 tests
[2025-10-11T00:24:23.842760] [INFO ] [CONFIGURE ] NVR: Testing feature 29/29: add_vwap
[2025-10-11T00:24:23.842817] [INFO ] [CONFIGURE ] NVR: Testing with features: ['add_ema', 'add_vwap']
[2025-10-11T00:24:23.978794] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:24.112328] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:24:24.247073] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:24.383415] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:24.520376] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:24.655324] [DEBUG] [FORECASTER] NVR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:24:24.794825] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:24:24.934417] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:24:25.070203] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:24:25.206745] [DEBUG] [FORECASTER] NVR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:25.206905] [INFO ] [CONFIGURE ] NVR: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:24:25.206948] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2499 tests
[2025-10-11T00:24:25.207003] [INFO ] [CONFIGURE ] NVR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:24:25.207078] [INFO ] [CONFIGURE ] NVR: Best accuracy: 80.00%
[2025-10-11T00:24:25.207122] [INFO ] [CONFIGURE ] NVR: Best feature set (1 features): ['add_ema']
[2025-10-11T00:24:25.207152] [INFO ] [CONFIGURE ] NVR: Improvement over baseline: 10.00%
[2025-10-11T00:24:25.207179] [INFO ] [CONFIGURE ] NVR: Total time: 41.0 seconds
[2025-10-11T00:24:25.207206] [INFO ] [CONFIGURE ] NVR: Average time per feature: 1.4 seconds
[2025-10-11T00:24:25.207234] [INFO ] [CONFIGURE ] NVR: Average speed: 0.71 features/sec
[2025-10-11T00:24:25.207779] [INFO ] [LOCAL     ] Saved configuration for NVR: 1 features, 80.00% accuracy -> ./output/feature-sets/NVR.json
[2025-10-11T00:24:25.207833] [INFO ] [CONFIGURE ] NVR: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:24:25.207908] [INFO ] [sig       ] [135/220] Successfully configured NVR | 0.02 sym/s | Total: 1.6h | ETA: 1.0h
[2025-10-11T00:24:25.207983] [INFO ] [sig       ] [136/220] Configuring NXC...
[2025-10-11T00:24:25.208053] [INFO ] [CONFIGURE ] NXC: Configurate test run.
[2025-10-11T00:24:25.208123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-10-11T00:24:25.221138] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXC'.
[2025-10-11T00:24:25.221552] [INFO ] [CONFIGURE ] NXC: Testing with 29 available features
[2025-10-11T00:24:25.221609] [INFO ] [CONFIGURE ] NXC: Establishing baseline with no features...
[2025-10-11T00:24:25.321772] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:25.421414] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:25.520743] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:25.621489] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:25.725591] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:25.827466] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:25.929853] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:26.031565] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:26.132373] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:26.235470] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:26.235667] [INFO ] [CONFIGURE ] NXC: Baseline score (no features): 40.00%
[2025-10-11T00:24:26.235739] [INFO ] [CONFIGURE ] NXC: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:24:26.235777] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:24:26.352017] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:26.464000] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:26.575444] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:26.689973] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:26.814989] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:26.931376] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:27.051155] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:27.170509] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:27.289435] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:27.407968] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:27.408135] [INFO ] [CONFIGURE ] NXC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:24:27.408179] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2498 tests
[2025-10-11T00:24:27.408214] [INFO ] [CONFIGURE ] NXC: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:24:27.408245] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:24:27.529207] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:27.651094] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:27.772572] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:27.895079] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:28.019911] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:28.143208] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:28.268052] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:28.392183] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:28.514942] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:28.639141] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:28.639303] [INFO ] [CONFIGURE ] NXC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:24:28.639347] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2497 tests
[2025-10-11T00:24:28.639382] [INFO ] [CONFIGURE ] NXC: Testing feature 3/29: add_daily_returns
[2025-10-11T00:24:28.639412] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_daily_returns']
[2025-10-11T00:24:28.745103] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:28.852955] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:28.959547] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:29.067181] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:29.173211] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:29.280392] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:29.387602] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:29.496817] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:29.609230] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:29.719298] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:29.719487] [INFO ] [CONFIGURE ] NXC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:24:29.719532] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2496 tests
[2025-10-11T00:24:29.719568] [INFO ] [CONFIGURE ] NXC: Testing feature 4/29: add_ema
[2025-10-11T00:24:29.719599] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema']
[2025-10-11T00:24:29.837159] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:29.955430] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:30.080816] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:30.214267] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:30.334503] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:30.455183] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:30.576796] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:30.699156] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:30.824676] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:30.951828] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:30.952012] [INFO ] [CONFIGURE ] NXC: KEPT add_ema (score: 60.00%)
[2025-10-11T00:24:30.952059] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2495 tests
[2025-10-11T00:24:30.952231] [INFO ] [CONFIGURE ] NXC: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:24:30.952290] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:24:31.099843] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:31.243906] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:31.385188] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:31.525167] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:31.666696] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:31.831325] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:31.981431] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:32.135023] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:32.321339] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:32.477580] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:32.477788] [INFO ] [CONFIGURE ] NXC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:24:32.477839] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2494 tests
[2025-10-11T00:24:32.477876] [INFO ] [CONFIGURE ] NXC: Testing feature 6/29: add_failed_moves
[2025-10-11T00:24:32.477908] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T00:24:32.605116] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:32.731873] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:32.860862] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:32.989234] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:33.114127] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:33.240760] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:33.367017] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:33.494847] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:33.621566] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:33.748301] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:33.748461] [INFO ] [CONFIGURE ] NXC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:24:33.748508] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2493 tests
[2025-10-11T00:24:33.748544] [INFO ] [CONFIGURE ] NXC: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:24:33.748577] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T00:24:33.862203] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:33.976247] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:34.090995] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:34.209349] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:34.328669] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:34.444963] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:34.570860] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:34.694486] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:34.818452] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:34.944347] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:34.944515] [INFO ] [CONFIGURE ] NXC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:24:34.944559] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2492 tests
[2025-10-11T00:24:34.944594] [INFO ] [CONFIGURE ] NXC: Testing feature 8/29: add_macd
[2025-10-11T00:24:34.944626] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:24:35.134944] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:35.298788] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:35.467522] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:35.627761] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:35.782792] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:35.937715] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:36.098497] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:36.259913] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:36.418522] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:36.586221] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:36.586482] [INFO ] [CONFIGURE ] NXC: KEPT add_macd (score: 70.00%)
[2025-10-11T00:24:36.586548] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2491 tests
[2025-10-11T00:24:36.586587] [INFO ] [CONFIGURE ] NXC: Testing feature 9/29: add_mfi
[2025-10-11T00:24:36.586619] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:24:36.769597] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:36.949434] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:37.129070] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:37.306319] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:37.487197] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:37.661955] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:37.837204] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:38.011390] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:38.190411] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:38.366951] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:38.367180] [INFO ] [CONFIGURE ] NXC: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:24:38.367233] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2490 tests
[2025-10-11T00:24:38.367269] [INFO ] [CONFIGURE ] NXC: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:24:38.367300] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:24:38.554063] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:24:38.746433] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:38.949154] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:39.143628] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:39.330085] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:39.523012] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:39.712472] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:39.901508] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:40.108014] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:40.305412] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:40.305588] [INFO ] [CONFIGURE ] NXC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:24:40.305633] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2489 tests
[2025-10-11T00:24:40.305731] [INFO ] [CONFIGURE ] NXC: Testing feature 11/29: add_obv_daily
[2025-10-11T00:24:40.305788] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:24:40.474719] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:40.643216] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:40.816727] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:40.986086] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:41.188865] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:41.365051] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:41.543078] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:41.713930] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:41.898750] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:42.104912] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:42.105174] [INFO ] [CONFIGURE ] NXC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:24:42.105249] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2488 tests
[2025-10-11T00:24:42.105304] [INFO ] [CONFIGURE ] NXC: Testing feature 12/29: add_obv_interval
[2025-10-11T00:24:42.105340] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:24:42.299445] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:42.497914] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:42.696415] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:42.876798] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:43.045248] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:43.216395] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:43.395433] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:43.570705] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:43.742072] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:43.913319] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:43.913482] [INFO ] [CONFIGURE ] NXC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:24:43.913526] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2487 tests
[2025-10-11T00:24:43.913562] [INFO ] [CONFIGURE ] NXC: Testing feature 13/29: add_opening_strength
[2025-10-11T00:24:43.913592] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:24:44.093613] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:44.278635] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:44.471384] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:44.654671] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:44.833702] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:45.013345] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:45.195090] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:45.397008] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:45.599722] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:24:45.804904] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:45.805083] [INFO ] [CONFIGURE ] NXC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:24:45.805128] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2486 tests
[2025-10-11T00:24:45.805165] [INFO ] [CONFIGURE ] NXC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:24:45.805196] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:24:45.987750] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:46.165421] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:46.343183] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:46.522667] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:46.711904] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:46.894886] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:47.097595] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:47.292123] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:47.475115] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:47.670570] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:47.670774] [INFO ] [CONFIGURE ] NXC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:24:47.670828] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2485 tests
[2025-10-11T00:24:47.670867] [INFO ] [CONFIGURE ] NXC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:24:47.670900] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:24:47.837088] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:48.007293] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:48.176227] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:48.341822] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:48.514432] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:48.683008] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:48.857428] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:49.030220] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:49.204344] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:49.379744] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:49.380004] [INFO ] [CONFIGURE ] NXC: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:24:49.380057] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2484 tests
[2025-10-11T00:24:49.380097] [INFO ] [CONFIGURE ] NXC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:24:49.380166] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-11T00:24:49.558681] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:49.741739] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:49.934284] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:50.113732] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:50.317794] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:50.498361] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:50.681990] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:50.869892] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:51.060597] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:51.246964] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:51.247194] [INFO ] [CONFIGURE ] NXC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:24:51.247245] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2483 tests
[2025-10-11T00:24:51.247284] [INFO ] [CONFIGURE ] NXC: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:24:51.247317] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-11T00:24:51.429158] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:51.618526] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:51.808226] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:51.995806] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:52.186450] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:52.372609] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:52.562930] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:24:52.750395] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:52.939037] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:53.132967] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:24:53.133128] [INFO ] [CONFIGURE ] NXC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:24:53.133247] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2482 tests
[2025-10-11T00:24:53.133292] [INFO ] [CONFIGURE ] NXC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:24:53.133324] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T00:24:53.329927] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:53.499412] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:24:53.669323] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:53.838148] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:54.010690] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:24:54.182866] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:54.361551] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:54.534528] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:54.711553] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:54.884595] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:54.884855] [INFO ] [CONFIGURE ] NXC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:24:54.884923] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2481 tests
[2025-10-11T00:24:54.884963] [INFO ] [CONFIGURE ] NXC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:24:54.884996] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T00:24:55.058273] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:55.228622] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:55.398474] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:55.567716] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:55.736927] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:55.910172] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:56.086401] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:56.265954] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:56.441236] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:56.618168] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:56.618343] [INFO ] [CONFIGURE ] NXC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:24:56.618398] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2480 tests
[2025-10-11T00:24:56.618440] [INFO ] [CONFIGURE ] NXC: Testing feature 20/29: add_price_rejection
[2025-10-11T00:24:56.618478] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T00:24:56.796671] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:56.988029] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:57.178850] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:24:57.358972] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:57.541159] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:57.721561] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:24:57.901997] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:24:58.079872] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:24:58.264971] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:24:58.449108] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:24:58.449291] [INFO ] [CONFIGURE ] NXC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:24:58.449337] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2479 tests
[2025-10-11T00:24:58.449372] [INFO ] [CONFIGURE ] NXC: Testing feature 21/29: add_range_position
[2025-10-11T00:24:58.449404] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:24:58.637882] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:24:58.822523] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:24:59.013246] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:24:59.201935] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:24:59.427739] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:24:59.623528] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:24:59.818909] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:00.008087] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:00.195599] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:25:00.381396] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:00.381547] [INFO ] [CONFIGURE ] NXC: KEPT add_range_position (score: 90.00%)
[2025-10-11T00:25:00.381593] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2478 tests
[2025-10-11T00:25:00.381628] [INFO ] [CONFIGURE ] NXC: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:25:00.381697] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_realized_volatility']
[2025-10-11T00:25:00.594347] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:00.824401] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:01.049237] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:25:01.269429] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:01.498034] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:01.733231] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:01.988728] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:02.223993] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:02.483168] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:25:02.713958] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:02.714158] [INFO ] [CONFIGURE ] NXC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:25:02.714205] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2477 tests
[2025-10-11T00:25:02.714299] [INFO ] [CONFIGURE ] NXC: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:25:02.714357] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_recent_range_context']
[2025-10-11T00:25:02.911390] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:03.115108] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:03.312340] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:25:03.509829] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:03.699446] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:03.891389] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:04.083225] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:04.275835] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:04.470242] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:25:04.670846] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:04.671062] [INFO ] [CONFIGURE ] NXC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:25:04.671118] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2476 tests
[2025-10-11T00:25:04.671157] [INFO ] [CONFIGURE ] NXC: Testing feature 24/29: add_rsi
[2025-10-11T00:25:04.671189] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_rsi']
[2025-10-11T00:25:04.869305] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:05.063637] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:05.260943] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:25:05.484949] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:05.682510] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:05.885700] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:06.083868] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:06.282131] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:06.479038] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:25:06.679562] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:06.679790] [INFO ] [CONFIGURE ] NXC: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:25:06.679845] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2475 tests
[2025-10-11T00:25:06.679885] [INFO ] [CONFIGURE ] NXC: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:25:06.679919] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_tick_distribution']
[2025-10-11T00:25:06.865969] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:07.048385] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:07.240037] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:25:07.453537] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:07.651617] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:07.847887] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:08.043816] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:08.239408] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:08.447276] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:25:08.659116] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:08.659308] [INFO ] [CONFIGURE ] NXC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:25:08.659373] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2474 tests
[2025-10-11T00:25:08.659411] [INFO ] [CONFIGURE ] NXC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:25:08.659441] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-11T00:25:08.854321] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:09.050232] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:09.255822] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:25:09.457877] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:09.659550] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:09.867218] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:10.073439] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:10.277407] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:10.479293] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:25:10.687386] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:10.687607] [INFO ] [CONFIGURE ] NXC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:25:10.687710] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2473 tests
[2025-10-11T00:25:10.687769] [INFO ] [CONFIGURE ] NXC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:25:10.687808] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_volume_price_divergence']
[2025-10-11T00:25:10.892177] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:11.095436] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:11.301755] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:25:11.541221] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:11.749829] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:11.967786] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:12.198137] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:12.400066] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:12.602998] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:25:12.812480] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:12.812725] [INFO ] [CONFIGURE ] NXC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:25:12.812817] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2472 tests
[2025-10-11T00:25:12.812877] [INFO ] [CONFIGURE ] NXC: Testing feature 28/29: add_volume_profile
[2025-10-11T00:25:12.812913] [INFO ] [CONFIGURE ] NXC: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position', 'add_volume_profile']
[2025-10-11T00:25:13.001427] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:25:13.187358] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:25:13.375898] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:25:13.573996] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:13.768915] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:13.962783] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:25:14.162858] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:25:14.367731] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:25:14.601359] [DEBUG] [FORECASTER] NXC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:25:14.801444] [DEBUG] [FORECASTER] NXC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:25:14.801659] [INFO ] [CONFIGURE ] NXC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:25:14.801733] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2471 tests
[2025-10-11T00:25:14.801810] [INFO ] [CONFIGURE ] NXC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:25:14.801881] [INFO ] [CONFIGURE ] NXC: Best accuracy: 90.00%
[2025-10-11T00:25:14.801924] [INFO ] [CONFIGURE ] NXC: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:25:14.801955] [INFO ] [CONFIGURE ] NXC: Improvement over baseline: 50.00%
[2025-10-11T00:25:14.801982] [INFO ] [CONFIGURE ] NXC: Total time: 48.6 seconds
[2025-10-11T00:25:14.802009] [INFO ] [CONFIGURE ] NXC: Average time per feature: 1.7 seconds
[2025-10-11T00:25:14.802036] [INFO ] [CONFIGURE ] NXC: Average speed: 0.60 features/sec
[2025-10-11T00:25:14.802758] [INFO ] [LOCAL     ] Saved configuration for NXC: 5 features, 90.00% accuracy -> ./output/feature-sets/NXC.json
[2025-10-11T00:25:14.802828] [INFO ] [CONFIGURE ] NXC: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-11T00:25:14.802901] [INFO ] [sig       ] [136/220] Successfully configured NXC | 0.02 sym/s | Total: 1.7h | ETA: 1.0h
[2025-10-11T00:25:14.802978] [INFO ] [sig       ] [137/220] Configuring NXDT...
[2025-10-11T00:25:14.803050] [INFO ] [CONFIGURE ] NXDT: Configurate test run.
[2025-10-11T00:25:14.803125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-10-11T00:25:14.818509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXDT'.
[2025-10-11T00:25:14.818930] [INFO ] [CONFIGURE ] NXDT: Testing with 29 available features
[2025-10-11T00:25:14.818986] [INFO ] [CONFIGURE ] NXDT: Establishing baseline with no features...
[2025-10-11T00:25:14.919785] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:15.020118] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.123292] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.229246] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.331621] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:15.434884] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.538963] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.646001] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:15.778678] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:15.899530] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:15.899753] [INFO ] [CONFIGURE ] NXDT: Baseline score (no features): 60.00%
[2025-10-11T00:25:15.899809] [INFO ] [CONFIGURE ] NXDT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:25:15.899845] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:25:16.051972] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:16.222221] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:16.399277] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:16.560363] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:16.743832] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:16.888615] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:17.008808] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:17.132574] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:17.257267] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:17.375463] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:25:17.375622] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:25:17.375700] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2470 tests
[2025-10-11T00:25:17.375747] [INFO ] [CONFIGURE ] NXDT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:25:17.375779] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:25:17.499610] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:17.621416] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:17.743277] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:17.865879] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:17.986370] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:18.110063] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:18.232300] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:18.355809] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:18.481397] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:18.608402] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:18.608610] [INFO ] [CONFIGURE ] NXDT: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T00:25:18.608687] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2469 tests
[2025-10-11T00:25:18.608742] [INFO ] [CONFIGURE ] NXDT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:25:18.608778] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:25:18.748191] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:18.880920] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:19.029388] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:19.167687] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:19.295921] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:19.425235] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:19.557387] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:19.690796] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:19.822918] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:19.953535] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:19.953760] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:25:19.953814] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2468 tests
[2025-10-11T00:25:19.953850] [INFO ] [CONFIGURE ] NXDT: Testing feature 4/29: add_ema
[2025-10-11T00:25:19.953883] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:25:20.096098] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:20.238516] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:20.379421] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:20.521521] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:20.664600] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:20.811395] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:20.954548] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:21.097864] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:21.242621] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:21.387295] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:21.387457] [INFO ] [CONFIGURE ] NXDT: KEPT add_ema (score: 90.00%)
[2025-10-11T00:25:21.387503] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2467 tests
[2025-10-11T00:25:21.387538] [INFO ] [CONFIGURE ] NXDT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:25:21.387569] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:25:21.554102] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:21.718348] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:21.887675] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:22.056188] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:22.225433] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:22.391779] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:22.561941] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:22.752897] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:22.939358] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:23.118227] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:23.118432] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:25:23.118479] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2466 tests
[2025-10-11T00:25:23.118515] [INFO ] [CONFIGURE ] NXDT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:25:23.118549] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-11T00:25:23.270055] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:23.416196] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:23.559555] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:23.703759] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:23.847870] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:24.006335] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:24.165200] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:24.325976] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:24.476244] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:24.626524] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:24.626735] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T00:25:24.626791] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2465 tests
[2025-10-11T00:25:24.626826] [INFO ] [CONFIGURE ] NXDT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:25:24.626910] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:25:24.767440] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:24.908314] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:25.060389] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:25.207991] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:25.361788] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:25.513777] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:25.665271] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:25.818328] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:25.967931] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:26.114191] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:26.114348] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T00:25:26.114405] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2464 tests
[2025-10-11T00:25:26.114466] [INFO ] [CONFIGURE ] NXDT: Testing feature 8/29: add_macd
[2025-10-11T00:25:26.114503] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:25:26.291842] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:26.470702] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:26.685095] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:26.877378] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:27.062011] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:27.243869] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:27.426564] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:27.614628] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:27.798025] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:27.983249] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:27.983460] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:25:27.983509] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2463 tests
[2025-10-11T00:25:27.983546] [INFO ] [CONFIGURE ] NXDT: Testing feature 9/29: add_mfi
[2025-10-11T00:25:27.983581] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-11T00:25:28.142992] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:28.305526] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:28.464456] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:28.622792] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:28.781134] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:28.941191] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:29.109571] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:29.294619] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:29.478753] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:29.660628] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:29.660854] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T00:25:29.660904] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2462 tests
[2025-10-11T00:25:29.660940] [INFO ] [CONFIGURE ] NXDT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:25:29.660974] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:25:29.854300] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:30.047520] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:30.231549] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:30.399201] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:30.578508] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:30.754879] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:30.935942] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:31.112491] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:31.289419] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:31.468320] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:31.468493] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:25:31.468538] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2461 tests
[2025-10-11T00:25:31.468595] [INFO ] [CONFIGURE ] NXDT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:25:31.468629] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-11T00:25:31.617898] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:31.767299] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:31.921566] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:32.073715] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:32.224876] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:32.403507] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:32.555611] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:32.734638] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:32.885174] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:33.040465] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:33.040706] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:25:33.040782] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2460 tests
[2025-10-11T00:25:33.040833] [INFO ] [CONFIGURE ] NXDT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:25:33.040868] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-11T00:25:33.183018] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:33.329214] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:33.471925] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:33.622563] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:33.772983] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:33.922832] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:34.074821] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:34.239254] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:34.393343] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:34.547551] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:34.547741] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:25:34.547798] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2459 tests
[2025-10-11T00:25:34.547837] [INFO ] [CONFIGURE ] NXDT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:25:34.547870] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:25:34.702853] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:34.863478] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:35.018952] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:35.174778] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:35.330826] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:35.487387] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:35.644925] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:35.804331] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:35.965325] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:36.127051] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:36.127230] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:25:36.127279] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2458 tests
[2025-10-11T00:25:36.127318] [INFO ] [CONFIGURE ] NXDT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:25:36.127350] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:25:36.292453] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:36.453268] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:36.615358] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:36.779166] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:36.953019] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:37.131425] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:37.300525] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:37.466364] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:37.629547] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:37.792296] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:37.792476] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:25:37.792538] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2457 tests
[2025-10-11T00:25:37.792576] [INFO ] [CONFIGURE ] NXDT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:25:37.792608] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:25:37.932341] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:38.072391] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:38.213780] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:38.356239] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:38.500100] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:38.647572] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:38.812777] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:38.960224] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:39.106497] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:39.253369] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:39.253536] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:25:39.253580] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2456 tests
[2025-10-11T00:25:39.253615] [INFO ] [CONFIGURE ] NXDT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:25:39.253695] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:25:39.405503] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:39.564474] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:39.717784] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:39.878038] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:40.029121] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:40.179638] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:40.330167] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:40.486347] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:40.643460] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:40.798626] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:40.798821] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:25:40.798870] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2455 tests
[2025-10-11T00:25:40.798905] [INFO ] [CONFIGURE ] NXDT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:25:40.798935] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T00:25:40.951431] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:41.108028] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:41.262561] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:41.416582] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:41.571328] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:41.725241] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:41.885025] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:42.045323] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:42.208485] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:42.369903] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:42.370064] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:25:42.370108] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2454 tests
[2025-10-11T00:25:42.370141] [INFO ] [CONFIGURE ] NXDT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:25:42.370172] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:25:42.518206] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:42.666152] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:42.815504] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:42.965283] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:43.114826] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:43.265775] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:43.420203] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:43.565210] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:43.712191] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:43.865545] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:43.865777] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:25:43.865831] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2453 tests
[2025-10-11T00:25:43.865869] [INFO ] [CONFIGURE ] NXDT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:25:43.865901] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:25:44.014564] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:44.160826] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:44.308146] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:44.456334] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:44.599268] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:44.741049] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:44.890130] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:45.036713] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:45.180962] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:45.326171] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:45.326326] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:25:45.326369] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2452 tests
[2025-10-11T00:25:45.326404] [INFO ] [CONFIGURE ] NXDT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:25:45.326435] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-11T00:25:45.475924] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:45.628531] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:45.781614] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:45.937151] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:46.095974] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:46.248473] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:46.401516] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:46.554537] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:46.709851] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:46.870070] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:46.870205] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:25:46.870248] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2451 tests
[2025-10-11T00:25:46.870281] [INFO ] [CONFIGURE ] NXDT: Testing feature 21/29: add_range_position
[2025-10-11T00:25:46.870311] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-11T00:25:47.027856] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:47.186788] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:47.348267] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:47.510267] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:47.675014] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:47.835900] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:47.997614] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:48.161436] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:48.332588] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:48.498842] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:25:48.499048] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:25:48.499094] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2450 tests
[2025-10-11T00:25:48.499129] [INFO ] [CONFIGURE ] NXDT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:25:48.499162] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-11T00:25:48.678627] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:48.859623] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:49.045949] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:49.227151] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:49.405361] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:49.585433] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:49.771082] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:49.955214] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:50.134505] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:50.315999] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:25:50.316191] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:25:50.316237] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2449 tests
[2025-10-11T00:25:50.316272] [INFO ] [CONFIGURE ] NXDT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:25:50.316303] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-11T00:25:50.467015] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:50.623586] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:50.775457] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:25:50.941263] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:51.099716] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:51.251189] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:51.404510] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:51.559386] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:51.713390] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:51.874829] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:51.874987] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:25:51.875030] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2448 tests
[2025-10-11T00:25:51.875063] [INFO ] [CONFIGURE ] NXDT: Testing feature 24/29: add_rsi
[2025-10-11T00:25:51.875094] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:25:52.034221] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:52.188397] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:52.340203] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:52.496638] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:52.654609] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:52.818489] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:52.998387] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:53.166786] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:53.329595] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:53.498008] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:53.498186] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:25:53.498248] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2447 tests
[2025-10-11T00:25:53.498286] [INFO ] [CONFIGURE ] NXDT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:25:53.498318] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-11T00:25:53.650107] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:53.802668] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:53.977236] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:54.131776] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:54.286168] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:54.441811] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:54.596619] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:54.752631] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:54.914579] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:55.074225] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:55.074398] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:25:55.074441] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2446 tests
[2025-10-11T00:25:55.074475] [INFO ] [CONFIGURE ] NXDT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:25:55.074506] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:25:55.232230] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:55.390039] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:55.546982] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:55.705774] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:55.863831] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:56.021899] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:56.179894] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:25:56.348896] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:56.514244] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:25:56.675046] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:56.675211] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:25:56.675255] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2445 tests
[2025-10-11T00:25:56.675292] [INFO ] [CONFIGURE ] NXDT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:25:56.675326] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-11T00:25:56.849087] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:57.020150] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:57.189207] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:57.364886] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:25:57.532152] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:25:57.698674] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:57.875013] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:58.046386] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:25:58.216737] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:25:58.386609] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:25:58.386808] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:25:58.386858] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2444 tests
[2025-10-11T00:25:58.386892] [INFO ] [CONFIGURE ] NXDT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:25:58.386924] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-11T00:25:58.541870] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:25:58.698159] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:25:58.855496] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:25:59.011959] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:25:59.170149] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:25:59.333989] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:25:59.509465] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:25:59.671080] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:25:59.829168] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:00.020584] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:00.020827] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:26:00.020887] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2443 tests
[2025-10-11T00:26:00.020939] [INFO ] [CONFIGURE ] NXDT: Testing feature 29/29: add_vwap
[2025-10-11T00:26:00.020996] [INFO ] [CONFIGURE ] NXDT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-11T00:26:00.184351] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:00.346618] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:00.510886] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:26:00.681379] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:26:00.844338] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:01.009879] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:01.178472] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:01.346951] [DEBUG] [FORECASTER] NXDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:26:01.516630] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:01.687942] [DEBUG] [FORECASTER] NXDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:26:01.688160] [INFO ] [CONFIGURE ] NXDT: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:26:01.688227] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2442 tests
[2025-10-11T00:26:01.688281] [INFO ] [CONFIGURE ] NXDT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:26:01.688339] [INFO ] [CONFIGURE ] NXDT: Best accuracy: 90.00%
[2025-10-11T00:26:01.688375] [INFO ] [CONFIGURE ] NXDT: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:26:01.688406] [INFO ] [CONFIGURE ] NXDT: Improvement over baseline: 30.00%
[2025-10-11T00:26:01.688435] [INFO ] [CONFIGURE ] NXDT: Total time: 45.8 seconds
[2025-10-11T00:26:01.688462] [INFO ] [CONFIGURE ] NXDT: Average time per feature: 1.6 seconds
[2025-10-11T00:26:01.688490] [INFO ] [CONFIGURE ] NXDT: Average speed: 0.63 features/sec
[2025-10-11T00:26:01.689293] [INFO ] [LOCAL     ] Saved configuration for NXDT: 2 features, 90.00% accuracy -> ./output/feature-sets/NXDT.json
[2025-10-11T00:26:01.689359] [INFO ] [CONFIGURE ] NXDT: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T00:26:01.689458] [INFO ] [sig       ] [137/220] Successfully configured NXDT | 0.02 sym/s | Total: 1.7h | ETA: 1.0h
[2025-10-11T00:26:01.689550] [INFO ] [sig       ] [138/220] Configuring NXE...
[2025-10-11T00:26:01.689634] [INFO ] [CONFIGURE ] NXE: Configurate test run.
[2025-10-11T00:26:01.689748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-10-11T00:26:01.707219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXE'.
[2025-10-11T00:26:01.707749] [INFO ] [CONFIGURE ] NXE: Testing with 29 available features
[2025-10-11T00:26:01.707839] [INFO ] [CONFIGURE ] NXE: Establishing baseline with no features...
[2025-10-11T00:26:01.837473] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:01.964053] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:02.088659] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:02.202083] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:02.319771] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:02.434452] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:02.547937] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:02.660992] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:02.775326] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:02.892079] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:02.892281] [INFO ] [CONFIGURE ] NXE: Baseline score (no features): 40.00%
[2025-10-11T00:26:02.892326] [INFO ] [CONFIGURE ] NXE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:26:02.892360] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:26:03.063664] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:03.186456] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:03.309722] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:03.427237] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:03.548800] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:03.668779] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:03.799067] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:03.919814] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:04.041123] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:04.164217] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:04.164370] [INFO ] [CONFIGURE ] NXE: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:26:04.164413] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2441 tests
[2025-10-11T00:26:04.164446] [INFO ] [CONFIGURE ] NXE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:26:04.164476] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:26:04.291090] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:04.414598] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:04.543184] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:04.668276] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:04.800954] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:04.927176] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:05.052886] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:05.179958] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:05.308008] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:05.436267] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:05.436417] [INFO ] [CONFIGURE ] NXE: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-11T00:26:05.436487] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2440 tests
[2025-10-11T00:26:05.436547] [INFO ] [CONFIGURE ] NXE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:26:05.436581] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns']
[2025-10-11T00:26:05.548877] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:05.660036] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:05.770713] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:05.880226] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:05.993310] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:06.107546] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:06.220500] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:06.334218] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:06.452093] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:06.567616] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:06.567795] [INFO ] [CONFIGURE ] NXE: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T00:26:06.567843] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2439 tests
[2025-10-11T00:26:06.567894] [INFO ] [CONFIGURE ] NXE: Testing feature 4/29: add_ema
[2025-10-11T00:26:06.567950] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:26:06.699168] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:06.834500] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:06.965929] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:07.100957] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:07.237445] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:07.371508] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:07.504141] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:07.638787] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:07.773955] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:07.913807] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:07.914023] [INFO ] [CONFIGURE ] NXE: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:26:07.914071] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2438 tests
[2025-10-11T00:26:07.914109] [INFO ] [CONFIGURE ] NXE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:26:07.914199] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:26:08.062059] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:08.232526] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:08.433014] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:08.644008] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:08.864311] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:09.071606] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:09.255350] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:09.395754] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:09.533563] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:09.666778] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:09.666965] [INFO ] [CONFIGURE ] NXE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:26:09.667043] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2437 tests
[2025-10-11T00:26:09.667105] [INFO ] [CONFIGURE ] NXE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:26:09.667140] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:26:09.779286] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:09.891759] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:10.003987] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:10.116552] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:10.230401] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:10.344156] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:10.458800] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:10.573946] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:10.689794] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:10.805362] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:10.805481] [INFO ] [CONFIGURE ] NXE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:26:10.805524] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2436 tests
[2025-10-11T00:26:10.805558] [INFO ] [CONFIGURE ] NXE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:26:10.805589] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:26:10.909858] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:11.014470] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:11.118399] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:11.222230] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:11.327546] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:11.434822] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:11.541373] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:11.648589] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:11.756675] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:11.867430] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:11.867548] [INFO ] [CONFIGURE ] NXE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:26:11.867590] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2435 tests
[2025-10-11T00:26:11.867624] [INFO ] [CONFIGURE ] NXE: Testing feature 8/29: add_macd
[2025-10-11T00:26:11.867687] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:26:12.008236] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:12.176975] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:12.316783] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:12.467412] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:26:12.615978] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:12.766161] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:12.915997] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:13.065001] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:13.216478] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:13.368975] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:13.369138] [INFO ] [CONFIGURE ] NXE: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:26:13.369184] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2434 tests
[2025-10-11T00:26:13.369218] [INFO ] [CONFIGURE ] NXE: Testing feature 9/29: add_mfi
[2025-10-11T00:26:13.369249] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:26:13.495165] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:13.621026] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:13.747429] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:13.874032] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:14.001684] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:14.130337] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:14.255909] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:14.382425] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:14.509378] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:14.635942] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:14.636073] [INFO ] [CONFIGURE ] NXE: DISCARDED add_mfi (score: 30.00%)
[2025-10-11T00:26:14.636177] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2433 tests
[2025-10-11T00:26:14.636231] [INFO ] [CONFIGURE ] NXE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:26:14.636268] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:26:14.771073] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:14.906436] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:15.042140] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:15.206407] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:15.343954] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:15.483474] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:15.623939] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:15.763842] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:15.907726] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:16.050010] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:16.050180] [INFO ] [CONFIGURE ] NXE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:26:16.050227] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2432 tests
[2025-10-11T00:26:16.050262] [INFO ] [CONFIGURE ] NXE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:26:16.050319] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:26:16.162822] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:16.276540] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:16.395501] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:16.516261] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:16.636595] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:16.755996] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:16.875185] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:16.994789] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:17.114554] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:17.234281] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:17.234424] [INFO ] [CONFIGURE ] NXE: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T00:26:17.234468] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2431 tests
[2025-10-11T00:26:17.234503] [INFO ] [CONFIGURE ] NXE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:26:17.234533] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:26:17.346910] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:17.460526] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:17.575957] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:17.691744] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:17.805968] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:17.920388] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:18.036439] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:18.154021] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:18.270724] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:18.387015] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:18.387228] [INFO ] [CONFIGURE ] NXE: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T00:26:18.387277] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2430 tests
[2025-10-11T00:26:18.387312] [INFO ] [CONFIGURE ] NXE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:26:18.387343] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:26:18.524616] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:18.649751] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:18.768451] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:18.887986] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:19.012761] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:19.140188] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:19.267382] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:19.390733] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:19.515446] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:19.641987] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:19.642174] [INFO ] [CONFIGURE ] NXE: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:26:19.642219] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2429 tests
[2025-10-11T00:26:19.642253] [INFO ] [CONFIGURE ] NXE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:26:19.642284] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:26:19.772311] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:19.913224] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:20.044833] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:20.176490] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:20.310618] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:20.442444] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:20.576520] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:20.709804] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:20.844089] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:20.977125] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:20.977312] [INFO ] [CONFIGURE ] NXE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:26:20.977354] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2428 tests
[2025-10-11T00:26:20.977390] [INFO ] [CONFIGURE ] NXE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:26:20.977420] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:26:21.087417] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:21.203034] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:21.313366] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:21.425761] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:21.536434] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:21.646924] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:21.759592] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:21.872871] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:21.989547] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:22.111436] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:22.111605] [INFO ] [CONFIGURE ] NXE: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:26:22.111678] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2427 tests
[2025-10-11T00:26:22.111733] [INFO ] [CONFIGURE ] NXE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:26:22.111769] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:26:22.233465] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:22.356988] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:22.482870] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:22.605103] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:26:22.726896] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:22.855556] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:22.980491] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:23.100960] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:23.224775] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:23.348345] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:23.348503] [INFO ] [CONFIGURE ] NXE: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:26:23.348546] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2426 tests
[2025-10-11T00:26:23.348582] [INFO ] [CONFIGURE ] NXE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:26:23.348612] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:26:23.471957] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:23.599029] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:23.728442] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:23.857584] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:23.985094] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:24.114391] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:24.271297] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:24.401591] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:24.527933] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:24.654548] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:24.654774] [INFO ] [CONFIGURE ] NXE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:26:24.654826] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2425 tests
[2025-10-11T00:26:24.654862] [INFO ] [CONFIGURE ] NXE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:26:24.654892] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:26:24.764061] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:24.873848] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:24.983791] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:25.094723] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:25.207973] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:25.319313] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:25.434080] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:25.550610] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:25.668706] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:25.783091] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:25.783339] [INFO ] [CONFIGURE ] NXE: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T00:26:25.783400] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2424 tests
[2025-10-11T00:26:25.783439] [INFO ] [CONFIGURE ] NXE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:26:25.783471] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:26:25.894332] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:26.004725] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:26.116183] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:26.226799] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:26.337796] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:26.450307] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:26.562811] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:26.678279] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:26.792552] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:26.907266] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:26.907410] [INFO ] [CONFIGURE ] NXE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:26:26.907454] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2423 tests
[2025-10-11T00:26:26.907488] [INFO ] [CONFIGURE ] NXE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:26:26.907519] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T00:26:27.029131] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:27.149686] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:27.300911] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:27.422317] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:27.543119] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:27.665900] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:27.787858] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:27.911272] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:28.036882] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:28.164814] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:28.165031] [INFO ] [CONFIGURE ] NXE: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:26:28.165081] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2422 tests
[2025-10-11T00:26:28.165118] [INFO ] [CONFIGURE ] NXE: Testing feature 21/29: add_range_position
[2025-10-11T00:26:28.165150] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T00:26:28.296996] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:28.435316] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:28.568335] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:28.699157] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:28.831042] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:28.964639] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:29.097908] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:29.231709] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:29.364803] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:26:29.498703] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:29.498870] [INFO ] [CONFIGURE ] NXE: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:26:29.498916] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2421 tests
[2025-10-11T00:26:29.498950] [INFO ] [CONFIGURE ] NXE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:26:29.498980] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:26:29.641797] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:29.791510] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:29.935852] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:30.081623] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:30.226622] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:30.374797] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:30.522718] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:30.670186] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:30.823451] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:30.986488] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:30.986772] [INFO ] [CONFIGURE ] NXE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:26:30.986831] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 1.5s/test | Remaining: 2420 tests
[2025-10-11T00:26:30.986872] [INFO ] [CONFIGURE ] NXE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:26:30.986906] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:26:31.119751] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:31.241458] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:31.368339] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:31.490769] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:31.609065] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:31.730155] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:31.852342] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:31.975239] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:32.115192] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:32.244635] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:32.244836] [INFO ] [CONFIGURE ] NXE: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:26:32.244882] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 1.5s/test | Remaining: 2419 tests
[2025-10-11T00:26:32.244942] [INFO ] [CONFIGURE ] NXE: Testing feature 24/29: add_rsi
[2025-10-11T00:26:32.244976] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:26:32.386133] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:26:32.525975] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:32.663429] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:32.805531] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:32.947392] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:33.090818] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:26:33.233963] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:33.393930] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:33.535299] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:33.678379] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:33.678549] [INFO ] [CONFIGURE ] NXE: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:26:33.678598] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2418 tests
[2025-10-11T00:26:33.678634] [INFO ] [CONFIGURE ] NXE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:26:33.678706] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:26:33.793787] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:33.909840] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:34.025671] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:34.145083] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:34.264392] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:34.384525] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:34.504133] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:34.622399] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:34.741445] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:34.860993] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:34.861160] [INFO ] [CONFIGURE ] NXE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:26:34.861221] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2417 tests
[2025-10-11T00:26:34.861259] [INFO ] [CONFIGURE ] NXE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:26:34.861289] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:26:34.979221] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:35.098957] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:35.217307] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:35.337245] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:35.459659] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:35.584001] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:35.704720] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:35.825395] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:35.952219] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:36.080675] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:36.080888] [INFO ] [CONFIGURE ] NXE: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-11T00:26:36.080935] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2416 tests
[2025-10-11T00:26:36.080972] [INFO ] [CONFIGURE ] NXE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:26:36.081005] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:26:36.215741] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:36.350040] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:36.487179] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:36.628417] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:36.766428] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:36.902937] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:37.041317] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:37.182890] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:37.321621] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:37.458870] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:37.459028] [INFO ] [CONFIGURE ] NXE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:26:37.459072] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2415 tests
[2025-10-11T00:26:37.459106] [INFO ] [CONFIGURE ] NXE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:26:37.459136] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T00:26:37.585008] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:37.708886] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:37.830801] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:37.954751] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:38.078917] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:38.204743] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:38.330914] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:26:38.457549] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:38.590450] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:38.723370] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:26:38.723538] [INFO ] [CONFIGURE ] NXE: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:26:38.723582] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2414 tests
[2025-10-11T00:26:38.723659] [INFO ] [CONFIGURE ] NXE: Testing feature 29/29: add_vwap
[2025-10-11T00:26:38.723718] [INFO ] [CONFIGURE ] NXE: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T00:26:38.849061] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:38.974924] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:26:39.100067] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:39.227833] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:26:39.356320] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:39.491660] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:26:39.623016] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:26:39.778621] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:39.910713] [DEBUG] [FORECASTER] NXE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:26:40.041628] [DEBUG] [FORECASTER] NXE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:26:40.041839] [INFO ] [CONFIGURE ] NXE: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:26:40.041886] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2413 tests
[2025-10-11T00:26:40.041925] [INFO ] [CONFIGURE ] NXE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:26:40.041955] [INFO ] [CONFIGURE ] NXE: Best accuracy: 60.00%
[2025-10-11T00:26:40.041986] [INFO ] [CONFIGURE ] NXE: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T00:26:40.042015] [INFO ] [CONFIGURE ] NXE: Improvement over baseline: 20.00%
[2025-10-11T00:26:40.042042] [INFO ] [CONFIGURE ] NXE: Total time: 37.1 seconds
[2025-10-11T00:26:40.042068] [INFO ] [CONFIGURE ] NXE: Average time per feature: 1.3 seconds
[2025-10-11T00:26:40.042095] [INFO ] [CONFIGURE ] NXE: Average speed: 0.78 features/sec
[2025-10-11T00:26:40.042503] [INFO ] [LOCAL     ] Saved configuration for NXE: 1 features, 60.00% accuracy -> ./output/feature-sets/NXE.json
[2025-10-11T00:26:40.042557] [INFO ] [CONFIGURE ] NXE: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-11T00:26:40.042595] [INFO ] [sig       ] [138/220] Successfully configured NXE | 0.02 sym/s | Total: 1.7h | ETA: 60.0m
[2025-10-11T00:26:40.042628] [INFO ] [sig       ] [139/220] Configuring NXG...
[2025-10-11T00:26:40.042692] [INFO ] [CONFIGURE ] NXG: Configurate test run.
[2025-10-11T00:26:40.042744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-10-11T00:26:40.055389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXG'.
[2025-10-11T00:26:40.055734] [INFO ] [CONFIGURE ] NXG: Testing with 29 available features
[2025-10-11T00:26:40.055789] [INFO ] [CONFIGURE ] NXG: Establishing baseline with no features...
[2025-10-11T00:26:40.165715] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:40.273711] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:40.381755] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:40.490445] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:40.600845] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:40.713111] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:40.825897] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:26:40.939496] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:41.053683] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:41.168337] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:41.168546] [INFO ] [CONFIGURE ] NXG: Baseline score (no features): 60.00%
[2025-10-11T00:26:41.168601] [INFO ] [CONFIGURE ] NXG: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:26:41.168636] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:26:41.290783] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:41.411352] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:41.535045] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:41.656529] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:41.781187] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:41.914036] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:42.052847] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:42.190031] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:42.322355] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:42.475698] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:42.475866] [INFO ] [CONFIGURE ] NXG: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-11T00:26:42.475911] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2412 tests
[2025-10-11T00:26:42.475944] [INFO ] [CONFIGURE ] NXG: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:26:42.475975] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:26:42.614696] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:42.750934] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:42.891233] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:43.030094] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:43.169059] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:43.309321] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:43.450605] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:43.593924] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:43.731739] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:43.867787] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:43.867967] [INFO ] [CONFIGURE ] NXG: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:26:43.868012] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2411 tests
[2025-10-11T00:26:43.868046] [INFO ] [CONFIGURE ] NXG: Testing feature 3/29: add_daily_returns
[2025-10-11T00:26:43.868076] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:26:43.997008] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:44.121298] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:44.249303] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:44.374605] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:44.499912] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:44.626209] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:44.754045] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:44.882343] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:45.014974] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:45.145330] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:45.145493] [INFO ] [CONFIGURE ] NXG: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:26:45.145536] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2410 tests
[2025-10-11T00:26:45.145571] [INFO ] [CONFIGURE ] NXG: Testing feature 4/29: add_ema
[2025-10-11T00:26:45.145602] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:26:45.302255] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:45.446853] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:45.589474] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:45.732674] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:45.877357] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:46.027101] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:46.168686] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:46.304587] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:46.441269] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:46.577636] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:46.577850] [INFO ] [CONFIGURE ] NXG: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:26:46.577897] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2409 tests
[2025-10-11T00:26:46.577934] [INFO ] [CONFIGURE ] NXG: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:26:46.577965] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:26:46.717582] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:46.856387] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:46.996783] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:47.137932] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:47.290639] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:47.438687] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:26:47.591625] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:47.744106] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:47.899424] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:48.055136] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:48.055327] [INFO ] [CONFIGURE ] NXG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:26:48.055375] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2408 tests
[2025-10-11T00:26:48.055411] [INFO ] [CONFIGURE ] NXG: Testing feature 6/29: add_failed_moves
[2025-10-11T00:26:48.055456] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:26:48.185727] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:48.313405] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:48.440923] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:48.568773] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:48.697851] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:48.826673] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:48.956072] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:49.092913] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:49.228076] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:49.371296] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:49.371460] [INFO ] [CONFIGURE ] NXG: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:26:49.371503] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2407 tests
[2025-10-11T00:26:49.371545] [INFO ] [CONFIGURE ] NXG: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:26:49.371576] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:26:49.496670] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:49.622797] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:49.757862] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:49.901061] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:50.040083] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:50.182432] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:50.324179] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:50.468082] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:50.612321] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:50.754175] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:26:50.754417] [INFO ] [CONFIGURE ] NXG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:26:50.754491] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2406 tests
[2025-10-11T00:26:50.754535] [INFO ] [CONFIGURE ] NXG: Testing feature 8/29: add_macd
[2025-10-11T00:26:50.754568] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:26:50.936062] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:51.119853] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:51.301618] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:51.488678] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:51.674789] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:51.858487] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:26:52.023365] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:52.194053] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:52.368564] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:52.537384] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:52.537610] [INFO ] [CONFIGURE ] NXG: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:26:52.537688] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2405 tests
[2025-10-11T00:26:52.537742] [INFO ] [CONFIGURE ] NXG: Testing feature 9/29: add_mfi
[2025-10-11T00:26:52.537777] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:26:52.675666] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:52.813242] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:52.947876] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:53.089016] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:53.228875] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:53.373445] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:53.514758] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:53.660226] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:53.803289] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:53.946398] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:53.946563] [INFO ] [CONFIGURE ] NXG: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:26:53.946609] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2404 tests
[2025-10-11T00:26:53.946670] [INFO ] [CONFIGURE ] NXG: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:26:53.946727] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:26:54.097629] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:54.248779] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:54.404259] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:54.590914] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:54.744401] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:54.900463] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:26:55.059586] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:26:55.217693] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:55.373882] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:55.535540] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:55.535791] [INFO ] [CONFIGURE ] NXG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:26:55.535847] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2403 tests
[2025-10-11T00:26:55.535887] [INFO ] [CONFIGURE ] NXG: Testing feature 11/29: add_obv_daily
[2025-10-11T00:26:55.535920] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:26:55.669059] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:55.798946] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:55.930587] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:56.061045] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:56.192062] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:56.325150] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:26:56.461080] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:56.608381] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:26:56.742747] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:26:56.878388] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:56.878576] [INFO ] [CONFIGURE ] NXG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:26:56.878622] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2402 tests
[2025-10-11T00:26:56.878699] [INFO ] [CONFIGURE ] NXG: Testing feature 12/29: add_obv_interval
[2025-10-11T00:26:56.878744] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:26:57.011187] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:57.140799] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:57.273807] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:26:57.405525] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:57.539205] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:26:57.671292] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:26:57.800429] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:57.931364] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:58.069623] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:58.203388] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:58.203560] [INFO ] [CONFIGURE ] NXG: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:26:58.203625] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2401 tests
[2025-10-11T00:26:58.203753] [INFO ] [CONFIGURE ] NXG: Testing feature 13/29: add_opening_strength
[2025-10-11T00:26:58.203794] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:26:58.340005] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:58.478877] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:26:58.615306] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:26:58.751672] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:26:58.892600] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:26:59.033659] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:26:59.176256] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:26:59.316772] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:26:59.455391] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:26:59.610581] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:26:59.610776] [INFO ] [CONFIGURE ] NXG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:26:59.610831] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2400 tests
[2025-10-11T00:26:59.610890] [INFO ] [CONFIGURE ] NXG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:26:59.610922] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:26:59.749371] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:26:59.888172] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:00.028274] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:00.168626] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:00.325395] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:27:00.520962] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:00.734813] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:00.969959] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:01.185344] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:01.363611] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:01.363872] [INFO ] [CONFIGURE ] NXG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:27:01.363938] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2399 tests
[2025-10-11T00:27:01.363979] [INFO ] [CONFIGURE ] NXG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:27:01.364012] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:27:01.498025] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:01.633326] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:01.765788] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:27:01.900848] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:02.031729] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:27:02.162864] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:02.301377] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:02.437320] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:02.580318] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:02.716200] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:02.716400] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:27:02.716447] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2398 tests
[2025-10-11T00:27:02.716482] [INFO ] [CONFIGURE ] NXG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:27:02.716513] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:27:02.857135] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:02.994913] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:03.136778] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:03.271066] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:03.403512] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:27:03.543750] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:03.720320] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:03.862966] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:27:04.003552] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:04.131614] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:04.131773] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:27:04.131822] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2397 tests
[2025-10-11T00:27:04.131857] [INFO ] [CONFIGURE ] NXG: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:27:04.131887] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:27:04.259615] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:04.388102] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:04.522483] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:04.658591] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:04.795780] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:27:04.934092] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:05.071330] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:05.209585] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:27:05.347611] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:05.488277] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:05.488461] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:27:05.488505] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2396 tests
[2025-10-11T00:27:05.488541] [INFO ] [CONFIGURE ] NXG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:27:05.488572] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:27:05.613861] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:05.737774] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:05.860638] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:05.984521] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:27:06.108454] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:06.234303] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:06.356617] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:06.480484] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:27:06.601964] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:06.733243] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:06.733399] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:27:06.733444] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2395 tests
[2025-10-11T00:27:06.733478] [INFO ] [CONFIGURE ] NXG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:27:06.733510] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:27:06.855279] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:06.979514] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:07.101900] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:07.225589] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:07.354804] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:07.490335] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:07.625581] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:07.751175] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:07.878469] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:08.006854] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:08.007023] [INFO ] [CONFIGURE ] NXG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:27:08.007099] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2394 tests
[2025-10-11T00:27:08.007139] [INFO ] [CONFIGURE ] NXG: Testing feature 20/29: add_price_rejection
[2025-10-11T00:27:08.007170] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:27:08.141378] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:08.274878] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:27:08.415256] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:08.552455] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:08.686026] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:08.820854] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:08.953534] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:09.083997] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:09.214851] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:09.343858] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:09.344015] [INFO ] [CONFIGURE ] NXG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:27:09.344059] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2393 tests
[2025-10-11T00:27:09.344093] [INFO ] [CONFIGURE ] NXG: Testing feature 21/29: add_range_position
[2025-10-11T00:27:09.344123] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:27:09.479878] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:09.614562] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:09.774281] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:09.918769] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:10.062998] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:10.209381] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:10.364237] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:10.508857] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:10.646611] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:10.784486] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:10.784638] [INFO ] [CONFIGURE ] NXG: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:27:10.784737] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2392 tests
[2025-10-11T00:27:10.784777] [INFO ] [CONFIGURE ] NXG: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:27:10.784829] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:27:10.933982] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:11.084869] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:11.236824] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:11.390417] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:11.544121] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:11.698936] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:11.853428] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:12.007008] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:12.165993] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:12.323307] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:12.323511] [INFO ] [CONFIGURE ] NXG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:27:12.323558] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2391 tests
[2025-10-11T00:27:12.323595] [INFO ] [CONFIGURE ] NXG: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:27:12.323627] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:27:12.469033] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:12.609211] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:12.771873] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:12.908437] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:13.044277] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:13.182112] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:13.315684] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:13.449884] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:13.586481] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:13.722269] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:13.722468] [INFO ] [CONFIGURE ] NXG: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:27:13.722515] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2390 tests
[2025-10-11T00:27:13.722553] [INFO ] [CONFIGURE ] NXG: Testing feature 24/29: add_rsi
[2025-10-11T00:27:13.722585] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:27:13.873744] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:14.024248] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:14.172840] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:27:14.322830] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:27:14.474125] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:27:14.626623] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:14.781154] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:14.934868] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:15.091270] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:15.249223] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:15.249402] [INFO ] [CONFIGURE ] NXG: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:27:15.249446] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2389 tests
[2025-10-11T00:27:15.249482] [INFO ] [CONFIGURE ] NXG: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:27:15.249512] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:27:15.379827] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:15.509222] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:15.641692] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:15.805477] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:15.941766] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:16.079297] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:16.213038] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:16.346400] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:16.481303] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:16.616668] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:16.616830] [INFO ] [CONFIGURE ] NXG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:27:16.616875] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2388 tests
[2025-10-11T00:27:16.616910] [INFO ] [CONFIGURE ] NXG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:27:16.616940] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:27:16.748146] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:16.878616] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:17.017603] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:27:17.165416] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:17.301300] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:17.445978] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:17.588322] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:17.725355] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:17.859004] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:17.991380] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:17.991583] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:27:17.991724] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2387 tests
[2025-10-11T00:27:17.991784] [INFO ] [CONFIGURE ] NXG: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:27:17.991819] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:27:18.132321] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:18.269306] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:18.409394] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:27:18.551093] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:27:18.693784] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:18.873336] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:27:19.030822] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:19.174563] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:27:19.319871] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:19.465841] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:19.466053] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:27:19.466117] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2386 tests
[2025-10-11T00:27:19.466156] [INFO ] [CONFIGURE ] NXG: Testing feature 28/29: add_volume_profile
[2025-10-11T00:27:19.466188] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:27:19.599389] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:19.735418] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:19.866955] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:27:20.003050] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:20.140186] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:20.275476] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:27:20.417119] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:20.554404] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:20.691569] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:20.833999] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:20.834147] [INFO ] [CONFIGURE ] NXG: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:27:20.834190] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2385 tests
[2025-10-11T00:27:20.834224] [INFO ] [CONFIGURE ] NXG: Testing feature 29/29: add_vwap
[2025-10-11T00:27:20.834255] [INFO ] [CONFIGURE ] NXG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:27:20.969486] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:21.105330] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:27:21.240480] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:27:21.377783] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:27:21.519125] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:27:21.660798] [DEBUG] [FORECASTER] NXG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:27:21.816126] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:27:21.972725] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:27:22.112278] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:22.253130] [DEBUG] [FORECASTER] NXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:22.253280] [INFO ] [CONFIGURE ] NXG: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:27:22.253328] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2384 tests
[2025-10-11T00:27:22.253385] [INFO ] [CONFIGURE ] NXG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:27:22.253443] [INFO ] [CONFIGURE ] NXG: Best accuracy: 80.00%
[2025-10-11T00:27:22.253478] [INFO ] [CONFIGURE ] NXG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:27:22.253508] [INFO ] [CONFIGURE ] NXG: Improvement over baseline: 20.00%
[2025-10-11T00:27:22.253536] [INFO ] [CONFIGURE ] NXG: Total time: 41.1 seconds
[2025-10-11T00:27:22.253564] [INFO ] [CONFIGURE ] NXG: Average time per feature: 1.4 seconds
[2025-10-11T00:27:22.253593] [INFO ] [CONFIGURE ] NXG: Average speed: 0.71 features/sec
[2025-10-11T00:27:22.254165] [INFO ] [LOCAL     ] Saved configuration for NXG: 1 features, 80.00% accuracy -> ./output/feature-sets/NXG.json
[2025-10-11T00:27:22.254222] [INFO ] [CONFIGURE ] NXG: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:27:22.254283] [INFO ] [sig       ] [139/220] Successfully configured NXG | 0.02 sym/s | Total: 1.7h | ETA: 59.2m
[2025-10-11T00:27:22.254361] [INFO ] [sig       ] [140/220] Configuring NXN...
[2025-10-11T00:27:22.254431] [INFO ] [CONFIGURE ] NXN: Configurate test run.
[2025-10-11T00:27:22.254499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'.
[2025-10-11T00:27:22.268441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXN'.
[2025-10-11T00:27:22.268765] [INFO ] [CONFIGURE ] NXN: Testing with 29 available features
[2025-10-11T00:27:22.268823] [INFO ] [CONFIGURE ] NXN: Establishing baseline with no features...
[2025-10-11T00:27:22.378921] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:22.493331] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:22.603537] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:22.713065] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:22.825992] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:22.938370] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:23.051051] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:23.163538] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:23.276887] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:23.390762] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:23.390928] [INFO ] [CONFIGURE ] NXN: Baseline score (no features): 40.00%
[2025-10-11T00:27:23.390971] [INFO ] [CONFIGURE ] NXN: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:27:23.391003] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:27:23.531284] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:23.675116] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:23.800546] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:23.926664] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:24.052215] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:24.178632] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:24.307566] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:24.442259] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:24.580035] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:24.715744] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:24.715903] [INFO ] [CONFIGURE ] NXN: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T00:27:24.715945] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2383 tests
[2025-10-11T00:27:24.715978] [INFO ] [CONFIGURE ] NXN: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:27:24.716008] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:27:24.858606] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:25.000965] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:25.142075] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:25.283532] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:25.424405] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:25.566418] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:25.709777] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:25.849016] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:25.993549] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:26.134152] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:26.134311] [INFO ] [CONFIGURE ] NXN: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T00:27:26.134354] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2382 tests
[2025-10-11T00:27:26.134388] [INFO ] [CONFIGURE ] NXN: Testing feature 3/29: add_daily_returns
[2025-10-11T00:27:26.134418] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:27:26.256094] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:26.380756] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:26.506966] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:26.643880] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:26.769511] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:27:26.891708] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:27.018239] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:27.145201] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:27.273142] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:27.397669] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:27.397793] [INFO ] [CONFIGURE ] NXN: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:27:27.397859] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2381 tests
[2025-10-11T00:27:27.397896] [INFO ] [CONFIGURE ] NXN: Testing feature 4/29: add_ema
[2025-10-11T00:27:27.397926] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:27:27.534625] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:27.682041] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:27.818213] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:27.993422] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:28.135314] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:28.277231] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:28.420091] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:28.563101] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:28.707245] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:28.852636] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:28.852828] [INFO ] [CONFIGURE ] NXN: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:27:28.852875] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2380 tests
[2025-10-11T00:27:28.852910] [INFO ] [CONFIGURE ] NXN: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:27:28.852940] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:27:28.999741] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:29.147230] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:27:29.300733] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:29.449566] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:29.598707] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:29.749383] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:29.900353] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:30.051799] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:30.208813] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:30.360021] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:30.360169] [INFO ] [CONFIGURE ] NXN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:27:30.360213] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2379 tests
[2025-10-11T00:27:30.360247] [INFO ] [CONFIGURE ] NXN: Testing feature 6/29: add_failed_moves
[2025-10-11T00:27:30.360279] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:27:30.488759] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:30.618998] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:30.748801] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:30.878822] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:31.027663] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:31.159026] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:31.289585] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:31.421231] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:27:31.552387] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:31.685463] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:31.685570] [INFO ] [CONFIGURE ] NXN: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:27:31.685613] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2378 tests
[2025-10-11T00:27:31.685670] [INFO ] [CONFIGURE ] NXN: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:27:31.685724] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:27:31.809470] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:31.931874] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:32.053495] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:32.178542] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:32.300869] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:32.426372] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:32.555283] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:32.682510] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:32.807901] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:32.925939] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:32.926048] [INFO ] [CONFIGURE ] NXN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:27:32.926105] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2377 tests
[2025-10-11T00:27:32.926163] [INFO ] [CONFIGURE ] NXN: Testing feature 8/29: add_macd
[2025-10-11T00:27:32.926197] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:27:33.077221] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:33.229282] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:33.382241] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:27:33.534376] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:33.685415] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:27:33.839805] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:34.001042] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:34.155664] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:34.309952] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:34.466203] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:34.466333] [INFO ] [CONFIGURE ] NXN: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:27:34.466376] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2376 tests
[2025-10-11T00:27:34.466410] [INFO ] [CONFIGURE ] NXN: Testing feature 9/29: add_mfi
[2025-10-11T00:27:34.466440] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:27:34.595564] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:34.724048] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:34.853594] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:34.983295] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:35.116627] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:35.249409] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:35.380249] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:35.510563] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:35.641231] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:35.772436] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:35.772562] [INFO ] [CONFIGURE ] NXN: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:27:35.772606] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2375 tests
[2025-10-11T00:27:35.772661] [INFO ] [CONFIGURE ] NXN: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:27:35.772719] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:27:35.915096] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:36.057595] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:36.200333] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:36.342237] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:36.484958] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:36.627590] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:36.770202] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:36.914082] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:27:37.088942] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:37.234184] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:37.234345] [INFO ] [CONFIGURE ] NXN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:27:37.234396] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2374 tests
[2025-10-11T00:27:37.234432] [INFO ] [CONFIGURE ] NXN: Testing feature 11/29: add_obv_daily
[2025-10-11T00:27:37.234463] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:27:37.354865] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:37.475884] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:37.599410] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:37.723058] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:37.848019] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:37.970799] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:38.093208] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:38.215472] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:38.338920] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:38.462739] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:38.462851] [INFO ] [CONFIGURE ] NXN: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:27:38.462893] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2373 tests
[2025-10-11T00:27:38.462927] [INFO ] [CONFIGURE ] NXN: Testing feature 12/29: add_obv_interval
[2025-10-11T00:27:38.462956] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:27:38.582027] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:38.701581] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:38.821315] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:38.942763] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:39.063549] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:27:39.185091] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:39.306327] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:39.427104] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:39.549238] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:39.672912] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:39.673027] [INFO ] [CONFIGURE ] NXN: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:27:39.673070] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2372 tests
[2025-10-11T00:27:39.673104] [INFO ] [CONFIGURE ] NXN: Testing feature 13/29: add_opening_strength
[2025-10-11T00:27:39.673134] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:27:39.801044] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:39.929107] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:40.056501] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:40.183805] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:40.310386] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:27:40.437437] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:40.564500] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:40.694461] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:40.825708] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:40.958018] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:40.958132] [INFO ] [CONFIGURE ] NXN: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:27:40.958176] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2371 tests
[2025-10-11T00:27:40.958210] [INFO ] [CONFIGURE ] NXN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:27:40.958239] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:27:41.093209] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:41.224555] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:41.360028] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:41.492988] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:41.626423] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:41.759154] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:41.911480] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:42.045587] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:42.179739] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:42.314119] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:42.314254] [INFO ] [CONFIGURE ] NXN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:27:42.314298] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2370 tests
[2025-10-11T00:27:42.314331] [INFO ] [CONFIGURE ] NXN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:27:42.314363] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:27:42.427159] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:42.540537] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:42.654069] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:42.769281] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:42.884126] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:42.998415] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:43.138336] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:43.255134] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:43.370975] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:43.489044] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:43.489173] [INFO ] [CONFIGURE ] NXN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:27:43.489215] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2369 tests
[2025-10-11T00:27:43.489325] [INFO ] [CONFIGURE ] NXN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:27:43.489365] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:27:43.611041] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:43.732942] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:27:43.855341] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:43.979123] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:44.102119] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:44.225142] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:44.353850] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:27:44.478387] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:27:44.603438] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:44.729388] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:44.729551] [INFO ] [CONFIGURE ] NXN: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:27:44.729633] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2368 tests
[2025-10-11T00:27:44.729710] [INFO ] [CONFIGURE ] NXN: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:27:44.729750] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:27:44.855929] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:44.983194] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:45.110243] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:45.237469] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:45.365678] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:45.496049] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:45.625337] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:45.754229] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:27:45.884561] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:46.014855] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:46.014970] [INFO ] [CONFIGURE ] NXN: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-11T00:27:46.015014] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2367 tests
[2025-10-11T00:27:46.015048] [INFO ] [CONFIGURE ] NXN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:27:46.015078] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:27:46.158988] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:46.273688] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:46.389235] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:46.504115] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:46.620071] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:46.737763] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:46.854126] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:46.971367] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:47.090812] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:47.210787] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:47.210925] [INFO ] [CONFIGURE ] NXN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:27:47.210968] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2366 tests
[2025-10-11T00:27:47.211003] [INFO ] [CONFIGURE ] NXN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:27:47.211035] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:27:47.328528] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:47.443812] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:47.559411] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:47.676174] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:47.793130] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:47.914092] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:48.031298] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:48.149198] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:48.267786] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:48.385504] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:48.385615] [INFO ] [CONFIGURE ] NXN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:27:48.385685] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2365 tests
[2025-10-11T00:27:48.385736] [INFO ] [CONFIGURE ] NXN: Testing feature 20/29: add_price_rejection
[2025-10-11T00:27:48.385768] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:27:48.508369] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:48.631585] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:48.758990] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:48.888293] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:49.017491] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:49.172121] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:49.299109] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:49.425403] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:27:49.552364] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:49.680072] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:49.680225] [INFO ] [CONFIGURE ] NXN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:27:49.680273] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2364 tests
[2025-10-11T00:27:49.680307] [INFO ] [CONFIGURE ] NXN: Testing feature 21/29: add_range_position
[2025-10-11T00:27:49.680337] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:27:49.812394] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:49.946129] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:50.079362] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:50.213908] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:50.352352] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:50.488193] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:50.623168] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:50.759619] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:50.896603] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:51.033574] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:51.033719] [INFO ] [CONFIGURE ] NXN: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:27:51.033775] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2363 tests
[2025-10-11T00:27:51.033812] [INFO ] [CONFIGURE ] NXN: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:27:51.033842] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:27:51.182635] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:51.331327] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:27:51.480485] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:51.629671] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:51.779558] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:51.929348] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:52.081062] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:52.247222] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:52.400027] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:52.557353] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:52.557484] [INFO ] [CONFIGURE ] NXN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:27:52.557527] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2362 tests
[2025-10-11T00:27:52.557561] [INFO ] [CONFIGURE ] NXN: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:27:52.557590] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:27:52.685277] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:52.807324] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:52.945504] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:53.144411] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:53.336003] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:53.547014] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:53.734224] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:53.915009] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:54.077270] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:54.223045] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:54.223232] [INFO ] [CONFIGURE ] NXN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:27:54.223278] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2361 tests
[2025-10-11T00:27:54.223338] [INFO ] [CONFIGURE ] NXN: Testing feature 24/29: add_rsi
[2025-10-11T00:27:54.223397] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:27:54.372736] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:54.524943] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:54.668606] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:54.811181] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:54.960139] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:55.106398] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:55.279272] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:55.427471] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:55.576007] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:27:55.725473] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:55.725626] [INFO ] [CONFIGURE ] NXN: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:27:55.725705] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2360 tests
[2025-10-11T00:27:55.725752] [INFO ] [CONFIGURE ] NXN: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:27:55.725786] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:27:55.858352] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:55.988252] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:56.121332] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:56.257158] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:27:56.392222] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:56.526112] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:56.659524] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:56.792161] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:56.917770] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:57.043458] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:27:57.043601] [INFO ] [CONFIGURE ] NXN: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:27:57.043666] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2359 tests
[2025-10-11T00:27:57.043725] [INFO ] [CONFIGURE ] NXN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:27:57.043759] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:27:57.169315] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:27:57.294443] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:57.419230] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:57.551149] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:57.678738] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:57.806378] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:57.933907] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:58.062589] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:58.192517] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:58.322490] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:58.322687] [INFO ] [CONFIGURE ] NXN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:27:58.322748] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2358 tests
[2025-10-11T00:27:58.322787] [INFO ] [CONFIGURE ] NXN: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:27:58.322818] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:27:58.465341] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:27:58.604842] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:27:58.742953] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:27:58.887985] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:27:59.041484] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:27:59.192568] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:27:59.332185] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:27:59.480564] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:27:59.623272] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:27:59.761895] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:27:59.762057] [INFO ] [CONFIGURE ] NXN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:27:59.762100] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2357 tests
[2025-10-11T00:27:59.762136] [INFO ] [CONFIGURE ] NXN: Testing feature 28/29: add_volume_profile
[2025-10-11T00:27:59.762166] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:27:59.887095] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:00.013700] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:00.139323] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:00.266627] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:28:00.398135] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:00.530432] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:00.659004] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:00.784463] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:00.911417] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:28:01.038324] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:01.038526] [INFO ] [CONFIGURE ] NXN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:28:01.038589] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2356 tests
[2025-10-11T00:28:01.038663] [INFO ] [CONFIGURE ] NXN: Testing feature 29/29: add_vwap
[2025-10-11T00:28:01.038721] [INFO ] [CONFIGURE ] NXN: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:28:01.165102] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:01.318186] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:01.446568] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:01.580073] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:28:01.710558] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:01.844590] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:01.978476] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:02.118020] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:02.277793] [DEBUG] [FORECASTER] NXN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:28:02.405494] [DEBUG] [FORECASTER] NXN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:02.405712] [INFO ] [CONFIGURE ] NXN: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:28:02.405770] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2355 tests
[2025-10-11T00:28:02.405808] [INFO ] [CONFIGURE ] NXN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:28:02.405838] [INFO ] [CONFIGURE ] NXN: Best accuracy: 70.00%
[2025-10-11T00:28:02.405868] [INFO ] [CONFIGURE ] NXN: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:28:02.405896] [INFO ] [CONFIGURE ] NXN: Improvement over baseline: 30.00%
[2025-10-11T00:28:02.405924] [INFO ] [CONFIGURE ] NXN: Total time: 39.0 seconds
[2025-10-11T00:28:02.405951] [INFO ] [CONFIGURE ] NXN: Average time per feature: 1.3 seconds
[2025-10-11T00:28:02.405978] [INFO ] [CONFIGURE ] NXN: Average speed: 0.74 features/sec
[2025-10-11T00:28:02.406381] [INFO ] [LOCAL     ] Saved configuration for NXN: 1 features, 70.00% accuracy -> ./output/feature-sets/NXN.json
[2025-10-11T00:28:02.406435] [INFO ] [CONFIGURE ] NXN: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:28:02.406549] [INFO ] [sig       ] [140/220] Successfully configured NXN | 0.02 sym/s | Total: 1.7h | ETA: 58.5m
[2025-10-11T00:28:02.406590] [INFO ] [sig       ] [141/220] Configuring NXP...
[2025-10-11T00:28:02.406620] [INFO ] [CONFIGURE ] NXP: Configurate test run.
[2025-10-11T00:28:02.406690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-10-11T00:28:02.417953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXP'.
[2025-10-11T00:28:02.418266] [INFO ] [CONFIGURE ] NXP: Testing with 29 available features
[2025-10-11T00:28:02.418320] [INFO ] [CONFIGURE ] NXP: Establishing baseline with no features...
[2025-10-11T00:28:02.515817] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:02.612627] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:02.709271] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:02.808264] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:02.907941] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:03.008989] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:03.112265] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:03.220966] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:03.327199] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:03.433757] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:03.433944] [INFO ] [CONFIGURE ] NXP: Baseline score (no features): 60.00%
[2025-10-11T00:28:03.433989] [INFO ] [CONFIGURE ] NXP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:28:03.434024] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:28:03.551338] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:03.671639] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:03.791565] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:03.910876] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:04.031056] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:04.150227] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:04.274618] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:04.401792] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:04.527102] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:04.653155] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:04.653310] [INFO ] [CONFIGURE ] NXP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:28:04.653353] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2354 tests
[2025-10-11T00:28:04.653388] [INFO ] [CONFIGURE ] NXP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:28:04.653419] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:28:04.777894] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:04.903672] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:05.032364] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:05.159374] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:05.292906] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:05.416541] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:05.543324] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:28:05.680127] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:05.812144] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:05.940498] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:05.940705] [INFO ] [CONFIGURE ] NXP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:28:05.940762] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2353 tests
[2025-10-11T00:28:05.940798] [INFO ] [CONFIGURE ] NXP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:28:05.940829] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_daily_returns']
[2025-10-11T00:28:06.049884] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:28:06.174860] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:06.294767] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:06.403513] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:06.514629] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:06.628900] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:06.744470] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:06.858177] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:06.969988] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:07.081603] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:07.081822] [INFO ] [CONFIGURE ] NXP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:28:07.081873] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2352 tests
[2025-10-11T00:28:07.081908] [INFO ] [CONFIGURE ] NXP: Testing feature 4/29: add_ema
[2025-10-11T00:28:07.081938] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_ema']
[2025-10-11T00:28:07.202418] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:07.325527] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:07.471569] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:07.623363] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:07.766845] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:07.914305] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:08.067990] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:08.212590] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:08.346563] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:08.480955] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:08.481170] [INFO ] [CONFIGURE ] NXP: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:28:08.481234] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2351 tests
[2025-10-11T00:28:08.481273] [INFO ] [CONFIGURE ] NXP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:28:08.481304] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:28:08.617625] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:28:08.751376] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:08.884925] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:09.020719] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:09.155948] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:09.290895] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:09.427539] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:09.559083] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:09.694313] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:09.831732] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:09.831921] [INFO ] [CONFIGURE ] NXP: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:28:09.831965] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2350 tests
[2025-10-11T00:28:09.832000] [INFO ] [CONFIGURE ] NXP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:28:09.832032] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_failed_moves']
[2025-10-11T00:28:09.945250] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:10.061205] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:10.178746] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:10.296008] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:10.414483] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:10.531451] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:10.647934] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:10.767962] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:10.885187] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:11.001583] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:11.001776] [INFO ] [CONFIGURE ] NXP: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:28:11.001887] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2349 tests
[2025-10-11T00:28:11.001946] [INFO ] [CONFIGURE ] NXP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:28:11.001980] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_lag_shelf']
[2025-10-11T00:28:11.106526] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:11.215810] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:11.319733] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:11.424781] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:28:11.530472] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:11.635598] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:28:11.750169] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:11.857873] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:28:11.968888] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:12.090565] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:12.090760] [INFO ] [CONFIGURE ] NXP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:28:12.090815] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2348 tests
[2025-10-11T00:28:12.090851] [INFO ] [CONFIGURE ] NXP: Testing feature 8/29: add_macd
[2025-10-11T00:28:12.090883] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:28:12.254148] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:12.413552] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:12.581845] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:12.744293] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:12.904867] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:13.073310] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:13.234475] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:13.404378] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:13.561846] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:13.707973] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:13.708162] [INFO ] [CONFIGURE ] NXP: KEPT add_macd (score: 70.00%)
[2025-10-11T00:28:13.708206] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2347 tests
[2025-10-11T00:28:13.708242] [INFO ] [CONFIGURE ] NXP: Testing feature 9/29: add_mfi
[2025-10-11T00:28:13.708274] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:28:13.880206] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:14.058994] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:14.248445] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:14.435921] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:14.621892] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:14.805148] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:14.981837] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:15.148229] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:15.315208] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:15.481314] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:15.481521] [INFO ] [CONFIGURE ] NXP: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:28:15.481568] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2346 tests
[2025-10-11T00:28:15.481608] [INFO ] [CONFIGURE ] NXP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:28:15.481662] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:28:15.655860] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:15.831751] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:16.002070] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:16.178382] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:16.354508] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:16.528527] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:16.700537] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:16.871079] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:17.051718] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:17.239155] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:17.239385] [INFO ] [CONFIGURE ] NXP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:28:17.239444] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2345 tests
[2025-10-11T00:28:17.239483] [INFO ] [CONFIGURE ] NXP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:28:17.239517] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:28:17.389672] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:17.535859] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:17.683391] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:17.830803] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:17.983103] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:18.132266] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:18.283628] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:18.440711] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:18.599803] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:18.759037] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:18.759181] [INFO ] [CONFIGURE ] NXP: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:28:18.759224] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2344 tests
[2025-10-11T00:28:18.759259] [INFO ] [CONFIGURE ] NXP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:28:18.759289] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:28:18.911824] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:19.064803] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:19.210818] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:19.356314] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:19.516168] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:19.665117] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:19.815756] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:19.975732] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:20.125837] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:20.283429] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:20.283617] [INFO ] [CONFIGURE ] NXP: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:28:20.283694] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2343 tests
[2025-10-11T00:28:20.283745] [INFO ] [CONFIGURE ] NXP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:28:20.283779] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:28:20.440090] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:20.597595] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:20.754100] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:20.913789] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:21.078507] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:21.238333] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:21.398431] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:21.567475] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:21.738055] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:21.903140] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:21.903307] [INFO ] [CONFIGURE ] NXP: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:28:21.903351] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2342 tests
[2025-10-11T00:28:21.903385] [INFO ] [CONFIGURE ] NXP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:28:21.903415] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:28:22.069332] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:22.236289] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:22.407731] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:22.583685] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:22.753370] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:22.924292] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:23.100908] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:23.278311] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:23.454553] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:23.635962] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:23.636140] [INFO ] [CONFIGURE ] NXP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:28:23.636194] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2341 tests
[2025-10-11T00:28:23.636236] [INFO ] [CONFIGURE ] NXP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:28:23.636274] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:28:23.792161] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:23.945635] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:24.120071] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:24.276811] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:24.431173] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:24.584824] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:24.739719] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:24.895339] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:25.050037] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:25.204231] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:25.204372] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:28:25.204415] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2340 tests
[2025-10-11T00:28:25.204449] [INFO ] [CONFIGURE ] NXP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:28:25.204479] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T00:28:25.357522] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:25.519576] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:25.676099] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:25.835015] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:25.995016] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:26.165951] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:26.328527] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:26.490390] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:26.654582] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:26.818227] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:26.818414] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:28:26.818459] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2339 tests
[2025-10-11T00:28:26.818496] [INFO ] [CONFIGURE ] NXP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:28:26.818531] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:28:26.983811] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:27.159555] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:27.322420] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:27.491126] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:27.661031] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:27.828843] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:28.002477] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:28.177756] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:28.344860] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:28.511628] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:28.511813] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:28:28.511859] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2338 tests
[2025-10-11T00:28:28.511895] [INFO ] [CONFIGURE ] NXP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:28:28.511925] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T00:28:28.663594] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:28.817198] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:28.973257] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:29.132252] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:29.294275] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:29.454211] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:29.611163] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:29.765947] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:29.924103] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:30.090189] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:30.090397] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:28:30.090459] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2337 tests
[2025-10-11T00:28:30.090496] [INFO ] [CONFIGURE ] NXP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:28:30.090527] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T00:28:30.243147] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:30.393861] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:30.539554] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:30.681854] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:30.824061] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:30.967514] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:31.110340] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:31.253351] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:31.399287] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:31.543492] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:31.543671] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:28:31.543786] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2336 tests
[2025-10-11T00:28:31.543840] [INFO ] [CONFIGURE ] NXP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:28:31.543875] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T00:28:31.696460] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:31.848563] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:32.002189] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:32.158728] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:32.313872] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:32.469261] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:32.625926] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:32.785205] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:32.943373] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:33.107099] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:33.107294] [INFO ] [CONFIGURE ] NXP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:28:33.107344] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2335 tests
[2025-10-11T00:28:33.107383] [INFO ] [CONFIGURE ] NXP: Testing feature 21/29: add_range_position
[2025-10-11T00:28:33.107413] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T00:28:33.272978] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:33.438578] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:33.606791] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:33.778762] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:33.949089] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:34.115256] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:34.284536] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:34.454026] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:34.655048] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:34.824675] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:34.824846] [INFO ] [CONFIGURE ] NXP: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:28:34.824891] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2334 tests
[2025-10-11T00:28:34.824925] [INFO ] [CONFIGURE ] NXP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:28:34.824955] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T00:28:35.004927] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:35.189550] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:35.371385] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:35.553212] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:35.736140] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:35.927760] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:36.123294] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:36.308661] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:36.502310] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:36.692606] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:36.692803] [INFO ] [CONFIGURE ] NXP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:28:36.692855] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2333 tests
[2025-10-11T00:28:36.692893] [INFO ] [CONFIGURE ] NXP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:28:36.692926] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T00:28:36.848588] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:37.011315] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:37.182336] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:37.341458] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:37.498945] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:37.688680] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:37.857313] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:38.018083] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:38.180404] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:38.339738] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:38.339912] [INFO ] [CONFIGURE ] NXP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:28:38.339957] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2332 tests
[2025-10-11T00:28:38.339993] [INFO ] [CONFIGURE ] NXP: Testing feature 24/29: add_rsi
[2025-10-11T00:28:38.340079] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T00:28:38.517779] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:38.693308] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:38.869056] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:28:39.045561] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:39.214300] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:39.382439] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:39.551986] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:39.722491] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:39.895664] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:40.068065] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:40.068236] [INFO ] [CONFIGURE ] NXP: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:28:40.068280] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2331 tests
[2025-10-11T00:28:40.068317] [INFO ] [CONFIGURE ] NXP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:28:40.068349] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T00:28:40.213050] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:40.358873] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:40.510854] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:40.664230] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:40.812821] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:40.960529] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:41.112336] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:41.260899] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:41.410857] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:41.560858] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:41.561034] [INFO ] [CONFIGURE ] NXP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:28:41.561078] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2330 tests
[2025-10-11T00:28:41.561112] [INFO ] [CONFIGURE ] NXP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:28:41.561142] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T00:28:41.724720] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:41.897173] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:42.053196] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:42.207926] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:42.360529] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:42.513423] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:42.672059] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:42.837939] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:42.998539] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:43.160199] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:43.160390] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:28:43.160434] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2329 tests
[2025-10-11T00:28:43.160469] [INFO ] [CONFIGURE ] NXP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:28:43.160499] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T00:28:43.323455] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:43.489548] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:28:43.656631] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:43.829903] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:43.997059] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:44.164834] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:44.325530] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:44.500917] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:44.676150] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:44.850586] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:44.850824] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:28:44.850878] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2328 tests
[2025-10-11T00:28:44.850916] [INFO ] [CONFIGURE ] NXP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:28:44.850948] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T00:28:45.004663] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:28:45.161425] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:28:45.319521] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:28:45.476601] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:28:45.633965] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:28:45.791151] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:28:45.946583] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:28:46.104250] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:28:46.259190] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:28:46.417144] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:46.417417] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:28:46.417485] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2327 tests
[2025-10-11T00:28:46.417550] [INFO ] [CONFIGURE ] NXP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:28:46.417607] [INFO ] [CONFIGURE ] NXP: Best accuracy: 70.00%
[2025-10-11T00:28:46.417666] [INFO ] [CONFIGURE ] NXP: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-11T00:28:46.417724] [INFO ] [CONFIGURE ] NXP: Improvement over baseline: 10.00%
[2025-10-11T00:28:46.417756] [INFO ] [CONFIGURE ] NXP: Total time: 43.0 seconds
[2025-10-11T00:28:46.417785] [INFO ] [CONFIGURE ] NXP: Average time per feature: 1.5 seconds
[2025-10-11T00:28:46.417813] [INFO ] [CONFIGURE ] NXP: Average speed: 0.67 features/sec
[2025-10-11T00:28:46.418376] [INFO ] [LOCAL     ] Saved configuration for NXP: 2 features, 70.00% accuracy -> ./output/feature-sets/NXP.json
[2025-10-11T00:28:46.418434] [INFO ] [CONFIGURE ] NXP: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:28:46.418514] [INFO ] [sig       ] [141/220] Successfully configured NXP | 0.02 sym/s | Total: 1.7h | ETA: 57.7m
[2025-10-11T00:28:46.418596] [INFO ] [sig       ] [142/220] Configuring OCFT...
[2025-10-11T00:28:46.418693] [INFO ] [CONFIGURE ] OCFT: Configurate test run.
[2025-10-11T00:28:46.418763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'.
[2025-10-11T00:28:46.432535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OCFT'.
[2025-10-11T00:28:46.432932] [INFO ] [CONFIGURE ] OCFT: Testing with 29 available features
[2025-10-11T00:28:46.432989] [INFO ] [CONFIGURE ] OCFT: Establishing baseline with no features...
[2025-10-11T00:28:46.537921] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:46.639147] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:46.779607] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:46.881714] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:46.999799] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:47.103353] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:47.206703] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:28:47.311238] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:28:47.416491] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:47.527825] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:47.528072] [INFO ] [CONFIGURE ] OCFT: Baseline score (no features): 60.00%
[2025-10-11T00:28:47.528159] [INFO ] [CONFIGURE ] OCFT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:28:47.528224] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:28:47.647219] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:47.764365] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:47.881580] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:28:47.997811] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:48.113298] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:48.233530] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:48.351816] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:28:48.470142] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:28:48.588593] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:48.714828] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:28:48.714995] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:28:48.715037] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2326 tests
[2025-10-11T00:28:48.715072] [INFO ] [CONFIGURE ] OCFT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:28:48.715103] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:28:48.842243] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:48.965015] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:49.092880] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:28:49.217662] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:49.343234] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:49.466433] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:49.592255] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:49.716311] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:49.841147] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:49.964635] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:49.964816] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:28:49.964860] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2325 tests
[2025-10-11T00:28:49.964894] [INFO ] [CONFIGURE ] OCFT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:28:49.964991] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns']
[2025-10-11T00:28:50.073104] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:50.182411] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:50.289876] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:50.396831] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:50.505204] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:50.614340] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:50.723326] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:50.832916] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:50.942049] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:51.051170] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:51.051364] [INFO ] [CONFIGURE ] OCFT: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T00:28:51.051412] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2324 tests
[2025-10-11T00:28:51.051448] [INFO ] [CONFIGURE ] OCFT: Testing feature 4/29: add_ema
[2025-10-11T00:28:51.051479] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:28:51.179230] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:51.305122] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:51.434321] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:51.561995] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:51.689188] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:51.816629] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:51.947988] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:52.076617] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:28:52.205339] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:52.334227] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:52.334457] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_ema (score: 80.00%)
[2025-10-11T00:28:52.334508] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2323 tests
[2025-10-11T00:28:52.334545] [INFO ] [CONFIGURE ] OCFT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:28:52.334575] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:28:52.470239] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:52.606311] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:52.744449] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:52.880704] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:53.020940] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:53.157692] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:53.297861] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:53.437678] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:53.578544] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:53.718594] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:53.718783] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:28:53.718833] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2322 tests
[2025-10-11T00:28:53.718868] [INFO ] [CONFIGURE ] OCFT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:28:53.718898] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:28:53.835830] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:53.952430] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:54.069386] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:54.187217] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:54.306396] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:54.437748] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:54.555369] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:54.677504] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:54.796350] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:54.914484] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:54.914736] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:28:54.914800] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2321 tests
[2025-10-11T00:28:54.914840] [INFO ] [CONFIGURE ] OCFT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:28:54.914878] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:28:55.022292] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:55.130275] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:55.236978] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:55.342937] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:55.450598] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:55.558224] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:55.667190] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:55.777110] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:55.888535] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:55.999472] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:55.999616] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:28:55.999691] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2320 tests
[2025-10-11T00:28:55.999761] [INFO ] [CONFIGURE ] OCFT: Testing feature 8/29: add_macd
[2025-10-11T00:28:55.999819] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:28:56.153711] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:28:56.306470] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:56.456608] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:56.610317] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:56.773297] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:56.939395] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:57.105492] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:57.257506] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:28:57.409093] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:57.565527] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:57.565723] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_macd (score: 80.00%)
[2025-10-11T00:28:57.565783] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2319 tests
[2025-10-11T00:28:57.565821] [INFO ] [CONFIGURE ] OCFT: Testing feature 9/29: add_mfi
[2025-10-11T00:28:57.565853] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:28:57.691429] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:57.816914] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:28:57.940864] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:58.066607] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:58.198919] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:58.344046] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:58.491096] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:28:58.638207] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:28:58.763802] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:28:58.898437] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:28:58.898603] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:28:58.898672] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2318 tests
[2025-10-11T00:28:58.898730] [INFO ] [CONFIGURE ] OCFT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:28:58.898764] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:28:59.037913] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:28:59.174625] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:28:59.313215] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:28:59.452405] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:28:59.598418] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:28:59.751857] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:28:59.902398] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:00.043955] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:00.187471] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:00.335191] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:00.335454] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:29:00.335515] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2317 tests
[2025-10-11T00:29:00.335555] [INFO ] [CONFIGURE ] OCFT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:29:00.335587] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:29:00.451133] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:00.568522] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:00.685295] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:00.801919] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:00.927229] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:01.060879] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:01.214779] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:01.376218] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:01.534031] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:01.709034] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:01.709303] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:29:01.709370] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2316 tests
[2025-10-11T00:29:01.709426] [INFO ] [CONFIGURE ] OCFT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:29:01.709473] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:29:01.879684] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:02.000846] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:02.119719] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:02.240493] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:02.358034] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:02.471945] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:02.587347] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:02.702184] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:02.817558] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:02.936747] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:02.936950] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:29:02.936998] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2315 tests
[2025-10-11T00:29:02.937059] [INFO ] [CONFIGURE ] OCFT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:29:02.937110] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:29:03.057463] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:03.176074] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:03.294428] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:03.413959] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:03.536307] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:03.656049] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:03.781182] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:03.899931] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:04.019964] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:04.139502] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:04.139630] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:29:04.139708] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2314 tests
[2025-10-11T00:29:04.139752] [INFO ] [CONFIGURE ] OCFT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:29:04.139785] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:29:04.263482] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:04.391760] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:04.517773] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:04.646658] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:04.775317] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:04.902129] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:05.029886] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:05.156833] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:05.283912] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:05.411206] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:05.411354] [INFO ] [CONFIGURE ] OCFT: KEPT add_order_flow_imbalance (score: 100.00%)
[2025-10-11T00:29:05.411398] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2313 tests
[2025-10-11T00:29:05.411433] [INFO ] [CONFIGURE ] OCFT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:29:05.411465] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T00:29:05.538205] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:05.672493] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:29:05.811153] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:05.944296] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:06.077584] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:06.211721] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:06.346724] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:06.480453] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:06.615405] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:06.750812] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:06.750947] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:29:06.750990] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2312 tests
[2025-10-11T00:29:06.751076] [INFO ] [CONFIGURE ] OCFT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:29:06.751128] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T00:29:06.889104] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:07.027589] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:29:07.166612] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:07.305173] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:07.443205] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:07.582967] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:07.723726] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:07.863385] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:08.008071] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:08.147386] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:08.147530] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:29:08.147574] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2311 tests
[2025-10-11T00:29:08.147608] [INFO ] [CONFIGURE ] OCFT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:29:08.147639] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T00:29:08.289232] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:08.433168] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:08.581807] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:08.726387] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:08.869219] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:09.013008] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:09.161382] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:09.313406] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:09.465993] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:09.616365] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:09.616525] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_pbf_return_2d (score: 100.00%)
[2025-10-11T00:29:09.616569] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2310 tests
[2025-10-11T00:29:09.616604] [INFO ] [CONFIGURE ] OCFT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:29:09.616636] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T00:29:09.747910] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:09.879829] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:10.017205] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:10.154237] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:10.288814] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:10.427202] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:10.567038] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:10.707344] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:10.844331] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:11.013745] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:11.013906] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:29:11.013948] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2309 tests
[2025-10-11T00:29:11.013983] [INFO ] [CONFIGURE ] OCFT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:29:11.014014] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T00:29:11.149948] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:11.289506] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:11.434018] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:11.570893] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:11.716146] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:11.852818] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:11.988970] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:12.124407] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:12.260773] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:12.397191] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:12.397384] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T00:29:12.397440] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2308 tests
[2025-10-11T00:29:12.397484] [INFO ] [CONFIGURE ] OCFT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:29:12.397519] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T00:29:12.543932] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:12.695668] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:12.846658] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:12.994983] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:13.143728] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:13.313112] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:13.467662] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:13.621957] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:13.766091] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:13.908044] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:13.908233] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:29:13.908296] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2307 tests
[2025-10-11T00:29:13.908334] [INFO ] [CONFIGURE ] OCFT: Testing feature 21/29: add_range_position
[2025-10-11T00:29:13.908365] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T00:29:14.070289] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:14.225711] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:14.388236] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:14.544496] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:14.704167] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:14.852926] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:15.024425] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:15.178676] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:15.344724] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:15.494458] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:15.494624] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:29:15.494709] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2306 tests
[2025-10-11T00:29:15.494757] [INFO ] [CONFIGURE ] OCFT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:29:15.494790] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T00:29:15.659446] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:15.820552] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:29:15.982788] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:16.143100] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:29:16.304193] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:16.470066] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:16.636213] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:16.803278] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:16.975865] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:17.143237] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:17.143387] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:29:17.143435] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2305 tests
[2025-10-11T00:29:17.143471] [INFO ] [CONFIGURE ] OCFT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:29:17.143575] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T00:29:17.281805] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:17.421069] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:17.559674] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:17.703221] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:17.845616] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:17.988239] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:18.131884] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:18.276310] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:18.426188] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:18.576696] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:18.576849] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:29:18.576892] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2304 tests
[2025-10-11T00:29:18.576926] [INFO ] [CONFIGURE ] OCFT: Testing feature 24/29: add_rsi
[2025-10-11T00:29:18.576957] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T00:29:18.736434] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:18.898571] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:29:19.059820] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:19.220850] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:19.382567] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:19.546978] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:19.715719] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:19.881441] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:20.047603] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:20.211985] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:20.212135] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:29:20.212201] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2303 tests
[2025-10-11T00:29:20.212260] [INFO ] [CONFIGURE ] OCFT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:29:20.212293] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-11T00:29:20.351250] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:20.489183] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:29:20.629932] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:20.769327] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:20.909326] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:21.050053] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:21.198271] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:21.338160] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:21.479308] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:21.616777] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:21.616958] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:29:21.617003] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2302 tests
[2025-10-11T00:29:21.617088] [INFO ] [CONFIGURE ] OCFT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:29:21.617133] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-11T00:29:21.754197] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:21.891227] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:22.029084] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:22.165618] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:22.303113] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:22.441078] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:22.588828] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:22.734274] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:22.881570] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:23.027408] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:23.027619] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:29:23.027706] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2301 tests
[2025-10-11T00:29:23.027751] [INFO ] [CONFIGURE ] OCFT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:29:23.027784] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T00:29:23.179678] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:29:23.329529] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:23.481763] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:23.634839] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:23.790381] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:23.947210] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:24.099759] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:24.253303] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:24.408292] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:24.565185] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:24.565383] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:29:24.565429] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2300 tests
[2025-10-11T00:29:24.565464] [INFO ] [CONFIGURE ] OCFT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:29:24.565496] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-11T00:29:24.706881] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:24.849694] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:24.993875] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:25.138815] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:25.291140] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:25.440399] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:25.590537] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:25.741942] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:25.894044] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:26.047005] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:26.047252] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T00:29:26.047317] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2299 tests
[2025-10-11T00:29:26.047359] [INFO ] [CONFIGURE ] OCFT: Testing feature 29/29: add_vwap
[2025-10-11T00:29:26.047394] [INFO ] [CONFIGURE ] OCFT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-11T00:29:26.198918] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:29:26.349201] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:29:26.506388] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:26.665885] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:26.824144] [DEBUG] [FORECASTER] OCFT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:26.979944] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:27.135341] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:29:27.287139] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:27.442105] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:29:27.598700] [DEBUG] [FORECASTER] OCFT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:29:27.598919] [INFO ] [CONFIGURE ] OCFT: DISCARDED add_vwap (score: 90.00%)
[2025-10-11T00:29:27.598969] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2298 tests
[2025-10-11T00:29:27.599033] [INFO ] [CONFIGURE ] OCFT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:29:27.599092] [INFO ] [CONFIGURE ] OCFT: Best accuracy: 100.00%
[2025-10-11T00:29:27.599128] [INFO ] [CONFIGURE ] OCFT: Best feature set (2 features): ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:29:27.599160] [INFO ] [CONFIGURE ] OCFT: Improvement over baseline: 40.00%
[2025-10-11T00:29:27.599188] [INFO ] [CONFIGURE ] OCFT: Total time: 40.1 seconds
[2025-10-11T00:29:27.599217] [INFO ] [CONFIGURE ] OCFT: Average time per feature: 1.4 seconds
[2025-10-11T00:29:27.599244] [INFO ] [CONFIGURE ] OCFT: Average speed: 0.72 features/sec
[2025-10-11T00:29:27.600016] [INFO ] [LOCAL     ] Saved configuration for OCFT: 2 features, 100.00% accuracy -> ./output/feature-sets/OCFT.json
[2025-10-11T00:29:27.600072] [INFO ] [CONFIGURE ] OCFT: Configuration saved successfully: 2 features, 100.00% accuracy.
[2025-10-11T00:29:27.600124] [INFO ] [sig       ] [142/220] Successfully configured OCFT | 0.02 sym/s | Total: 1.7h | ETA: 57.0m
[2025-10-11T00:29:27.600202] [INFO ] [sig       ] [143/220] Configuring ODC...
[2025-10-11T00:29:27.600273] [INFO ] [CONFIGURE ] ODC: Configurate test run.
[2025-10-11T00:29:27.600349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-10-11T00:29:27.616902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODC'.
[2025-10-11T00:29:27.617395] [INFO ] [CONFIGURE ] ODC: Testing with 29 available features
[2025-10-11T00:29:27.617453] [INFO ] [CONFIGURE ] ODC: Establishing baseline with no features...
[2025-10-11T00:29:27.724500] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:27.832593] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:27.939619] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:28.047907] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:28.156562] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:28.270567] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:29:28.383967] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:28.497702] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:28.612501] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:28.729251] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:28.729405] [INFO ] [CONFIGURE ] ODC: Baseline score (no features): 40.00%
[2025-10-11T00:29:28.729450] [INFO ] [CONFIGURE ] ODC: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:29:28.729483] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:29:28.855348] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:28.975347] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:29.095603] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:29.216390] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:29.339010] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:29.465374] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:29:29.588625] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:29.712514] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:29.837977] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:29.964311] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:29.964504] [INFO ] [CONFIGURE ] ODC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:29:29.964548] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2297 tests
[2025-10-11T00:29:29.964582] [INFO ] [CONFIGURE ] ODC: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:29:29.964612] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:29:30.098155] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:30.227252] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:30.356323] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:30.488557] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:30.616870] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:30.749116] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:30.876988] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:31.008797] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:31.138843] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:31.274423] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:31.274582] [INFO ] [CONFIGURE ] ODC: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:29:31.274626] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2296 tests
[2025-10-11T00:29:31.274696] [INFO ] [CONFIGURE ] ODC: Testing feature 3/29: add_daily_returns
[2025-10-11T00:29:31.274780] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:29:31.405556] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:31.538437] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:31.670736] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:31.818561] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:31.965437] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:32.101040] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:32.236247] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:32.377815] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:32.522291] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:32.656559] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:32.656729] [INFO ] [CONFIGURE ] ODC: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T00:29:32.656783] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2295 tests
[2025-10-11T00:29:32.656819] [INFO ] [CONFIGURE ] ODC: Testing feature 4/29: add_ema
[2025-10-11T00:29:32.656850] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:29:32.803104] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:32.949900] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:33.102474] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:33.259509] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:33.410544] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:33.561485] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:33.730888] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:33.875826] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:34.019733] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:34.165505] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:34.165689] [INFO ] [CONFIGURE ] ODC: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:29:34.165750] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2294 tests
[2025-10-11T00:29:34.165789] [INFO ] [CONFIGURE ] ODC: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:29:34.165821] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:29:34.319397] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:34.471525] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:34.626064] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:34.781291] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:34.934850] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:35.089525] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:29:35.244308] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:35.400389] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:35.557307] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:35.715854] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:35.716029] [INFO ] [CONFIGURE ] ODC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:29:35.716074] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2293 tests
[2025-10-11T00:29:35.716113] [INFO ] [CONFIGURE ] ODC: Testing feature 6/29: add_failed_moves
[2025-10-11T00:29:35.716144] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:29:35.849167] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:35.983586] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:36.118073] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:36.253384] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:36.389768] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:36.531961] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:36.674774] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:36.818781] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:36.962422] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:37.106579] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:37.106763] [INFO ] [CONFIGURE ] ODC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:29:37.106815] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2292 tests
[2025-10-11T00:29:37.106853] [INFO ] [CONFIGURE ] ODC: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:29:37.106885] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:29:37.237199] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:37.368126] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:37.499013] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:37.630092] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:37.761964] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:37.895542] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:38.029491] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:38.165299] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:38.301886] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:38.444034] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:38.444197] [INFO ] [CONFIGURE ] ODC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:29:38.444241] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2291 tests
[2025-10-11T00:29:38.444275] [INFO ] [CONFIGURE ] ODC: Testing feature 8/29: add_macd
[2025-10-11T00:29:38.444308] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:29:38.617184] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:38.801502] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:38.974842] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:39.150879] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:39.323998] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:39.495916] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:29:39.667355] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:39.840244] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:40.014627] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:40.188574] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:40.188831] [INFO ] [CONFIGURE ] ODC: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:29:40.188886] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2290 tests
[2025-10-11T00:29:40.188925] [INFO ] [CONFIGURE ] ODC: Testing feature 9/29: add_mfi
[2025-10-11T00:29:40.188960] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:29:40.338947] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:40.485918] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:40.634016] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:40.782977] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:40.932015] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:41.084117] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:41.232829] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:41.383769] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:41.565054] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:41.717599] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:41.717864] [INFO ] [CONFIGURE ] ODC: KEPT add_mfi (score: 70.00%)
[2025-10-11T00:29:41.717932] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2289 tests
[2025-10-11T00:29:41.717984] [INFO ] [CONFIGURE ] ODC: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:29:41.718056] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:29:41.905483] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:42.094894] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:42.274883] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:42.454623] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:42.635134] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:42.814507] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:42.994100] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:43.178330] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:43.360562] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:43.544965] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:43.545134] [INFO ] [CONFIGURE ] ODC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:29:43.545178] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2288 tests
[2025-10-11T00:29:43.545211] [INFO ] [CONFIGURE ] ODC: Testing feature 11/29: add_obv_daily
[2025-10-11T00:29:43.545243] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_daily']
[2025-10-11T00:29:43.707262] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:43.865694] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.024509] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.183709] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.341475] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:29:44.502161] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.662168] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.819223] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:44.982707] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:45.140101] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:45.140271] [INFO ] [CONFIGURE ] ODC: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-11T00:29:45.140315] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2287 tests
[2025-10-11T00:29:45.140349] [INFO ] [CONFIGURE ] ODC: Testing feature 12/29: add_obv_interval
[2025-10-11T00:29:45.140380] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_interval']
[2025-10-11T00:29:45.288910] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:45.436926] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:45.588503] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:45.738075] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:45.887184] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:46.040764] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:46.196475] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:46.349585] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:46.501136] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:46.654228] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:46.654390] [INFO ] [CONFIGURE ] ODC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:29:46.654433] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2286 tests
[2025-10-11T00:29:46.654467] [INFO ] [CONFIGURE ] ODC: Testing feature 13/29: add_opening_strength
[2025-10-11T00:29:46.654498] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_opening_strength']
[2025-10-11T00:29:46.809979] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:29:46.972046] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:47.143079] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:47.303471] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:47.462267] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:47.643421] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:47.815010] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:47.977759] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:48.146179] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:29:48.308811] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:48.308998] [INFO ] [CONFIGURE ] ODC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:29:48.309066] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2285 tests
[2025-10-11T00:29:48.309108] [INFO ] [CONFIGURE ] ODC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:29:48.309144] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:29:48.476397] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:48.645101] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:29:48.827070] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:49.005028] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:49.205998] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:49.396230] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:49.572841] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:49.752084] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:49.930408] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:50.104244] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:50.104395] [INFO ] [CONFIGURE ] ODC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:29:50.104440] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2284 tests
[2025-10-11T00:29:50.104475] [INFO ] [CONFIGURE ] ODC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:29:50.104506] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:29:50.254785] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:50.409960] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:50.563958] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:50.716994] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:50.879489] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:51.036967] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:51.198632] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:51.355431] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:51.515373] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:51.679495] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:51.680464] [INFO ] [CONFIGURE ] ODC: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:29:51.680526] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2283 tests
[2025-10-11T00:29:51.680565] [INFO ] [CONFIGURE ] ODC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:29:51.680597] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-11T00:29:51.847554] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:52.011832] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:52.211385] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:52.383238] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:52.552098] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:52.717409] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:52.883634] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:53.046081] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:53.218204] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:53.438224] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:53.438498] [INFO ] [CONFIGURE ] ODC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:29:53.438582] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2282 tests
[2025-10-11T00:29:53.438670] [INFO ] [CONFIGURE ] ODC: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:29:53.438745] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-11T00:29:53.722268] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:53.957070] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:54.196035] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:54.383388] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:54.576023] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:54.745048] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:54.915500] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:29:55.085199] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:55.249038] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:55.410827] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:55.410941] [INFO ] [CONFIGURE ] ODC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:29:55.410984] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2281 tests
[2025-10-11T00:29:55.411018] [INFO ] [CONFIGURE ] ODC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:29:55.411048] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T00:29:55.556169] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:55.703583] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:55.853195] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:56.003705] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:56.151281] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:56.300210] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:56.449877] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:56.601588] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:56.752158] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:56.904318] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:56.904446] [INFO ] [CONFIGURE ] ODC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:29:56.904490] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2280 tests
[2025-10-11T00:29:56.904523] [INFO ] [CONFIGURE ] ODC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:29:56.904554] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T00:29:57.048403] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:57.194914] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:57.339717] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:57.484286] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:57.630013] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:57.808635] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:57.965410] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:58.119212] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:29:58.276924] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:29:58.431279] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:29:58.431445] [INFO ] [CONFIGURE ] ODC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:29:58.431489] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2279 tests
[2025-10-11T00:29:58.431526] [INFO ] [CONFIGURE ] ODC: Testing feature 20/29: add_price_rejection
[2025-10-11T00:29:58.431558] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T00:29:58.591439] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:29:58.770557] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:29:58.942849] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:29:59.126123] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:29:59.292323] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:29:59.458853] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:29:59.632009] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:29:59.809221] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:29:59.993831] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:00.167788] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:00.168054] [INFO ] [CONFIGURE ] ODC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:30:00.168120] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2278 tests
[2025-10-11T00:30:00.168158] [INFO ] [CONFIGURE ] ODC: Testing feature 21/29: add_range_position
[2025-10-11T00:30:00.168188] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:30:00.342560] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:00.518615] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:00.700513] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:00.894193] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:01.072472] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:01.257243] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:01.440831] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:30:01.681001] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:01.875890] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:02.077140] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:02.077356] [INFO ] [CONFIGURE ] ODC: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:30:02.077437] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2277 tests
[2025-10-11T00:30:02.077501] [INFO ] [CONFIGURE ] ODC: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:30:02.077539] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-11T00:30:02.298160] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:02.511769] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:02.724968] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:02.942608] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:03.135746] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:03.322578] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:03.516164] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:30:03.708020] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:30:03.904173] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:04.096997] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:04.097194] [INFO ] [CONFIGURE ] ODC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:30:04.097255] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2276 tests
[2025-10-11T00:30:04.097293] [INFO ] [CONFIGURE ] ODC: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:30:04.097323] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-11T00:30:04.258935] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:04.422421] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:04.588303] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:04.763561] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:04.932218] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:05.098161] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:05.284678] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:30:05.454418] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:05.627126] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:05.843291] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:05.843467] [INFO ] [CONFIGURE ] ODC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:30:05.843512] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2275 tests
[2025-10-11T00:30:05.843549] [INFO ] [CONFIGURE ] ODC: Testing feature 24/29: add_rsi
[2025-10-11T00:30:05.843584] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-11T00:30:06.033859] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:06.210536] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:06.389725] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:06.570321] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:06.755252] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:06.935506] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:07.120220] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:30:07.305830] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:07.487964] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:07.675173] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:07.675337] [INFO ] [CONFIGURE ] ODC: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:30:07.675381] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2274 tests
[2025-10-11T00:30:07.675416] [INFO ] [CONFIGURE ] ODC: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:30:07.675447] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-11T00:30:07.834960] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:08.011622] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:08.170931] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:08.334104] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:08.494443] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:08.656471] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:08.840939] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:30:09.003805] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:30:09.167886] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:09.331040] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:09.331257] [INFO ] [CONFIGURE ] ODC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:30:09.331317] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2273 tests
[2025-10-11T00:30:09.331355] [INFO ] [CONFIGURE ] ODC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:30:09.331389] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T00:30:09.499436] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:09.664303] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:09.832221] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:30:10.000901] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:10.167219] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:10.330732] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:10.494980] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:30:10.662061] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:10.829754] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:10.993775] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:10.993950] [INFO ] [CONFIGURE ] ODC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:30:10.993995] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2272 tests
[2025-10-11T00:30:10.994031] [INFO ] [CONFIGURE ] ODC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:30:10.994063] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-11T00:30:11.169117] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:11.341875] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:11.517094] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:11.691187] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:11.893842] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:12.070374] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:12.245897] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:30:12.420103] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:12.596983] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:12.772941] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:12.773122] [INFO ] [CONFIGURE ] ODC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:30:12.773166] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2271 tests
[2025-10-11T00:30:12.773227] [INFO ] [CONFIGURE ] ODC: Testing feature 28/29: add_volume_profile
[2025-10-11T00:30:12.773285] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-11T00:30:12.931639] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:30:13.100545] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:13.264449] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:13.424510] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:13.581177] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:13.743510] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:30:13.902140] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:30:14.064626] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:14.226220] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:30:14.394513] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:14.394767] [INFO ] [CONFIGURE ] ODC: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:30:14.394826] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2270 tests
[2025-10-11T00:30:14.394866] [INFO ] [CONFIGURE ] ODC: Testing feature 29/29: add_vwap
[2025-10-11T00:30:14.394900] [INFO ] [CONFIGURE ] ODC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-11T00:30:14.584877] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:30:14.781857] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:30:14.961564] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:30:15.121557] [DEBUG] [FORECASTER] ODC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:15.281954] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:30:15.445797] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:30:15.608859] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:30:15.775811] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:30:15.944249] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:16.115232] [DEBUG] [FORECASTER] ODC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:30:16.115408] [INFO ] [CONFIGURE ] ODC: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:30:16.115452] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2269 tests
[2025-10-11T00:30:16.115523] [INFO ] [CONFIGURE ] ODC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:30:16.115583] [INFO ] [CONFIGURE ] ODC: Best accuracy: 80.00%
[2025-10-11T00:30:16.115619] [INFO ] [CONFIGURE ] ODC: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:30:16.115737] [INFO ] [CONFIGURE ] ODC: Improvement over baseline: 40.00%
[2025-10-11T00:30:16.115777] [INFO ] [CONFIGURE ] ODC: Total time: 47.4 seconds
[2025-10-11T00:30:16.115808] [INFO ] [CONFIGURE ] ODC: Average time per feature: 1.6 seconds
[2025-10-11T00:30:16.115836] [INFO ] [CONFIGURE ] ODC: Average speed: 0.61 features/sec
[2025-10-11T00:30:16.116463] [INFO ] [LOCAL     ] Saved configuration for ODC: 4 features, 80.00% accuracy -> ./output/feature-sets/ODC.json
[2025-10-11T00:30:16.116520] [INFO ] [CONFIGURE ] ODC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T00:30:16.116583] [INFO ] [sig       ] [143/220] Successfully configured ODC | 0.02 sym/s | Total: 1.7h | ETA: 56.3m
[2025-10-11T00:30:16.116684] [INFO ] [sig       ] [144/220] Configuring ODV...
[2025-10-11T00:30:16.116757] [INFO ] [CONFIGURE ] ODV: Configurate test run.
[2025-10-11T00:30:16.116837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-10-11T00:30:16.133427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODV'.
[2025-10-11T00:30:16.133903] [INFO ] [CONFIGURE ] ODV: Testing with 29 available features
[2025-10-11T00:30:16.133961] [INFO ] [CONFIGURE ] ODV: Establishing baseline with no features...
[2025-10-11T00:30:16.240116] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:16.348459] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:16.459688] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:16.576229] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:30:16.692625] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:16.801014] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:16.908607] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:17.019997] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:17.130665] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:17.245664] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:17.245956] [INFO ] [CONFIGURE ] ODV: Baseline score (no features): 60.00%
[2025-10-11T00:30:17.246017] [INFO ] [CONFIGURE ] ODV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:30:17.246054] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:30:17.366296] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:17.488319] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:17.608659] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:17.798784] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:30:17.955720] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:18.080092] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:18.204294] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:18.329433] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:18.458336] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:18.586746] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:18.586902] [INFO ] [CONFIGURE ] ODV: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:30:18.586943] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2268 tests
[2025-10-11T00:30:18.586978] [INFO ] [CONFIGURE ] ODV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:30:18.587007] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:30:18.729028] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:18.871212] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:19.009842] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:19.137992] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:19.265103] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:19.392111] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:19.519434] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:19.648881] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:19.777613] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:19.906177] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:19.906383] [INFO ] [CONFIGURE ] ODV: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:30:19.906432] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2267 tests
[2025-10-11T00:30:19.906466] [INFO ] [CONFIGURE ] ODV: Testing feature 3/29: add_daily_returns
[2025-10-11T00:30:19.906496] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:30:20.036389] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:20.182173] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:20.332744] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:20.482865] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:20.618843] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:20.751382] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:20.884042] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:21.019234] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:21.153141] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:21.287349] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:21.287514] [INFO ] [CONFIGURE ] ODV: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:30:21.287557] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2266 tests
[2025-10-11T00:30:21.287592] [INFO ] [CONFIGURE ] ODV: Testing feature 4/29: add_ema
[2025-10-11T00:30:21.287622] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:30:21.432521] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:21.579534] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:21.726578] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:21.874007] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:22.025209] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:22.172959] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:22.321487] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:22.467998] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:22.611512] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:22.757312] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:22.757483] [INFO ] [CONFIGURE ] ODV: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:30:22.757526] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2265 tests
[2025-10-11T00:30:22.757561] [INFO ] [CONFIGURE ] ODV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:30:22.757592] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:30:22.902834] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:23.049532] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:23.200487] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:23.360379] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:23.516449] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:23.673418] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:23.833382] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:23.994376] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:24.152425] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:24.307703] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:24.307889] [INFO ] [CONFIGURE ] ODV: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:30:24.307951] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2264 tests
[2025-10-11T00:30:24.307988] [INFO ] [CONFIGURE ] ODV: Testing feature 6/29: add_failed_moves
[2025-10-11T00:30:24.308019] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:30:24.453282] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:24.585842] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:24.722387] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:24.855467] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:24.988180] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:25.122478] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:25.257173] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:25.392397] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:25.528513] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:25.664130] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:25.664283] [INFO ] [CONFIGURE ] ODV: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:30:25.664326] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2263 tests
[2025-10-11T00:30:25.664360] [INFO ] [CONFIGURE ] ODV: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:30:25.664391] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:30:25.788526] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:25.913114] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:26.043537] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:26.169764] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:26.297553] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:26.424155] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:26.550506] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:26.680480] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:26.809912] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:26.958345] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:26.958577] [INFO ] [CONFIGURE ] ODV: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:30:26.958634] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2262 tests
[2025-10-11T00:30:26.958709] [INFO ] [CONFIGURE ] ODV: Testing feature 8/29: add_macd
[2025-10-11T00:30:26.958750] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:30:27.146129] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:27.330753] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:27.500681] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:27.673101] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:27.847876] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:28.021371] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:28.192573] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:28.362436] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:28.532938] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:28.702294] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:28.702466] [INFO ] [CONFIGURE ] ODV: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:30:28.702510] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2261 tests
[2025-10-11T00:30:28.702544] [INFO ] [CONFIGURE ] ODV: Testing feature 9/29: add_mfi
[2025-10-11T00:30:28.702629] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:30:28.853719] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:29.000104] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:29.144197] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:29.291567] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:29.439040] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:29.587228] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:29.739835] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:29.887342] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:30.033974] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:30.184496] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:30.184708] [INFO ] [CONFIGURE ] ODV: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:30:30.184769] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2260 tests
[2025-10-11T00:30:30.184806] [INFO ] [CONFIGURE ] ODV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:30:30.184836] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:30:30.356734] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:30.516357] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:30.680196] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:30.840094] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:31.000669] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:31.162867] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:31.325358] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:31.494305] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:31.656430] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:31.819731] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:31.819870] [INFO ] [CONFIGURE ] ODV: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:30:31.819913] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2259 tests
[2025-10-11T00:30:31.819947] [INFO ] [CONFIGURE ] ODV: Testing feature 11/29: add_obv_daily
[2025-10-11T00:30:31.819976] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:30:31.956845] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:32.092349] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:32.228045] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:32.366363] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:32.507514] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:32.648968] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:32.795007] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:32.962228] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:33.107278] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:33.252038] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:33.252219] [INFO ] [CONFIGURE ] ODV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:30:33.252262] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2258 tests
[2025-10-11T00:30:33.252298] [INFO ] [CONFIGURE ] ODV: Testing feature 12/29: add_obv_interval
[2025-10-11T00:30:33.252328] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:30:33.418186] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:33.556117] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:33.701968] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:33.851357] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:33.990001] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:34.133118] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:34.277283] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:34.416474] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:34.564611] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:34.710492] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:34.710690] [INFO ] [CONFIGURE ] ODV: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:30:34.710751] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2257 tests
[2025-10-11T00:30:34.710788] [INFO ] [CONFIGURE ] ODV: Testing feature 13/29: add_opening_strength
[2025-10-11T00:30:34.710841] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:30:34.864561] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:35.009393] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:35.157521] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:35.312095] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:30:35.470091] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:35.638962] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:35.782630] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:35.923763] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:36.063876] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:36.207340] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:36.207580] [INFO ] [CONFIGURE ] ODV: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:30:36.207630] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2256 tests
[2025-10-11T00:30:36.207705] [INFO ] [CONFIGURE ] ODV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:30:36.207749] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:30:36.348094] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:36.487586] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:36.625725] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:36.769083] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:36.916668] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:37.060722] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:37.204568] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:37.348288] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:37.492968] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:37.637276] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:37.637432] [INFO ] [CONFIGURE ] ODV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:30:37.637475] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2255 tests
[2025-10-11T00:30:37.637510] [INFO ] [CONFIGURE ] ODV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:30:37.637541] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:30:37.762366] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:37.887442] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:38.012252] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:38.138425] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:38.271043] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:38.396776] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:38.523845] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:38.652551] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:38.786173] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:38.915542] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:38.915754] [INFO ] [CONFIGURE ] ODV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:30:38.915816] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2254 tests
[2025-10-11T00:30:38.915854] [INFO ] [CONFIGURE ] ODV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:30:38.915885] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:30:39.048590] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:39.182044] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:39.317576] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:39.481546] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:39.620498] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:39.757123] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:39.892013] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:40.027835] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:40.170130] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:40.306193] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:40.306352] [INFO ] [CONFIGURE ] ODV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:30:40.306400] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2253 tests
[2025-10-11T00:30:40.306434] [INFO ] [CONFIGURE ] ODV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:30:40.306465] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:30:40.441386] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:40.579699] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:40.716590] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:40.853380] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:40.992788] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:41.130088] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:41.268035] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:41.405938] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:41.541388] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:41.679255] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:41.679418] [INFO ] [CONFIGURE ] ODV: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:30:41.679461] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2252 tests
[2025-10-11T00:30:41.679496] [INFO ] [CONFIGURE ] ODV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:30:41.679527] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:30:41.804575] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:41.929854] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:42.052474] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:42.179774] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:42.315589] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:42.441064] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:42.567842] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:42.693360] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:42.822337] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:42.950360] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:42.950515] [INFO ] [CONFIGURE ] ODV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:30:42.950557] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2251 tests
[2025-10-11T00:30:42.950591] [INFO ] [CONFIGURE ] ODV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:30:42.950622] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:30:43.074591] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:43.206873] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:43.337227] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:43.466771] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:43.595477] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:43.728198] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:43.859822] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:43.988604] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:44.126051] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:44.263366] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:44.263531] [INFO ] [CONFIGURE ] ODV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:30:44.263582] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2250 tests
[2025-10-11T00:30:44.263616] [INFO ] [CONFIGURE ] ODV: Testing feature 20/29: add_price_rejection
[2025-10-11T00:30:44.263671] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:30:44.405398] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:44.548469] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:44.688110] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:44.824436] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:44.963961] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:45.107751] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:45.247084] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:45.383327] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:45.565884] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:45.746267] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:45.746530] [INFO ] [CONFIGURE ] ODV: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:30:45.746605] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2249 tests
[2025-10-11T00:30:45.746698] [INFO ] [CONFIGURE ] ODV: Testing feature 21/29: add_range_position
[2025-10-11T00:30:45.746767] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:30:45.958192] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:46.148334] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:46.369132] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:46.547543] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:46.731128] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:46.903181] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:47.062311] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:47.208803] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:47.356502] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:47.504007] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:47.504152] [INFO ] [CONFIGURE ] ODV: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:30:47.504194] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2248 tests
[2025-10-11T00:30:47.504230] [INFO ] [CONFIGURE ] ODV: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:30:47.504262] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:30:47.660224] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:47.819306] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:47.980612] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:48.141080] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:48.302822] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:48.461371] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:48.622984] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:48.786894] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:48.959366] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:49.129474] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:49.129721] [INFO ] [CONFIGURE ] ODV: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:30:49.129787] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2247 tests
[2025-10-11T00:30:49.129825] [INFO ] [CONFIGURE ] ODV: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:30:49.129857] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:30:49.264461] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:49.402218] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:49.537993] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:49.679803] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:49.818552] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:49.953149] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:50.092199] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:50.228616] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:50.365725] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:50.503122] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:50.503295] [INFO ] [CONFIGURE ] ODV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:30:50.503337] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2246 tests
[2025-10-11T00:30:50.503372] [INFO ] [CONFIGURE ] ODV: Testing feature 24/29: add_rsi
[2025-10-11T00:30:50.503403] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:30:50.657538] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:50.812240] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:50.971124] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:51.131660] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:51.287632] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:51.442377] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:51.632128] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:51.791528] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:51.957478] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:52.119293] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:52.119463] [INFO ] [CONFIGURE ] ODV: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:30:52.119506] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2245 tests
[2025-10-11T00:30:52.119541] [INFO ] [CONFIGURE ] ODV: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:30:52.119572] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:30:52.254779] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:52.386748] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:52.519225] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:52.651070] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:52.785289] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:52.915686] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:53.045754] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:53.181023] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:53.326549] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:53.459761] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:53.459936] [INFO ] [CONFIGURE ] ODV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:30:53.459979] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2244 tests
[2025-10-11T00:30:53.460059] [INFO ] [CONFIGURE ] ODV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:30:53.460112] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:30:53.589055] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:53.720057] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:53.862574] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:54.004099] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:54.148601] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:54.288292] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:54.446050] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:54.603136] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:54.745497] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:54.888159] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:54.888330] [INFO ] [CONFIGURE ] ODV: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:30:54.888384] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2243 tests
[2025-10-11T00:30:54.888421] [INFO ] [CONFIGURE ] ODV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:30:54.888453] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:30:55.040612] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:55.196131] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:55.350436] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:55.499315] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:55.648998] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:55.813019] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:55.967483] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:56.120852] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:56.274664] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:56.428664] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:56.428843] [INFO ] [CONFIGURE ] ODV: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:30:56.428888] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2242 tests
[2025-10-11T00:30:56.428924] [INFO ] [CONFIGURE ] ODV: Testing feature 28/29: add_volume_profile
[2025-10-11T00:30:56.428954] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:30:56.575639] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:30:56.718592] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:56.860711] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:57.007284] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:57.156372] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:57.302529] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:57.446555] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:30:57.594852] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:57.744738] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:57.892530] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:57.892717] [INFO ] [CONFIGURE ] ODV: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:30:57.892783] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2241 tests
[2025-10-11T00:30:57.892828] [INFO ] [CONFIGURE ] ODV: Testing feature 29/29: add_vwap
[2025-10-11T00:30:57.892866] [INFO ] [CONFIGURE ] ODV: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:30:58.036846] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:58.180423] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:30:58.322892] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:58.465197] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:30:58.608955] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:30:58.752686] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:30:58.895190] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.040871] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.188001] [DEBUG] [FORECASTER] ODV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:30:59.337903] [DEBUG] [FORECASTER] ODV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.338064] [INFO ] [CONFIGURE ] ODV: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:30:59.338108] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2240 tests
[2025-10-11T00:30:59.338167] [INFO ] [CONFIGURE ] ODV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:30:59.338225] [INFO ] [CONFIGURE ] ODV: Best accuracy: 70.00%
[2025-10-11T00:30:59.338261] [INFO ] [CONFIGURE ] ODV: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T00:30:59.338293] [INFO ] [CONFIGURE ] ODV: Improvement over baseline: 10.00%
[2025-10-11T00:30:59.338322] [INFO ] [CONFIGURE ] ODV: Total time: 42.1 seconds
[2025-10-11T00:30:59.338350] [INFO ] [CONFIGURE ] ODV: Average time per feature: 1.5 seconds
[2025-10-11T00:30:59.338380] [INFO ] [CONFIGURE ] ODV: Average speed: 0.69 features/sec
[2025-10-11T00:30:59.338961] [INFO ] [LOCAL     ] Saved configuration for ODV: 1 features, 70.00% accuracy -> ./output/feature-sets/ODV.json
[2025-10-11T00:30:59.339018] [INFO ] [CONFIGURE ] ODV: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:30:59.339069] [INFO ] [sig       ] [144/220] Successfully configured ODV | 0.02 sym/s | Total: 1.8h | ETA: 55.6m
[2025-10-11T00:30:59.339146] [INFO ] [sig       ] [145/220] Configuring OIA...
[2025-10-11T00:30:59.339217] [INFO ] [CONFIGURE ] OIA: Configurate test run.
[2025-10-11T00:30:59.339292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-10-11T00:30:59.354817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIA'.
[2025-10-11T00:30:59.355213] [INFO ] [CONFIGURE ] OIA: Testing with 29 available features
[2025-10-11T00:30:59.355271] [INFO ] [CONFIGURE ] OIA: Establishing baseline with no features...
[2025-10-11T00:30:59.467131] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.574631] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.689732] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:30:59.800230] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:30:59.921522] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:00.036119] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:00.150689] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:00.257831] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:00.368362] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:00.475149] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:00.475308] [INFO ] [CONFIGURE ] OIA: Baseline score (no features): 80.00%
[2025-10-11T00:31:00.475351] [INFO ] [CONFIGURE ] OIA: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:31:00.475385] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:31:00.593612] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:00.749546] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:00.878784] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:01.014575] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:01.159005] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:01.288694] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:01.414696] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:01.539295] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:01.664687] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:01.798580] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:01.798813] [INFO ] [CONFIGURE ] OIA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:31:01.798865] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2239 tests
[2025-10-11T00:31:01.798903] [INFO ] [CONFIGURE ] OIA: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:31:01.798934] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:31:01.926514] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:02.062019] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:02.194592] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:02.327629] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:02.467361] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:31:02.609813] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:02.744245] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:02.883862] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:03.027817] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:03.157553] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:03.157765] [INFO ] [CONFIGURE ] OIA: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T00:31:03.157816] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2238 tests
[2025-10-11T00:31:03.157897] [INFO ] [CONFIGURE ] OIA: Testing feature 3/29: add_daily_returns
[2025-10-11T00:31:03.157949] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_daily_returns']
[2025-10-11T00:31:03.270178] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:03.384185] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:03.497774] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:03.617315] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:03.768537] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:03.885964] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:04.007764] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:04.121221] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:04.235857] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:04.355700] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:04.355865] [INFO ] [CONFIGURE ] OIA: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:31:04.355908] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2237 tests
[2025-10-11T00:31:04.355943] [INFO ] [CONFIGURE ] OIA: Testing feature 4/29: add_ema
[2025-10-11T00:31:04.355974] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_ema']
[2025-10-11T00:31:04.486929] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:04.616243] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:04.752459] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:04.891812] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:05.023799] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:05.153672] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:05.293661] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:05.433615] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:05.572010] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:05.720337] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:05.720523] [INFO ] [CONFIGURE ] OIA: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:31:05.720568] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2236 tests
[2025-10-11T00:31:05.720602] [INFO ] [CONFIGURE ] OIA: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:31:05.720633] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:31:05.855570] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:05.992153] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:06.129362] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:06.258236] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:06.386907] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:06.517820] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:06.649896] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:06.809746] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:06.942457] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:07.077450] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:07.077627] [INFO ] [CONFIGURE ] OIA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:31:07.077707] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2235 tests
[2025-10-11T00:31:07.077751] [INFO ] [CONFIGURE ] OIA: Testing feature 6/29: add_failed_moves
[2025-10-11T00:31:07.077782] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_failed_moves']
[2025-10-11T00:31:07.190116] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:07.303556] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:07.416275] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:07.530838] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:07.642925] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:07.756235] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:07.871296] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:07.982439] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.094358] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:08.206860] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.207051] [INFO ] [CONFIGURE ] OIA: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:31:08.207112] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2234 tests
[2025-10-11T00:31:08.207149] [INFO ] [CONFIGURE ] OIA: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:31:08.207181] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_lag_shelf']
[2025-10-11T00:31:08.308495] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.410027] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.516131] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.621110] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:08.726408] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:08.832199] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:08.938063] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:09.043794] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:09.150147] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:09.257724] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:09.257879] [INFO ] [CONFIGURE ] OIA: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:31:09.257924] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2233 tests
[2025-10-11T00:31:09.257957] [INFO ] [CONFIGURE ] OIA: Testing feature 8/29: add_macd
[2025-10-11T00:31:09.257988] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:31:09.403285] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:09.548296] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:09.692115] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:09.862075] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:10.002605] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:10.147084] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:10.291267] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:10.435040] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:10.580952] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:10.728606] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:10.728819] [INFO ] [CONFIGURE ] OIA: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:31:10.728871] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2232 tests
[2025-10-11T00:31:10.728907] [INFO ] [CONFIGURE ] OIA: Testing feature 9/29: add_mfi
[2025-10-11T00:31:10.728939] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_mfi']
[2025-10-11T00:31:10.847547] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:10.965114] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:11.081317] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:11.200514] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:11.319447] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:11.438078] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:11.562712] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:11.684599] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:11.808115] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:11.933844] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:11.934047] [INFO ] [CONFIGURE ] OIA: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:31:11.934099] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2231 tests
[2025-10-11T00:31:11.934136] [INFO ] [CONFIGURE ] OIA: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:31:11.934169] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:31:12.068463] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:12.203311] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:12.339812] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:12.478126] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:12.623632] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:12.767822] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:12.918560] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:13.058066] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:13.198370] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:13.339297] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:13.339532] [INFO ] [CONFIGURE ] OIA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:31:13.339605] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2230 tests
[2025-10-11T00:31:13.339661] [INFO ] [CONFIGURE ] OIA: Testing feature 11/29: add_obv_daily
[2025-10-11T00:31:13.339718] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_obv_daily']
[2025-10-11T00:31:13.452630] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:13.569311] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:13.681283] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:13.804994] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:13.924841] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:14.046405] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:14.174462] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:14.298908] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:14.427728] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:14.552319] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:14.552487] [INFO ] [CONFIGURE ] OIA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:31:14.552532] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2229 tests
[2025-10-11T00:31:14.552566] [INFO ] [CONFIGURE ] OIA: Testing feature 12/29: add_obv_interval
[2025-10-11T00:31:14.552596] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_obv_interval']
[2025-10-11T00:31:14.676330] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:14.800723] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:14.923944] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:15.052759] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:15.172814] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:15.292113] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:15.412785] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:15.531523] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:15.651616] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:15.773160] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:15.773350] [INFO ] [CONFIGURE ] OIA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:31:15.773414] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2228 tests
[2025-10-11T00:31:15.773451] [INFO ] [CONFIGURE ] OIA: Testing feature 13/29: add_opening_strength
[2025-10-11T00:31:15.773482] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:31:15.899035] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:16.042210] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:16.188796] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:16.325984] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:16.451227] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:31:16.578200] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:16.709039] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:31:16.837861] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:16.966262] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:17.095730] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:17.095889] [INFO ] [CONFIGURE ] OIA: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:31:17.095936] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2227 tests
[2025-10-11T00:31:17.095971] [INFO ] [CONFIGURE ] OIA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:31:17.096005] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:31:17.228008] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:17.360355] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:17.495611] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:17.632216] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:17.767077] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:17.905409] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:18.045106] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:18.182557] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:18.323762] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:18.460822] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:18.461008] [INFO ] [CONFIGURE ] OIA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:31:18.461053] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2226 tests
[2025-10-11T00:31:18.461087] [INFO ] [CONFIGURE ] OIA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:31:18.461117] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:31:18.570803] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:18.681465] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:18.795531] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:18.907918] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:19.042723] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:19.150606] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:19.259938] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:19.371505] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:19.481769] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:19.595331] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:19.595521] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:31:19.595565] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2225 tests
[2025-10-11T00:31:19.595598] [INFO ] [CONFIGURE ] OIA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:31:19.595629] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:31:19.711912] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:19.828374] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:19.944144] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:20.063980] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:20.182423] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:20.304817] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:20.419463] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:20.533474] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:20.655261] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:20.793828] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:20.793986] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:31:20.794030] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2224 tests
[2025-10-11T00:31:20.794063] [INFO ] [CONFIGURE ] OIA: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:31:20.794094] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:31:20.914796] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:21.035659] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:21.156861] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:21.276255] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:21.398226] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:21.520248] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:21.643110] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:21.774023] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:21.901581] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:22.030189] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:22.030377] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:31:22.030423] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2223 tests
[2025-10-11T00:31:22.030461] [INFO ] [CONFIGURE ] OIA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:31:22.030494] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:31:22.144775] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:22.251219] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:22.358977] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:22.469733] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:22.584132] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:22.696289] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:22.819182] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:22.935923] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:23.056989] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:23.173449] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:23.173692] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:31:23.173754] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2222 tests
[2025-10-11T00:31:23.173792] [INFO ] [CONFIGURE ] OIA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:31:23.173823] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:31:23.285667] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:23.396993] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:23.509783] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:23.622899] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:23.736169] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:23.850101] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:23.958560] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:24.068917] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:24.177039] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:24.285942] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:24.286103] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:31:24.286146] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2221 tests
[2025-10-11T00:31:24.286179] [INFO ] [CONFIGURE ] OIA: Testing feature 20/29: add_price_rejection
[2025-10-11T00:31:24.286208] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection']
[2025-10-11T00:31:24.400483] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:24.514596] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:24.629486] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:24.744144] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:24.859836] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:24.988212] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:25.133761] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:25.270058] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:25.405456] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:25.548593] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:25.548806] [INFO ] [CONFIGURE ] OIA: KEPT add_price_rejection (score: 90.00%)
[2025-10-11T00:31:25.548863] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2220 tests
[2025-10-11T00:31:25.548901] [INFO ] [CONFIGURE ] OIA: Testing feature 21/29: add_range_position
[2025-10-11T00:31:25.548933] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-10-11T00:31:25.696545] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:25.837076] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:25.977361] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:26.118907] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:26.258899] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:26.403406] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:26.544849] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:26.687437] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:26.829025] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:26.970886] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:26.971078] [INFO ] [CONFIGURE ] OIA: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:31:26.971125] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2219 tests
[2025-10-11T00:31:26.971160] [INFO ] [CONFIGURE ] OIA: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:31:26.971245] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-10-11T00:31:27.124789] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:27.298580] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:27.478027] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:27.663552] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:27.841857] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:28.034335] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:28.220891] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:28.402727] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:28.587416] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:28.767555] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:28.767812] [INFO ] [CONFIGURE ] OIA: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-11T00:31:28.767902] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2218 tests
[2025-10-11T00:31:28.767967] [INFO ] [CONFIGURE ] OIA: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:31:28.768034] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-10-11T00:31:28.920787] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:29.072032] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:29.218107] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:29.365084] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:29.512666] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:29.662623] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:29.814123] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:29.962329] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:30.096486] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:30.228498] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:30.228690] [INFO ] [CONFIGURE ] OIA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:31:30.228751] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2217 tests
[2025-10-11T00:31:30.228811] [INFO ] [CONFIGURE ] OIA: Testing feature 24/29: add_rsi
[2025-10-11T00:31:30.228891] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-11T00:31:30.375370] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:30.521971] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:31:30.668367] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:30.818483] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:31:30.980223] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:31.129595] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:31.277746] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:31.432587] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:31:31.616381] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:31.790076] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:31.790313] [INFO ] [CONFIGURE ] OIA: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:31:31.790375] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2216 tests
[2025-10-11T00:31:31.790414] [INFO ] [CONFIGURE ] OIA: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:31:31.790446] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-10-11T00:31:31.939694] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:32.088047] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:32.239995] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:32.376803] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:32.507993] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:32.640187] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:32.772371] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:32.908963] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:33.040765] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:33.171817] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:33.171960] [INFO ] [CONFIGURE ] OIA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:31:33.172005] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2215 tests
[2025-10-11T00:31:33.172040] [INFO ] [CONFIGURE ] OIA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:31:33.172071] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-11T00:31:33.299863] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:33.428228] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:33.556997] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:33.689466] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:33.820582] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:33.955161] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:34.091534] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:34.234560] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:34.383764] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:34.522188] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:31:34.522436] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:31:34.522485] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2214 tests
[2025-10-11T00:31:34.522522] [INFO ] [CONFIGURE ] OIA: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:31:34.522553] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_volume_price_divergence']
[2025-10-11T00:31:34.676025] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:34.820405] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:34.964887] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:31:35.107159] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:35.250524] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:35.394823] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:35.541617] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:35.688539] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:35.837663] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:35.984083] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:35.984237] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:31:35.984281] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2213 tests
[2025-10-11T00:31:35.984315] [INFO ] [CONFIGURE ] OIA: Testing feature 28/29: add_volume_profile
[2025-10-11T00:31:35.984346] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_volume_profile']
[2025-10-11T00:31:36.119504] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:36.258481] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:36.396351] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:36.533501] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:36.671076] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:36.809151] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:36.947221] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:37.085206] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:37.216908] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:37.347099] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:37.347258] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:31:37.347301] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2212 tests
[2025-10-11T00:31:37.347358] [INFO ] [CONFIGURE ] OIA: Testing feature 29/29: add_vwap
[2025-10-11T00:31:37.347414] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_price_rejection', 'add_vwap']
[2025-10-11T00:31:37.484748] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:31:37.655474] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:31:37.795323] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:31:37.947035] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:31:38.103598] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:31:38.300544] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:38.510158] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:38.710415] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:31:38.914627] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:31:39.086849] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:31:39.087068] [INFO ] [CONFIGURE ] OIA: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:31:39.087139] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2211 tests
[2025-10-11T00:31:39.087195] [INFO ] [CONFIGURE ] OIA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:31:39.087253] [INFO ] [CONFIGURE ] OIA: Best accuracy: 90.00%
[2025-10-11T00:31:39.087291] [INFO ] [CONFIGURE ] OIA: Best feature set (1 features): ['add_price_rejection']
[2025-10-11T00:31:39.087320] [INFO ] [CONFIGURE ] OIA: Improvement over baseline: 10.00%
[2025-10-11T00:31:39.087347] [INFO ] [CONFIGURE ] OIA: Total time: 38.6 seconds
[2025-10-11T00:31:39.087373] [INFO ] [CONFIGURE ] OIA: Average time per feature: 1.3 seconds
[2025-10-11T00:31:39.087400] [INFO ] [CONFIGURE ] OIA: Average speed: 0.75 features/sec
[2025-10-11T00:31:39.088050] [INFO ] [LOCAL     ] Saved configuration for OIA: 1 features, 90.00% accuracy -> ./output/feature-sets/OIA.json
[2025-10-11T00:31:39.088106] [INFO ] [CONFIGURE ] OIA: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-11T00:31:39.088144] [INFO ] [sig       ] [145/220] Successfully configured OIA | 0.02 sym/s | Total: 1.8h | ETA: 54.8m
[2025-10-11T00:31:39.088178] [INFO ] [sig       ] [146/220] Configuring OIS...
[2025-10-11T00:31:39.088223] [INFO ] [CONFIGURE ] OIS: Configurate test run.
[2025-10-11T00:31:39.088296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-10-11T00:31:39.100504] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIS'.
[2025-10-11T00:31:39.100935] [INFO ] [CONFIGURE ] OIS: Testing with 29 available features
[2025-10-11T00:31:39.100992] [INFO ] [CONFIGURE ] OIS: Establishing baseline with no features...
[2025-10-11T00:31:39.231204] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:39.334232] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:31:39.435130] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:39.538176] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:39.642791] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:39.743729] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:39.844377] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:39.945203] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:40.045325] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:40.147980] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:40.148135] [INFO ] [CONFIGURE ] OIS: Baseline score (no features): 30.00%
[2025-10-11T00:31:40.148200] [INFO ] [CONFIGURE ] OIS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:31:40.148235] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:31:40.258660] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:40.369080] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:31:40.481599] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:40.596508] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:40.716539] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:40.842831] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:31:40.964916] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:41.100949] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:41.231070] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:41.354238] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:41.354407] [INFO ] [CONFIGURE ] OIS: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T00:31:41.354453] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2210 tests
[2025-10-11T00:31:41.354488] [INFO ] [CONFIGURE ] OIS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:31:41.354519] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:31:41.479031] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:41.601444] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:41.721583] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:41.844827] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:41.966309] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:42.091848] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:42.221283] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:42.353487] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:42.490858] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:42.614026] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:42.614168] [INFO ] [CONFIGURE ] OIS: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:31:42.614211] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2209 tests
[2025-10-11T00:31:42.614245] [INFO ] [CONFIGURE ] OIS: Testing feature 3/29: add_daily_returns
[2025-10-11T00:31:42.614276] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:31:42.739597] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:42.865436] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:42.988343] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:43.116230] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:43.240182] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:43.365219] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:43.490163] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:43.615975] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:43.742571] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:43.879558] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:43.879755] [INFO ] [CONFIGURE ] OIS: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:31:43.879813] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2208 tests
[2025-10-11T00:31:43.879850] [INFO ] [CONFIGURE ] OIS: Testing feature 4/29: add_ema
[2025-10-11T00:31:43.879881] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:31:44.024111] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:44.171146] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:31:44.314527] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:31:44.458450] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:44.609208] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:44.753438] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:44.898826] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:45.051076] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:45.206761] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:45.361494] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:45.361730] [INFO ] [CONFIGURE ] OIS: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:31:45.361790] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2207 tests
[2025-10-11T00:31:45.361828] [INFO ] [CONFIGURE ] OIS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:31:45.361859] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:31:45.521606] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:45.678152] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:45.824473] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:31:45.989057] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:46.153305] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:46.310328] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:46.469391] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:46.620093] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:46.784971] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:46.936791] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:46.937085] [INFO ] [CONFIGURE ] OIS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:31:46.937151] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2206 tests
[2025-10-11T00:31:46.937190] [INFO ] [CONFIGURE ] OIS: Testing feature 6/29: add_failed_moves
[2025-10-11T00:31:46.937222] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:31:47.066554] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:47.201033] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:47.336573] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:47.478391] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:47.631744] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:47.786460] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:47.932513] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:48.069736] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:48.203574] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:48.334046] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:48.334204] [INFO ] [CONFIGURE ] OIS: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:31:48.334249] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2205 tests
[2025-10-11T00:31:48.334285] [INFO ] [CONFIGURE ] OIS: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:31:48.334317] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:31:48.452109] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:48.569852] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:48.689744] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:48.810193] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:48.929715] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:49.059799] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:49.195818] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:49.338013] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:49.481171] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:49.625030] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:49.625214] [INFO ] [CONFIGURE ] OIS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:31:49.625259] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2204 tests
[2025-10-11T00:31:49.625295] [INFO ] [CONFIGURE ] OIS: Testing feature 8/29: add_macd
[2025-10-11T00:31:49.625330] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:31:49.818711] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:49.999085] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:31:50.177333] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:31:50.342473] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:50.504212] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:31:50.670042] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:31:50.834047] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:50.999627] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:51.165742] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:51.332525] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:51.332791] [INFO ] [CONFIGURE ] OIS: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:31:51.332854] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2203 tests
[2025-10-11T00:31:51.332893] [INFO ] [CONFIGURE ] OIS: Testing feature 9/29: add_mfi
[2025-10-11T00:31:51.332926] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:31:51.474466] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:51.612151] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:51.750949] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:51.890869] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:52.029579] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:52.172087] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:52.310169] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:52.448727] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:52.586671] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:52.726224] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:52.726409] [INFO ] [CONFIGURE ] OIS: KEPT add_mfi (score: 60.00%)
[2025-10-11T00:31:52.726454] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2202 tests
[2025-10-11T00:31:52.726504] [INFO ] [CONFIGURE ] OIS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:31:52.726556] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:31:52.905868] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:53.077042] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:31:53.251966] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:53.422066] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:53.593503] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:53.768238] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:53.940637] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:54.111533] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:54.282900] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:54.463088] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:31:54.463274] [INFO ] [CONFIGURE ] OIS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:31:54.463323] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2201 tests
[2025-10-11T00:31:54.463371] [INFO ] [CONFIGURE ] OIS: Testing feature 11/29: add_obv_daily
[2025-10-11T00:31:54.463414] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-11T00:31:54.611785] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:54.758667] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:54.906808] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:31:55.054934] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:55.210846] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:55.363810] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:55.523542] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:55.683550] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:55.871484] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:56.027980] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:56.028161] [INFO ] [CONFIGURE ] OIS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:31:56.028215] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2200 tests
[2025-10-11T00:31:56.028258] [INFO ] [CONFIGURE ] OIS: Testing feature 12/29: add_obv_interval
[2025-10-11T00:31:56.028292] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-10-11T00:31:56.178380] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:56.323937] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:56.470202] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:56.617511] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:56.768836] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:56.917379] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:57.065862] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:57.219189] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:31:57.380170] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:57.537747] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:57.537984] [INFO ] [CONFIGURE ] OIS: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:31:57.538039] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2199 tests
[2025-10-11T00:31:57.538077] [INFO ] [CONFIGURE ] OIS: Testing feature 13/29: add_opening_strength
[2025-10-11T00:31:57.538111] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:31:57.696802] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:57.851567] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:58.013990] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:31:58.175191] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:58.345794] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:31:58.507426] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:31:58.668148] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:31:58.838844] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:31:59.006222] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:31:59.166865] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:31:59.167109] [INFO ] [CONFIGURE ] OIS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:31:59.167246] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2198 tests
[2025-10-11T00:31:59.167345] [INFO ] [CONFIGURE ] OIS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:31:59.167409] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:31:59.326220] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:31:59.493863] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:31:59.660820] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:31:59.822095] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:31:59.978470] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:00.138546] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:00.297439] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:00.464933] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:00.628418] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:00.787954] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:00.788166] [INFO ] [CONFIGURE ] OIS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:32:00.788218] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2197 tests
[2025-10-11T00:32:00.788252] [INFO ] [CONFIGURE ] OIS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:32:00.788284] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:32:00.926207] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:01.062965] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:01.204069] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:32:01.344099] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:01.484276] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:01.625854] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:01.766329] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:01.919669] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:02.059771] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:02.198977] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:02.199110] [INFO ] [CONFIGURE ] OIS: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:32:02.199153] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2196 tests
[2025-10-11T00:32:02.199187] [INFO ] [CONFIGURE ] OIS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:32:02.199216] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T00:32:02.345182] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:02.489087] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:02.632853] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:32:02.776767] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:02.922140] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:03.068718] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:03.215511] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:03.364473] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:03.511928] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:03.661928] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:03.662085] [INFO ] [CONFIGURE ] OIS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:32:03.662129] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2195 tests
[2025-10-11T00:32:03.662162] [INFO ] [CONFIGURE ] OIS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:32:03.662192] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T00:32:03.811944] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:03.960863] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:04.111239] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:04.264363] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:04.414562] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:04.566107] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:04.717960] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:04.870978] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:05.023561] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:05.174679] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:05.174831] [INFO ] [CONFIGURE ] OIS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T00:32:05.174874] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2194 tests
[2025-10-11T00:32:05.174908] [INFO ] [CONFIGURE ] OIS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:32:05.174940] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T00:32:05.312272] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:05.446800] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:05.584876] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:05.722200] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:05.858501] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:06.001375] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:06.144357] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:06.284044] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:06.423768] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:06.564219] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:06.564337] [INFO ] [CONFIGURE ] OIS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:32:06.564380] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2193 tests
[2025-10-11T00:32:06.564413] [INFO ] [CONFIGURE ] OIS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:32:06.564443] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T00:32:06.702168] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:06.842535] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:06.979828] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:07.117780] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:07.256564] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:07.396122] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:07.538129] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:07.677931] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:07.820628] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:07.983574] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:07.983749] [INFO ] [CONFIGURE ] OIS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:32:07.983812] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2192 tests
[2025-10-11T00:32:07.983850] [INFO ] [CONFIGURE ] OIS: Testing feature 20/29: add_price_rejection
[2025-10-11T00:32:07.983880] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection']
[2025-10-11T00:32:08.128515] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:08.277151] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:08.422855] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:32:08.568406] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:08.713958] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:08.860345] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:09.006277] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:09.152388] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:09.303219] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:09.457707] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:09.457853] [INFO ] [CONFIGURE ] OIS: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-11T00:32:09.457896] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2191 tests
[2025-10-11T00:32:09.457930] [INFO ] [CONFIGURE ] OIS: Testing feature 21/29: add_range_position
[2025-10-11T00:32:09.457960] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position']
[2025-10-11T00:32:09.613318] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:09.767506] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:09.923198] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:10.079097] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:10.235397] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:10.392595] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:10.547449] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:10.702124] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:10.857848] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:11.025891] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:11.026043] [INFO ] [CONFIGURE ] OIS: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:32:11.026087] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2190 tests
[2025-10-11T00:32:11.026121] [INFO ] [CONFIGURE ] OIS: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:32:11.026152] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility']
[2025-10-11T00:32:11.189771] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:11.357145] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:11.532597] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:11.710313] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:11.891159] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:12.068745] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:12.246552] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:12.425518] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:12.607800] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:12.790127] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:12.790256] [INFO ] [CONFIGURE ] OIS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:32:12.790299] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2189 tests
[2025-10-11T00:32:12.790332] [INFO ] [CONFIGURE ] OIS: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:32:12.790361] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-10-11T00:32:12.940041] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:13.089391] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:13.240310] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:13.391419] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:13.543027] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:13.697765] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:13.849826] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:14.024909] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:14.172843] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:14.322600] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:14.322746] [INFO ] [CONFIGURE ] OIS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:32:14.322798] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2188 tests
[2025-10-11T00:32:14.322851] [INFO ] [CONFIGURE ] OIS: Testing feature 24/29: add_rsi
[2025-10-11T00:32:14.322908] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T00:32:14.486199] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:14.648819] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:14.812860] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:14.977872] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:15.143183] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:15.308849] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:15.480863] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:15.648744] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:15.815820] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:15.984521] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:15.984708] [INFO ] [CONFIGURE ] OIS: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:32:15.984825] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2187 tests
[2025-10-11T00:32:15.984868] [INFO ] [CONFIGURE ] OIS: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:32:15.984899] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution']
[2025-10-11T00:32:16.125923] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:16.267206] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:16.409269] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:32:16.551409] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:16.695775] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:16.839671] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:16.993986] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:17.140802] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:17.290001] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:17.443116] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:17.443296] [INFO ] [CONFIGURE ] OIS: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:32:17.443341] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2186 tests
[2025-10-11T00:32:17.443378] [INFO ] [CONFIGURE ] OIS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:32:17.443411] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-11T00:32:17.603326] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:17.748718] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:17.895141] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:18.042142] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:32:18.189325] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:18.337486] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:18.489988] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:18.640694] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:18.791756] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:18.946026] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:18.946216] [INFO ] [CONFIGURE ] OIS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:32:18.946273] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2185 tests
[2025-10-11T00:32:18.946309] [INFO ] [CONFIGURE ] OIS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:32:18.946339] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence']
[2025-10-11T00:32:19.104050] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:19.263465] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:32:19.416350] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:19.582251] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:19.746138] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:19.910363] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:20.106385] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:20.269126] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:20.431973] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:20.594661] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:20.594822] [INFO ] [CONFIGURE ] OIS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:32:20.594868] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2184 tests
[2025-10-11T00:32:20.594903] [INFO ] [CONFIGURE ] OIS: Testing feature 28/29: add_volume_profile
[2025-10-11T00:32:20.594935] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile']
[2025-10-11T00:32:20.746357] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:20.891164] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:21.039523] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:21.193088] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:21.354553] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:21.509364] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:21.667632] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:21.826285] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:21.984062] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:22.144117] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:22.144260] [INFO ] [CONFIGURE ] OIS: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:32:22.144303] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2183 tests
[2025-10-11T00:32:22.144358] [INFO ] [CONFIGURE ] OIS: Testing feature 29/29: add_vwap
[2025-10-11T00:32:22.144414] [INFO ] [CONFIGURE ] OIS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap']
[2025-10-11T00:32:22.301067] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:32:22.454314] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:32:22.610192] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:32:22.773016] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:32:22.926564] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:23.078635] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:32:23.229829] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:23.380752] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:23.531687] [DEBUG] [FORECASTER] OIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:23.682474] [DEBUG] [FORECASTER] OIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:23.682693] [INFO ] [CONFIGURE ] OIS: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:32:23.682769] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2182 tests
[2025-10-11T00:32:23.682826] [INFO ] [CONFIGURE ] OIS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:32:23.682893] [INFO ] [CONFIGURE ] OIS: Best accuracy: 60.00%
[2025-10-11T00:32:23.682935] [INFO ] [CONFIGURE ] OIS: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:32:23.682963] [INFO ] [CONFIGURE ] OIS: Improvement over baseline: 30.00%
[2025-10-11T00:32:23.682990] [INFO ] [CONFIGURE ] OIS: Total time: 43.5 seconds
[2025-10-11T00:32:23.683018] [INFO ] [CONFIGURE ] OIS: Average time per feature: 1.5 seconds
[2025-10-11T00:32:23.683048] [INFO ] [CONFIGURE ] OIS: Average speed: 0.67 features/sec
[2025-10-11T00:32:23.683791] [INFO ] [LOCAL     ] Saved configuration for OIS: 2 features, 60.00% accuracy -> ./output/feature-sets/OIS.json
[2025-10-11T00:32:23.683859] [INFO ] [CONFIGURE ] OIS: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T00:32:23.683928] [INFO ] [sig       ] [146/220] Successfully configured OIS | 0.02 sym/s | Total: 1.8h | ETA: 54.1m
[2025-10-11T00:32:23.684004] [INFO ] [sig       ] [147/220] Configuring OLP...
[2025-10-11T00:32:23.684073] [INFO ] [CONFIGURE ] OLP: Configurate test run.
[2025-10-11T00:32:23.684147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-10-11T00:32:23.697162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OLP'.
[2025-10-11T00:32:23.697481] [INFO ] [CONFIGURE ] OLP: Testing with 29 available features
[2025-10-11T00:32:23.697537] [INFO ] [CONFIGURE ] OLP: Establishing baseline with no features...
[2025-10-11T00:32:23.794760] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:23.892358] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:23.990111] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:24.089611] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:32:24.187964] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:24.299111] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:24.407270] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:24.516401] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:24.620737] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:24.723335] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:24.723477] [INFO ] [CONFIGURE ] OLP: Baseline score (no features): 40.00%
[2025-10-11T00:32:24.723521] [INFO ] [CONFIGURE ] OLP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:32:24.723555] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:32:24.833988] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:24.946540] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:32:25.058344] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:25.171035] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:32:25.283568] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:25.396458] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:25.511426] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:25.631078] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:25.760144] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:25.883768] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:25.883934] [INFO ] [CONFIGURE ] OLP: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:32:25.883977] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2181 tests
[2025-10-11T00:32:25.884011] [INFO ] [CONFIGURE ] OLP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:32:25.884041] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:32:26.011478] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:26.163340] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:26.290082] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:26.427148] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:32:26.555594] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:26.680467] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:26.806224] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:26.930329] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:27.055932] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:27.187091] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:27.187333] [INFO ] [CONFIGURE ] OLP: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:32:27.187392] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2180 tests
[2025-10-11T00:32:27.187430] [INFO ] [CONFIGURE ] OLP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:32:27.187461] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:32:27.313916] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:27.436969] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:27.561446] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:27.685560] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:32:27.813039] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:27.941337] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:28.069511] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:28.197516] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:28.324135] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:28.452275] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:28.452445] [INFO ] [CONFIGURE ] OLP: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:32:28.452489] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2179 tests
[2025-10-11T00:32:28.452523] [INFO ] [CONFIGURE ] OLP: Testing feature 4/29: add_ema
[2025-10-11T00:32:28.452553] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:32:28.596037] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:28.737166] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:28.876463] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:29.016242] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:29.190346] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:29.334589] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:29.482422] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:29.625376] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:29.769793] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:29.915021] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:29.915213] [INFO ] [CONFIGURE ] OLP: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:32:29.915259] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2178 tests
[2025-10-11T00:32:29.915293] [INFO ] [CONFIGURE ] OLP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:32:29.915324] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:32:30.064336] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:30.211093] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:30.357771] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:30.504052] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:30.651153] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:30.797964] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:30.945195] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:31.095729] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:31.247812] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:31.399921] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:31.400107] [INFO ] [CONFIGURE ] OLP: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:32:31.400152] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2177 tests
[2025-10-11T00:32:31.400187] [INFO ] [CONFIGURE ] OLP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:32:31.400217] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T00:32:31.561862] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:31.721205] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:31.874922] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:32.029308] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:32.185289] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:32.341315] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:32.518275] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:32.687098] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:32.842414] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:32.998186] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:32.998356] [INFO ] [CONFIGURE ] OLP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:32:32.998418] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2176 tests
[2025-10-11T00:32:32.998455] [INFO ] [CONFIGURE ] OLP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:32:32.998488] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T00:32:33.143288] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:33.289510] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:33.435830] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:33.580168] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:33.727459] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:33.874391] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:34.023518] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:34.175465] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:34.325285] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:34.490216] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:34.490375] [INFO ] [CONFIGURE ] OLP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:32:34.490425] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2175 tests
[2025-10-11T00:32:34.490460] [INFO ] [CONFIGURE ] OLP: Testing feature 8/29: add_macd
[2025-10-11T00:32:34.490491] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:32:34.663603] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:34.834628] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:35.005256] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:35.176109] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:35.347296] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:35.561029] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:35.734059] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:35.908242] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:36.085729] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:36.260372] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:36.260561] [INFO ] [CONFIGURE ] OLP: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:32:36.260607] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2174 tests
[2025-10-11T00:32:36.260727] [INFO ] [CONFIGURE ] OLP: Testing feature 9/29: add_mfi
[2025-10-11T00:32:36.260780] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T00:32:36.424936] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:36.589756] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:36.756899] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:36.927134] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:37.097960] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:37.265325] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:37.438927] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:37.609426] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:37.778050] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:37.944297] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:37.944465] [INFO ] [CONFIGURE ] OLP: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:32:37.944508] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2173 tests
[2025-10-11T00:32:37.944543] [INFO ] [CONFIGURE ] OLP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:32:37.944575] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:32:38.121345] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:38.297478] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:38.474827] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:38.652804] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:38.838603] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:39.024972] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:39.210365] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:39.395434] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:39.602189] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:39.797673] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:39.797875] [INFO ] [CONFIGURE ] OLP: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:32:39.797920] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2172 tests
[2025-10-11T00:32:39.797953] [INFO ] [CONFIGURE ] OLP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:32:39.797984] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T00:32:39.960583] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:40.127756] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:40.298229] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:40.465790] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:40.632232] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:40.798245] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:40.970722] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:41.142790] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:41.313287] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:41.486773] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:41.486957] [INFO ] [CONFIGURE ] OLP: KEPT add_obv_daily (score: 80.00%)
[2025-10-11T00:32:41.487024] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2171 tests
[2025-10-11T00:32:41.487091] [INFO ] [CONFIGURE ] OLP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:32:41.487134] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:32:41.662429] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:41.840600] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:32:42.013201] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:42.188429] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:42.366387] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:42.550709] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:42.727482] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:42.907620] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:43.087699] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:43.272255] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:43.272456] [INFO ] [CONFIGURE ] OLP: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:32:43.272519] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2170 tests
[2025-10-11T00:32:43.272558] [INFO ] [CONFIGURE ] OLP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:32:43.272590] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:32:43.456531] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:43.646349] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:43.841830] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:44.028499] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:44.215832] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:44.412674] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:44.645374] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:44.836673] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:45.037359] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:45.223096] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:45.223269] [INFO ] [CONFIGURE ] OLP: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:32:45.223314] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2169 tests
[2025-10-11T00:32:45.223371] [INFO ] [CONFIGURE ] OLP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:32:45.223406] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:32:45.418073] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:45.603529] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:45.789694] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:45.976782] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:46.165864] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:46.354488] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:46.554079] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:46.750587] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:46.935241] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:47.130957] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:47.131114] [INFO ] [CONFIGURE ] OLP: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:32:47.131157] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2168 tests
[2025-10-11T00:32:47.131191] [INFO ] [CONFIGURE ] OLP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:32:47.131221] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:32:47.304674] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:47.500885] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:47.727149] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:47.949626] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:48.192105] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:48.425342] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:48.631579] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:32:48.826717] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:48.997178] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:49.166905] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:49.167168] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:32:49.167221] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2167 tests
[2025-10-11T00:32:49.167256] [INFO ] [CONFIGURE ] OLP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:32:49.167288] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:32:49.339859] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:49.515524] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:49.690153] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:32:49.869361] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:50.040384] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:50.213371] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:50.386934] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:50.559813] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:50.739015] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:50.915363] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:50.915611] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:32:50.915691] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2166 tests
[2025-10-11T00:32:50.915742] [INFO ] [CONFIGURE ] OLP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:32:50.915775] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-11T00:32:51.092824] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:51.286019] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:51.467270] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:51.652711] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:51.826624] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:52.001704] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:52.177120] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:52.353359] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:52.535260] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:52.715265] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:52.715428] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:32:52.715472] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2165 tests
[2025-10-11T00:32:52.715506] [INFO ] [CONFIGURE ] OLP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:32:52.715588] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-11T00:32:52.873370] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:53.034591] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:53.192613] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:53.352144] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:53.512710] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:53.677260] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:53.843106] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:54.012131] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:54.177911] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:54.350162] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:54.350359] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:32:54.350407] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2164 tests
[2025-10-11T00:32:54.350515] [INFO ] [CONFIGURE ] OLP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:32:54.350590] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-11T00:32:54.523447] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:54.685459] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:54.844050] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:55.020093] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:55.187096] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:55.353357] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:55.523452] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:55.694130] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:55.863101] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:56.032094] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:56.032322] [INFO ] [CONFIGURE ] OLP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:32:56.032388] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2163 tests
[2025-10-11T00:32:56.032427] [INFO ] [CONFIGURE ] OLP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:32:56.032460] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-10-11T00:32:56.214124] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:56.389858] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:56.565045] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:56.766094] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:56.936401] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:32:57.123878] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:57.299500] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:57.470440] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:32:57.647272] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:32:57.829022] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:32:57.829216] [INFO ] [CONFIGURE ] OLP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:32:57.829261] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2162 tests
[2025-10-11T00:32:57.829299] [INFO ] [CONFIGURE ] OLP: Testing feature 21/29: add_range_position
[2025-10-11T00:32:57.829334] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-11T00:32:58.016071] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:32:58.206149] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:32:58.398903] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:32:58.579179] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:32:58.763940] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:32:58.946185] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:32:59.128904] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:32:59.311954] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:32:59.514228] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:32:59.731986] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:32:59.732206] [INFO ] [CONFIGURE ] OLP: KEPT add_range_position (score: 90.00%)
[2025-10-11T00:32:59.732256] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2161 tests
[2025-10-11T00:32:59.732293] [INFO ] [CONFIGURE ] OLP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:32:59.732325] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_realized_volatility']
[2025-10-11T00:32:59.992290] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:00.266239] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:00.499503] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:00.719144] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:00.945155] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:01.168508] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:01.421687] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:01.675724] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:01.920032] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:02.155300] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:02.155504] [INFO ] [CONFIGURE ] OLP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:33:02.155549] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2160 tests
[2025-10-11T00:33:02.155586] [INFO ] [CONFIGURE ] OLP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:33:02.155624] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_recent_range_context']
[2025-10-11T00:33:02.355128] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:02.552220] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:02.751402] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:33:02.957500] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:03.156575] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:03.356916] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:03.557944] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:03.758915] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:03.963188] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:04.166292] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:04.166459] [INFO ] [CONFIGURE ] OLP: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:33:04.166502] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2159 tests
[2025-10-11T00:33:04.166609] [INFO ] [CONFIGURE ] OLP: Testing feature 24/29: add_rsi
[2025-10-11T00:33:04.166689] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-11T00:33:04.382962] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:04.604067] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:04.818901] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:33:05.042745] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:05.257612] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:05.471257] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:05.677124] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:05.905020] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:06.129493] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:06.351992] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:06.352167] [INFO ] [CONFIGURE ] OLP: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:33:06.352235] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2158 tests
[2025-10-11T00:33:06.352295] [INFO ] [CONFIGURE ] OLP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:33:06.352329] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_tick_distribution']
[2025-10-11T00:33:06.540961] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:06.744333] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:06.942607] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:07.139320] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:07.335297] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:07.526979] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:07.718418] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:07.907820] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:08.096175] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:08.289387] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:08.289613] [INFO ] [CONFIGURE ] OLP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:33:08.289695] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2157 tests
[2025-10-11T00:33:08.289752] [INFO ] [CONFIGURE ] OLP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:33:08.289812] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-11T00:33:08.487528] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:08.681338] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:08.901198] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:09.091187] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:09.284980] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:09.476639] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:09.667723] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:09.860217] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:10.067105] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:10.269050] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:10.269235] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:33:10.269299] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2156 tests
[2025-10-11T00:33:10.269337] [INFO ] [CONFIGURE ] OLP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:33:10.269368] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_volume_price_divergence']
[2025-10-11T00:33:10.472731] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:10.674223] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:10.880474] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:33:11.089776] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:11.297245] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:11.521707] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:11.740407] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:11.964348] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:12.170913] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:12.383116] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:12.383311] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:33:12.383356] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2155 tests
[2025-10-11T00:33:12.383394] [INFO ] [CONFIGURE ] OLP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:33:12.383426] [INFO ] [CONFIGURE ] OLP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position', 'add_volume_profile']
[2025-10-11T00:33:12.574341] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:33:12.767452] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:33:12.970205] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:33:13.168694] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:13.367146] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:13.563463] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:13.760991] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:13.963534] [DEBUG] [FORECASTER] OLP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:14.157791] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:14.360777] [DEBUG] [FORECASTER] OLP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:14.360999] [INFO ] [CONFIGURE ] OLP: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:33:14.361097] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2154 tests
[2025-10-11T00:33:14.361166] [INFO ] [CONFIGURE ] OLP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:33:14.361222] [INFO ] [CONFIGURE ] OLP: Best accuracy: 90.00%
[2025-10-11T00:33:14.361260] [INFO ] [CONFIGURE ] OLP: Best feature set (5 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-11T00:33:14.361291] [INFO ] [CONFIGURE ] OLP: Improvement over baseline: 50.00%
[2025-10-11T00:33:14.361317] [INFO ] [CONFIGURE ] OLP: Total time: 49.6 seconds
[2025-10-11T00:33:14.361343] [INFO ] [CONFIGURE ] OLP: Average time per feature: 1.8 seconds
[2025-10-11T00:33:14.361370] [INFO ] [CONFIGURE ] OLP: Average speed: 0.58 features/sec
[2025-10-11T00:33:14.362036] [INFO ] [LOCAL     ] Saved configuration for OLP: 5 features, 90.00% accuracy -> ./output/feature-sets/OLP.json
[2025-10-11T00:33:14.362092] [INFO ] [CONFIGURE ] OLP: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-11T00:33:14.362144] [INFO ] [sig       ] [147/220] Successfully configured OLP | 0.02 sym/s | Total: 1.8h | ETA: 53.4m
[2025-10-11T00:33:14.362221] [INFO ] [sig       ] [148/220] Configuring ONIT...
[2025-10-11T00:33:14.362291] [INFO ] [CONFIGURE ] ONIT: Configurate test run.
[2025-10-11T00:33:14.362362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'.
[2025-10-11T00:33:14.378873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONIT'.
[2025-10-11T00:33:14.379339] [INFO ] [CONFIGURE ] ONIT: Testing with 29 available features
[2025-10-11T00:33:14.379396] [INFO ] [CONFIGURE ] ONIT: Establishing baseline with no features...
[2025-10-11T00:33:14.486571] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:14.591872] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:14.697254] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:14.804691] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:14.944086] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:15.052087] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.162369] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.272303] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:15.390966] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.511361] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:15.511527] [INFO ] [CONFIGURE ] ONIT: Baseline score (no features): 60.00%
[2025-10-11T00:33:15.511570] [INFO ] [CONFIGURE ] ONIT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:33:15.511604] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:33:15.629414] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.750584] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.868677] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:15.985823] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:16.106019] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:16.229545] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:16.357495] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:16.482628] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:16.609483] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:16.736136] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:16.736302] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-11T00:33:16.736345] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2153 tests
[2025-10-11T00:33:16.736378] [INFO ] [CONFIGURE ] ONIT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:33:16.736408] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:33:16.865937] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:16.991664] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.123489] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.250206] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.395030] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:17.527604] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.654352] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.783843] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:17.914313] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:18.044361] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:18.044544] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-11T00:33:18.044588] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2152 tests
[2025-10-11T00:33:18.044621] [INFO ] [CONFIGURE ] ONIT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:33:18.044681] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_daily_returns']
[2025-10-11T00:33:18.155910] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:18.265472] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:18.377626] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:18.493285] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:18.607466] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:18.720602] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:18.834749] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:18.958272] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:19.072470] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:19.186629] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:19.186850] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:33:19.186911] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2151 tests
[2025-10-11T00:33:19.186948] [INFO ] [CONFIGURE ] ONIT: Testing feature 4/29: add_ema
[2025-10-11T00:33:19.186979] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_ema']
[2025-10-11T00:33:19.310779] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:19.434345] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:19.558572] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:19.683793] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:19.807997] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:19.940450] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:20.066387] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:20.192584] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:20.318956] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:20.447812] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:20.447994] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:33:20.448040] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2150 tests
[2025-10-11T00:33:20.448076] [INFO ] [CONFIGURE ] ONIT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:33:20.448109] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:33:20.577210] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:20.707311] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:20.839402] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:21.002475] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:21.134129] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:21.269658] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:21.407291] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:21.540194] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:21.677415] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:21.820015] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:21.820231] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T00:33:21.820278] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2149 tests
[2025-10-11T00:33:21.820521] [INFO ] [CONFIGURE ] ONIT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:33:21.820586] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_failed_moves']
[2025-10-11T00:33:21.934994] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:22.045587] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:22.164508] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:22.278264] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:22.392710] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:22.508185] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:22.620985] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:22.741378] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:22.860400] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:22.980875] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:22.981112] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:33:22.981171] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2148 tests
[2025-10-11T00:33:22.981209] [INFO ] [CONFIGURE ] ONIT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:33:22.981290] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_lag_shelf']
[2025-10-11T00:33:23.086539] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:23.196128] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:23.304523] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:23.414217] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:23.520315] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:23.628153] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:23.735234] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:23.843210] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:23.951923] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:24.060841] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:24.061013] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:33:24.061056] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2147 tests
[2025-10-11T00:33:24.061090] [INFO ] [CONFIGURE ] ONIT: Testing feature 8/29: add_macd
[2025-10-11T00:33:24.061121] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:33:24.208120] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:24.353282] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:24.497440] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:24.639820] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:24.783925] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:24.928441] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:25.075600] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:25.226186] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:25.373873] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:25.526046] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:25.526254] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_macd (score: 10.00%)
[2025-10-11T00:33:25.526303] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2146 tests
[2025-10-11T00:33:25.526340] [INFO ] [CONFIGURE ] ONIT: Testing feature 9/29: add_mfi
[2025-10-11T00:33:25.526373] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_mfi']
[2025-10-11T00:33:25.650279] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:25.771170] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:25.892855] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:26.014121] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:26.135228] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:26.258478] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:26.384087] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:26.513350] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:26.640549] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:26.767175] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:26.767372] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_mfi (score: 30.00%)
[2025-10-11T00:33:26.767419] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2145 tests
[2025-10-11T00:33:26.767455] [INFO ] [CONFIGURE ] ONIT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:33:26.767488] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:33:26.906959] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:27.081819] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:27.219122] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:27.355541] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:27.494885] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:27.635450] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:27.777132] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:27.919144] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:28.062456] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:28.207015] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:28.207185] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T00:33:28.207231] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2144 tests
[2025-10-11T00:33:28.207264] [INFO ] [CONFIGURE ] ONIT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:33:28.207294] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_obv_daily']
[2025-10-11T00:33:28.320934] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:28.440176] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:28.557666] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:28.674922] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:28.792526] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:28.911691] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:29.031343] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:29.151037] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:29.270342] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:29.390622] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:29.390843] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:33:29.390944] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2143 tests
[2025-10-11T00:33:29.391011] [INFO ] [CONFIGURE ] ONIT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:33:29.391088] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_obv_interval']
[2025-10-11T00:33:29.505221] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:29.617729] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:29.729819] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:29.847809] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:29.961921] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:30.106729] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:30.227870] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:30.354423] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:30.475115] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:30.596458] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:30.596624] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T00:33:30.596703] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2142 tests
[2025-10-11T00:33:30.596751] [INFO ] [CONFIGURE ] ONIT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:33:30.596785] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:33:30.721276] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:30.842995] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:30.966164] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.090360] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.216667] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:31.348353] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.476303] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:31.607246] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.742580] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.880542] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:31.880745] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_opening_strength (score: 10.00%)
[2025-10-11T00:33:31.880801] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2141 tests
[2025-10-11T00:33:31.880837] [INFO ] [CONFIGURE ] ONIT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:33:31.880868] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:33:32.003469] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:32.133251] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:32.272464] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:32.397331] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:32.521357] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:32.646282] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:32.778423] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:32.909409] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:33.041754] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:33.173402] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:33.173568] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:33:33.173611] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2140 tests
[2025-10-11T00:33:33.173665] [INFO ] [CONFIGURE ] ONIT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:33:33.173721] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:33:33.282189] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:33.393563] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:33.503808] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:33.613871] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:33.725213] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:33.839785] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:33.955857] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:34.089463] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:34.207953] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:34.321226] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:34.321374] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:33:34.321416] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2139 tests
[2025-10-11T00:33:34.321449] [INFO ] [CONFIGURE ] ONIT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:33:34.321479] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:33:34.457945] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:34.577559] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:34.697307] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:34.816958] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:34.937473] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:35.057272] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:35.178412] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:35.300847] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:35.427960] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:35.572591] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:35.572939] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:33:35.573005] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2138 tests
[2025-10-11T00:33:35.573050] [INFO ] [CONFIGURE ] ONIT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:33:35.573088] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:33:35.712462] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:35.852536] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:35.992072] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.129888] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.263145] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:36.396525] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.541907] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.680020] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:36.814988] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.952449] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:36.952701] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-11T00:33:36.952763] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2137 tests
[2025-10-11T00:33:36.952802] [INFO ] [CONFIGURE ] ONIT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:33:36.952836] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:33:37.075888] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:37.181214] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:37.286578] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:37.392167] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:37.498784] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:37.605452] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:37.713500] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:37.820517] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:37.927867] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:38.035819] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:38.035958] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-10-11T00:33:38.036001] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2136 tests
[2025-10-11T00:33:38.036035] [INFO ] [CONFIGURE ] ONIT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:33:38.036065] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:33:38.146749] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:38.267844] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:38.390485] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:38.517250] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:38.642201] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:38.762215] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:38.895886] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:39.009486] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:39.122478] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:39.235566] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:39.235836] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T00:33:39.235895] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2135 tests
[2025-10-11T00:33:39.235933] [INFO ] [CONFIGURE ] ONIT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:33:39.235965] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_price_rejection']
[2025-10-11T00:33:39.354128] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:39.472772] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:39.591393] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:39.710567] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:39.830830] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:39.959990] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:40.106529] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:40.246736] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:40.404064] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:40.580447] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:40.580752] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:33:40.580835] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2134 tests
[2025-10-11T00:33:40.580899] [INFO ] [CONFIGURE ] ONIT: Testing feature 21/29: add_range_position
[2025-10-11T00:33:40.580956] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_range_position']
[2025-10-11T00:33:40.752578] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:40.888350] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.023157] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.157892] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.287859] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:41.415536] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.542174] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.671994] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.799086] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.942147] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:41.942319] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_range_position (score: 10.00%)
[2025-10-11T00:33:41.942366] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2133 tests
[2025-10-11T00:33:41.942402] [INFO ] [CONFIGURE ] ONIT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:33:41.942435] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_realized_volatility']
[2025-10-11T00:33:42.078412] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:42.219058] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:42.362231] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:42.500404] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:42.639935] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:42.807328] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:42.963087] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:43.114720] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:43.267689] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:43.420148] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:43.420382] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:33:43.420434] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2132 tests
[2025-10-11T00:33:43.420472] [INFO ] [CONFIGURE ] ONIT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:33:43.420505] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_recent_range_context']
[2025-10-11T00:33:43.532843] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:43.644456] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:43.759380] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:43.887340] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:44.013932] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:44.143203] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:44.256920] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:44.372297] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:44.489761] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:44.608505] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:44.608705] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:33:44.608764] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2131 tests
[2025-10-11T00:33:44.608801] [INFO ] [CONFIGURE ] ONIT: Testing feature 24/29: add_rsi
[2025-10-11T00:33:44.608832] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:33:44.741883] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:44.872260] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:45.006163] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:45.139870] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:45.275039] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:45.408444] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:45.569061] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:45.721062] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:45.860229] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:46.008948] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:46.009214] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:33:46.009284] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2130 tests
[2025-10-11T00:33:46.009325] [INFO ] [CONFIGURE ] ONIT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:33:46.009395] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_tick_distribution']
[2025-10-11T00:33:46.140468] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:46.273539] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:46.395482] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:46.515409] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:46.633061] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:46.753965] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:46.884009] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:47.015120] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:47.147424] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:47.282403] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:47.282579] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:33:47.282639] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2129 tests
[2025-10-11T00:33:47.282736] [INFO ] [CONFIGURE ] ONIT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:33:47.282782] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-11T00:33:47.407846] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:47.526371] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:47.647455] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:47.758269] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:47.872908] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:47.989579] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.103582] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.217355] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:48.330383] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.449363] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.449543] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-11T00:33:48.449588] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2128 tests
[2025-10-11T00:33:48.449625] [INFO ] [CONFIGURE ] ONIT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:33:48.449692] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_volume_price_divergence']
[2025-10-11T00:33:48.577241] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:48.702626] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.824590] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:48.948335] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:49.074353] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:49.202728] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:49.331388] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:49.463117] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:49.592225] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:49.723949] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:49.724109] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-11T00:33:49.724153] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2127 tests
[2025-10-11T00:33:49.724186] [INFO ] [CONFIGURE ] ONIT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:33:49.724216] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_volume_profile']
[2025-10-11T00:33:49.841899] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:49.960553] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:50.079396] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:33:50.208293] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:50.340456] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:50.457559] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:50.576669] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:50.696399] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:33:50.816168] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:50.936806] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:33:50.936911] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:33:50.936952] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2126 tests
[2025-10-11T00:33:50.937014] [INFO ] [CONFIGURE ] ONIT: Testing feature 29/29: add_vwap
[2025-10-11T00:33:50.937069] [INFO ] [CONFIGURE ] ONIT: Testing with features: ['add_vwap']
[2025-10-11T00:33:51.062498] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.182859] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.299900] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.417089] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.534418] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:33:51.670898] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.790853] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:51.911784] [DEBUG] [FORECASTER] ONIT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:33:52.032834] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:52.154544] [DEBUG] [FORECASTER] ONIT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:52.154685] [INFO ] [CONFIGURE ] ONIT: DISCARDED add_vwap (score: 10.00%)
[2025-10-11T00:33:52.154746] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2125 tests
[2025-10-11T00:33:52.154784] [INFO ] [CONFIGURE ] ONIT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:33:52.154813] [INFO ] [CONFIGURE ] ONIT: Best accuracy: 60.00%
[2025-10-11T00:33:52.154845] [INFO ] [CONFIGURE ] ONIT: Best feature set (0 features): []
[2025-10-11T00:33:52.154871] [INFO ] [CONFIGURE ] ONIT: Improvement over baseline: 0.00%
[2025-10-11T00:33:52.154897] [INFO ] [CONFIGURE ] ONIT: Total time: 36.6 seconds
[2025-10-11T00:33:52.154972] [INFO ] [CONFIGURE ] ONIT: Average time per feature: 1.3 seconds
[2025-10-11T00:33:52.155023] [INFO ] [CONFIGURE ] ONIT: Average speed: 0.79 features/sec
[2025-10-11T00:33:52.155519] [INFO ] [LOCAL     ] Saved configuration for ONIT: 0 features, 60.00% accuracy -> ./output/feature-sets/ONIT.json
[2025-10-11T00:33:52.155575] [INFO ] [CONFIGURE ] ONIT: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-11T00:33:52.155626] [INFO ] [sig       ] [148/220] Successfully configured ONIT | 0.02 sym/s | Total: 1.8h | ETA: 52.6m
[2025-10-11T00:33:52.155704] [INFO ] [sig       ] [149/220] Configuring ONL...
[2025-10-11T00:33:52.155744] [INFO ] [CONFIGURE ] ONL: Configurate test run.
[2025-10-11T00:33:52.155784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-10-11T00:33:52.169870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONL'.
[2025-10-11T00:33:52.170184] [INFO ] [CONFIGURE ] ONL: Testing with 29 available features
[2025-10-11T00:33:52.170239] [INFO ] [CONFIGURE ] ONL: Establishing baseline with no features...
[2025-10-11T00:33:52.277343] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:52.382401] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:52.489162] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:52.599878] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:33:52.708124] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:52.818151] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:52.926067] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:53.034166] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:33:53.142947] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:33:53.253080] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:53.253184] [INFO ] [CONFIGURE ] ONL: Baseline score (no features): 40.00%
[2025-10-11T00:33:53.253227] [INFO ] [CONFIGURE ] ONL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:33:53.253259] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:33:53.377151] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:33:53.496872] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:53.617276] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:53.738490] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:53.860298] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:53.983904] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:54.113743] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:54.239868] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:33:54.365153] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:54.490731] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:54.490839] [INFO ] [CONFIGURE ] ONL: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:33:54.490882] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2124 tests
[2025-10-11T00:33:54.490914] [INFO ] [CONFIGURE ] ONL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:33:54.491109] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:33:54.631497] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:54.796026] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:54.960987] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:55.119765] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:55.277715] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:55.439813] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:55.599794] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:55.768621] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:33:55.930858] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:56.090629] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:56.090858] [INFO ] [CONFIGURE ] ONL: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:33:56.090926] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2123 tests
[2025-10-11T00:33:56.090968] [INFO ] [CONFIGURE ] ONL: Testing feature 3/29: add_daily_returns
[2025-10-11T00:33:56.090999] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:33:56.253436] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:56.418885] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:56.582948] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:56.744073] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:56.910880] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:57.073981] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:57.243897] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:33:57.396788] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:33:57.541567] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:57.716387] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:57.716537] [INFO ] [CONFIGURE ] ONL: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T00:33:57.716580] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2122 tests
[2025-10-11T00:33:57.716613] [INFO ] [CONFIGURE ] ONL: Testing feature 4/29: add_ema
[2025-10-11T00:33:57.716665] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:33:57.876117] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:58.038091] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:33:58.196013] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:33:58.354011] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:33:58.513463] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:33:58.674523] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:33:58.838977] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:33:58.999820] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:33:59.160487] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:33:59.321114] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:33:59.321290] [INFO ] [CONFIGURE ] ONL: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:33:59.321353] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2121 tests
[2025-10-11T00:33:59.321391] [INFO ] [CONFIGURE ] ONL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:33:59.321422] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:33:59.498479] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:33:59.673047] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:33:59.841192] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:00.010148] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:00.177997] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:00.340087] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:00.508582] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:00.673900] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:00.843187] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:01.012788] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:01.012925] [INFO ] [CONFIGURE ] ONL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:34:01.013000] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2120 tests
[2025-10-11T00:34:01.013059] [INFO ] [CONFIGURE ] ONL: Testing feature 6/29: add_failed_moves
[2025-10-11T00:34:01.013094] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:34:01.169224] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:01.321280] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:01.473158] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:01.626169] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:01.797920] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:01.966793] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:02.128276] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:02.293068] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:02.459721] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:02.623266] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:02.623453] [INFO ] [CONFIGURE ] ONL: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:34:02.623500] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2119 tests
[2025-10-11T00:34:02.623537] [INFO ] [CONFIGURE ] ONL: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:34:02.623570] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:34:02.775798] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:02.929674] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:03.082389] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:03.235676] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:03.387959] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:03.543866] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:03.717160] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:03.867599] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:04.025082] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:04.179289] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:04.179476] [INFO ] [CONFIGURE ] ONL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:34:04.179522] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2118 tests
[2025-10-11T00:34:04.179558] [INFO ] [CONFIGURE ] ONL: Testing feature 8/29: add_macd
[2025-10-11T00:34:04.179591] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:34:04.367412] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:04.549181] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:04.729394] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:04.908499] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:05.096207] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:05.283456] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:05.464056] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:05.643009] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:05.823402] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:06.009284] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:06.009473] [INFO ] [CONFIGURE ] ONL: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:34:06.009520] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2117 tests
[2025-10-11T00:34:06.009554] [INFO ] [CONFIGURE ] ONL: Testing feature 9/29: add_mfi
[2025-10-11T00:34:06.009585] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:34:06.173001] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:06.335748] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:06.499507] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:06.662188] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:06.859817] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:07.020702] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:07.183403] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:07.344055] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:07.511081] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:07.681745] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:07.681948] [INFO ] [CONFIGURE ] ONL: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:34:07.681994] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2116 tests
[2025-10-11T00:34:07.682029] [INFO ] [CONFIGURE ] ONL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:34:07.682060] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:34:07.852218] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:08.022311] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:08.193900] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:08.374749] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:08.549806] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:08.730794] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:08.899320] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:09.073452] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:09.243588] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:09.434832] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:09.435027] [INFO ] [CONFIGURE ] ONL: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:34:09.435073] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2115 tests
[2025-10-11T00:34:09.435110] [INFO ] [CONFIGURE ] ONL: Testing feature 11/29: add_obv_daily
[2025-10-11T00:34:09.435143] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:34:09.582330] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:09.730891] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:09.892905] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:10.045557] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:34:10.202508] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:10.357868] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:10.513067] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:10.674731] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:10.837558] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:10.996337] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:10.996483] [INFO ] [CONFIGURE ] ONL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:34:10.996529] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2114 tests
[2025-10-11T00:34:10.996565] [INFO ] [CONFIGURE ] ONL: Testing feature 12/29: add_obv_interval
[2025-10-11T00:34:10.996599] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:34:11.148590] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:11.299843] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:11.449619] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:11.599262] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:11.750174] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:11.898554] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:12.046321] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:12.195386] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:12.345259] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:12.496489] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:12.496628] [INFO ] [CONFIGURE ] ONL: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:34:12.496706] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2113 tests
[2025-10-11T00:34:12.496751] [INFO ] [CONFIGURE ] ONL: Testing feature 13/29: add_opening_strength
[2025-10-11T00:34:12.496784] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:34:12.647719] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:12.800283] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:12.952915] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:13.104982] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:13.258014] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:13.412546] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:13.568367] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:13.723278] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:13.879409] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:14.034377] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:14.034532] [INFO ] [CONFIGURE ] ONL: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:34:14.034577] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2112 tests
[2025-10-11T00:34:14.034613] [INFO ] [CONFIGURE ] ONL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:34:14.034666] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:34:14.194508] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:14.360318] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:14.530610] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:14.701664] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:14.868437] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:15.037071] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:15.207025] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:15.377488] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:15.554313] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:15.727276] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:15.727487] [INFO ] [CONFIGURE ] ONL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:34:15.727536] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2111 tests
[2025-10-11T00:34:15.727573] [INFO ] [CONFIGURE ] ONL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:34:15.727604] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:34:15.889917] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:16.044818] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:16.196769] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:16.351762] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:16.507805] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:16.666267] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:16.823272] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:16.982223] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:17.141970] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:17.298079] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:17.298245] [INFO ] [CONFIGURE ] ONL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:34:17.298290] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2110 tests
[2025-10-11T00:34:17.298325] [INFO ] [CONFIGURE ] ONL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:34:17.298358] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:34:17.450209] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:17.615801] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:17.781532] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:17.943995] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:18.105861] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:18.270460] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:18.435050] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:18.602893] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:18.772425] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:18.966336] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:18.966521] [INFO ] [CONFIGURE ] ONL: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:34:18.966584] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2109 tests
[2025-10-11T00:34:18.966622] [INFO ] [CONFIGURE ] ONL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:34:18.966685] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:34:19.131352] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:19.295423] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:19.461950] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:19.626169] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:19.797127] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:19.964132] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:20.133564] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:20.312770] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:20.506300] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:20.710200] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:20.710478] [INFO ] [CONFIGURE ] ONL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:34:20.710543] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2108 tests
[2025-10-11T00:34:20.710586] [INFO ] [CONFIGURE ] ONL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:34:20.710620] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:34:20.887493] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:21.062675] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:21.225313] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:21.392857] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:21.582257] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:21.751713] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:21.921482] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:22.097344] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:22.272973] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:22.449230] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:22.449550] [INFO ] [CONFIGURE ] ONL: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:34:22.449607] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2107 tests
[2025-10-11T00:34:22.449671] [INFO ] [CONFIGURE ] ONL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:34:22.449738] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:34:22.618859] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:22.785940] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:22.955403] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:23.124064] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:23.291798] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:23.461876] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:23.644032] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:23.841582] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:24.015421] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:24.209694] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:24.209997] [INFO ] [CONFIGURE ] ONL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:34:24.210061] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2106 tests
[2025-10-11T00:34:24.210108] [INFO ] [CONFIGURE ] ONL: Testing feature 20/29: add_price_rejection
[2025-10-11T00:34:24.210179] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T00:34:24.398449] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:24.588161] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:24.801104] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:24.994077] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:25.173106] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:25.352042] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:25.525362] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:25.710144] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:25.884561] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:26.065507] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:26.065806] [INFO ] [CONFIGURE ] ONL: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:34:26.065865] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2105 tests
[2025-10-11T00:34:26.065905] [INFO ] [CONFIGURE ] ONL: Testing feature 21/29: add_range_position
[2025-10-11T00:34:26.065939] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-11T00:34:26.245736] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:26.431379] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:26.607944] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:26.791500] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:26.973068] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:27.151269] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:27.330622] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:27.520234] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:27.711452] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:27.899999] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:27.900285] [INFO ] [CONFIGURE ] ONL: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:34:27.900337] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2104 tests
[2025-10-11T00:34:27.900376] [INFO ] [CONFIGURE ] ONL: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:34:27.900411] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:34:28.123188] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:28.315515] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:28.514491] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:28.712273] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:28.907087] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:29.128534] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:29.363793] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:29.597766] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:29.805818] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:30.011877] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:30.012169] [INFO ] [CONFIGURE ] ONL: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:34:30.012222] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2103 tests
[2025-10-11T00:34:30.012262] [INFO ] [CONFIGURE ] ONL: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:34:30.012329] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:34:30.183506] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:34:30.357809] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:30.533507] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:30.705517] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:30.878526] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:31.052411] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:31.241711] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:31.428788] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:31.608452] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:31.803804] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:31.804092] [INFO ] [CONFIGURE ] ONL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:34:31.804160] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2102 tests
[2025-10-11T00:34:31.804213] [INFO ] [CONFIGURE ] ONL: Testing feature 24/29: add_rsi
[2025-10-11T00:34:31.804271] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:34:31.986189] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:32.163626] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:32.386853] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:32.626121] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:32.883469] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:33.117663] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:33.373231] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:33.560331] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:33.741824] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:33.922125] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:33.922308] [INFO ] [CONFIGURE ] ONL: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:34:33.922356] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2101 tests
[2025-10-11T00:34:33.922393] [INFO ] [CONFIGURE ] ONL: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:34:33.922426] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:34:34.075817] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:34.226109] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:34.388796] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:34.537771] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:34.691698] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:34.848288] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:35.001059] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:35.152412] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:35.306235] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:35.458305] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:35.458439] [INFO ] [CONFIGURE ] ONL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:34:35.458482] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2100 tests
[2025-10-11T00:34:35.458515] [INFO ] [CONFIGURE ] ONL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:34:35.458547] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:34:35.617139] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:35.772615] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:35.932521] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:36.092135] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:36.262246] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:36.430672] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:36.589431] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:36.745210] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:36.904124] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:37.062806] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:37.062982] [INFO ] [CONFIGURE ] ONL: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:34:37.063034] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2099 tests
[2025-10-11T00:34:37.063070] [INFO ] [CONFIGURE ] ONL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:34:37.063101] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:34:37.224040] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:37.422878] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:37.597617] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:37.765122] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:37.949789] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:38.139202] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:38.313125] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:38.484352] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:38.657536] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:38.831100] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:38.831263] [INFO ] [CONFIGURE ] ONL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:34:38.831331] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2098 tests
[2025-10-11T00:34:38.831391] [INFO ] [CONFIGURE ] ONL: Testing feature 28/29: add_volume_profile
[2025-10-11T00:34:38.831425] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T00:34:38.984201] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:39.149357] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:34:39.302819] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:39.456554] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:39.614483] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:39.770139] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:39.928313] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:40.085084] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:40.243333] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:40.401363] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:40.401517] [INFO ] [CONFIGURE ] ONL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:34:40.401580] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2097 tests
[2025-10-11T00:34:40.401712] [INFO ] [CONFIGURE ] ONL: Testing feature 29/29: add_vwap
[2025-10-11T00:34:40.401770] [INFO ] [CONFIGURE ] ONL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-11T00:34:40.556831] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:34:40.711772] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:40.875116] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:34:41.038399] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:34:41.210024] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:41.386635] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:34:41.553249] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:41.724603] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:41.898589] [DEBUG] [FORECASTER] ONL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:42.069841] [DEBUG] [FORECASTER] ONL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:42.070037] [INFO ] [CONFIGURE ] ONL: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:34:42.070154] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2096 tests
[2025-10-11T00:34:42.070231] [INFO ] [CONFIGURE ] ONL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:34:42.070288] [INFO ] [CONFIGURE ] ONL: Best accuracy: 80.00%
[2025-10-11T00:34:42.070325] [INFO ] [CONFIGURE ] ONL: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:34:42.070355] [INFO ] [CONFIGURE ] ONL: Improvement over baseline: 40.00%
[2025-10-11T00:34:42.070383] [INFO ] [CONFIGURE ] ONL: Total time: 48.8 seconds
[2025-10-11T00:34:42.070409] [INFO ] [CONFIGURE ] ONL: Average time per feature: 1.7 seconds
[2025-10-11T00:34:42.070437] [INFO ] [CONFIGURE ] ONL: Average speed: 0.59 features/sec
[2025-10-11T00:34:42.071134] [INFO ] [LOCAL     ] Saved configuration for ONL: 3 features, 80.00% accuracy -> ./output/feature-sets/ONL.json
[2025-10-11T00:34:42.071190] [INFO ] [CONFIGURE ] ONL: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:34:42.071240] [INFO ] [sig       ] [149/220] Successfully configured ONL | 0.02 sym/s | Total: 1.8h | ETA: 51.9m
[2025-10-11T00:34:42.071318] [INFO ] [sig       ] [150/220] Configuring ONTF...
[2025-10-11T00:34:42.071389] [INFO ] [CONFIGURE ] ONTF: Configurate test run.
[2025-10-11T00:34:42.071461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-10-11T00:34:42.086618] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONTF'.
[2025-10-11T00:34:42.087083] [INFO ] [CONFIGURE ] ONTF: Testing with 29 available features
[2025-10-11T00:34:42.087150] [INFO ] [CONFIGURE ] ONTF: Establishing baseline with no features...
[2025-10-11T00:34:42.198586] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:42.310192] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:42.427741] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:42.538921] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:42.651392] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:42.770191] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:42.892179] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:43.006406] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:43.120576] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:43.238933] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:43.239073] [INFO ] [CONFIGURE ] ONTF: Baseline score (no features): 40.00%
[2025-10-11T00:34:43.239115] [INFO ] [CONFIGURE ] ONTF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:34:43.239147] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:34:43.362583] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:43.507605] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:43.627560] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:43.749109] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:43.871260] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:43.993399] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:44.115757] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:44.239287] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:44.363379] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:44.488270] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:44.488423] [INFO ] [CONFIGURE ] ONTF: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:34:44.488466] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2095 tests
[2025-10-11T00:34:44.488499] [INFO ] [CONFIGURE ] ONTF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:34:44.488529] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:34:44.623962] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:44.764244] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:44.901973] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:45.041217] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:45.179477] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:45.318882] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:45.457558] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:45.604445] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:45.747436] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:45.887824] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:45.887975] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:34:45.888062] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2094 tests
[2025-10-11T00:34:45.888139] [INFO ] [CONFIGURE ] ONTF: Testing feature 3/29: add_daily_returns
[2025-10-11T00:34:45.888219] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:34:46.012579] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:46.136346] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:46.261556] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:46.394550] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:46.545471] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:46.673232] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:46.801614] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:46.932683] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:47.064030] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:47.197825] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:47.197984] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:34:47.198026] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2093 tests
[2025-10-11T00:34:47.198059] [INFO ] [CONFIGURE ] ONTF: Testing feature 4/29: add_ema
[2025-10-11T00:34:47.198090] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:34:47.334884] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:47.471902] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:47.609246] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:47.749088] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:47.889990] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:48.035783] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:48.176232] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:48.317804] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:48.460229] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:48.605134] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:48.605296] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:34:48.605341] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2092 tests
[2025-10-11T00:34:48.605376] [INFO ] [CONFIGURE ] ONTF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:34:48.605408] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:34:48.753520] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:48.906096] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:49.059708] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:49.209296] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:49.359075] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:49.510364] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:49.667928] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:49.818160] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:49.969090] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:50.121005] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:50.121162] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:34:50.121207] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2091 tests
[2025-10-11T00:34:50.121244] [INFO ] [CONFIGURE ] ONTF: Testing feature 6/29: add_failed_moves
[2025-10-11T00:34:50.121277] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:34:50.248276] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:50.376313] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:50.505938] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:50.634737] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:50.764809] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:50.895464] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:51.026537] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:51.158749] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:51.287075] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:51.415898] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:51.416081] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:34:51.416137] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2090 tests
[2025-10-11T00:34:51.416175] [INFO ] [CONFIGURE ] ONTF: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:34:51.416204] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:34:51.529857] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:51.649074] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:51.773194] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:51.889411] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:52.008753] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:52.126922] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:52.245475] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:52.363500] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:52.482852] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:52.605611] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:52.605790] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T00:34:52.605839] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2089 tests
[2025-10-11T00:34:52.605874] [INFO ] [CONFIGURE ] ONTF: Testing feature 8/29: add_macd
[2025-10-11T00:34:52.605905] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:34:52.760381] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:52.915615] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:53.074144] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:34:53.239716] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:53.405687] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:53.572188] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:34:53.739338] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:53.906097] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:54.070825] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:54.236799] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:54.237032] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:34:54.237097] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2088 tests
[2025-10-11T00:34:54.237134] [INFO ] [CONFIGURE ] ONTF: Testing feature 9/29: add_mfi
[2025-10-11T00:34:54.237166] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:34:54.370860] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:54.502294] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:54.631792] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:54.762577] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:54.893800] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:55.028333] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:55.160943] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:55.294102] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:55.427450] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:55.560104] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:55.560252] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T00:34:55.560296] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2087 tests
[2025-10-11T00:34:55.560338] [INFO ] [CONFIGURE ] ONTF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:34:55.560370] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:34:55.703370] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:55.848125] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:55.992938] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:56.138112] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:56.287797] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:56.448994] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:56.604262] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:56.761847] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:56.919761] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:57.080494] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:57.080733] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:34:57.080790] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2086 tests
[2025-10-11T00:34:57.080826] [INFO ] [CONFIGURE ] ONTF: Testing feature 11/29: add_obv_daily
[2025-10-11T00:34:57.080859] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:34:57.210060] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:57.343273] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:57.475049] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:57.607868] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:57.748981] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:57.887580] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:58.030138] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:34:58.170061] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:34:58.311109] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:34:58.449698] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:58.449865] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:34:58.449928] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2085 tests
[2025-10-11T00:34:58.449989] [INFO ] [CONFIGURE ] ONTF: Testing feature 12/29: add_obv_interval
[2025-10-11T00:34:58.450021] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:34:58.578248] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:34:58.708598] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:34:58.840175] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:34:58.971371] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:34:59.104320] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:34:59.236820] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:34:59.367908] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:34:59.500386] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:34:59.634435] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:34:59.777524] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:34:59.777698] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:34:59.777757] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2084 tests
[2025-10-11T00:34:59.777794] [INFO ] [CONFIGURE ] ONTF: Testing feature 13/29: add_opening_strength
[2025-10-11T00:34:59.777826] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:34:59.916932] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:00.056976] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:00.204631] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:00.346905] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:00.509538] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:00.661840] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:00.813744] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:00.959796] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:01.109193] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:01.257166] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:01.257331] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:35:01.257374] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2083 tests
[2025-10-11T00:35:01.257410] [INFO ] [CONFIGURE ] ONTF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:35:01.257441] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:35:01.429815] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:01.584227] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:01.727119] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:01.872104] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:02.020819] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:02.170527] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:02.318495] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:02.468134] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:35:02.626117] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:02.789121] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:02.789334] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:35:02.789387] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2082 tests
[2025-10-11T00:35:02.789425] [INFO ] [CONFIGURE ] ONTF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:35:02.789457] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:35:02.924565] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:03.048989] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:03.170612] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:03.289956] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:03.423255] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:03.547968] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:03.676168] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:03.800868] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:35:03.925369] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:04.052274] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:04.052445] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:35:04.052491] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2081 tests
[2025-10-11T00:35:04.052528] [INFO ] [CONFIGURE ] ONTF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:35:04.052559] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:35:04.181902] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:04.313155] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:04.442244] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:04.575609] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:04.739732] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:04.879687] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:05.023066] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:05.170324] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:05.314582] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:05.455945] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:05.456113] [INFO ] [CONFIGURE ] ONTF: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:35:05.456160] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2080 tests
[2025-10-11T00:35:05.456197] [INFO ] [CONFIGURE ] ONTF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:35:05.456231] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T00:35:05.608510] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:05.762279] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:05.914802] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:06.068851] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:06.230887] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:06.388447] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:06.543870] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:06.698549] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:06.846459] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:07.004437] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:07.004604] [INFO ] [CONFIGURE ] ONTF: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:35:07.004672] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2079 tests
[2025-10-11T00:35:07.004729] [INFO ] [CONFIGURE ] ONTF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:35:07.004765] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T00:35:07.161257] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:07.327407] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:07.487861] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:07.654284] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:07.811706] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:07.986237] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:08.156258] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:08.329102] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:08.507419] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:08.688228] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:08.688416] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:35:08.688463] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2078 tests
[2025-10-11T00:35:08.688504] [INFO ] [CONFIGURE ] ONTF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:35:08.688579] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T00:35:08.858673] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:09.020519] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:09.173603] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:09.326709] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:09.487225] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:09.643976] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:09.798377] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:09.951899] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:10.107329] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:10.260851] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:10.261055] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:35:10.261103] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2077 tests
[2025-10-11T00:35:10.261147] [INFO ] [CONFIGURE ] ONTF: Testing feature 20/29: add_price_rejection
[2025-10-11T00:35:10.261178] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T00:35:10.421639] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:10.582496] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:10.779117] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:10.944676] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:11.108745] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:11.282921] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:11.453892] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:11.625771] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:11.799367] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:11.971181] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:11.971346] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:35:11.971391] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2076 tests
[2025-10-11T00:35:11.971426] [INFO ] [CONFIGURE ] ONTF: Testing feature 21/29: add_range_position
[2025-10-11T00:35:11.971457] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_range_position']
[2025-10-11T00:35:12.141073] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:12.310829] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:12.486112] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:12.656149] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:12.826932] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:12.999275] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:13.169905] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:13.340583] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:13.512226] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:13.684218] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:13.684384] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:35:13.684428] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2075 tests
[2025-10-11T00:35:13.684464] [INFO ] [CONFIGURE ] ONTF: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:35:13.684497] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T00:35:13.870734] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:14.055842] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:14.245057] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:14.433411] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:14.620942] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:14.809508] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:14.997314] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:15.186104] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:15.377826] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:15.575414] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:15.575598] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:35:15.575666] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2074 tests
[2025-10-11T00:35:15.575726] [INFO ] [CONFIGURE ] ONTF: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:35:15.575761] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T00:35:15.736404] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:15.903868] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:16.086237] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:16.254772] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:16.417857] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:16.581873] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:16.745938] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:16.912277] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:17.077818] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:17.242392] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:17.242559] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:35:17.242604] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2073 tests
[2025-10-11T00:35:17.242684] [INFO ] [CONFIGURE ] ONTF: Testing feature 24/29: add_rsi
[2025-10-11T00:35:17.242742] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T00:35:17.423590] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:17.599208] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:17.774187] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:17.955094] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:18.131664] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:18.311385] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:18.489946] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:18.672099] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:18.854997] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:19.045107] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:19.045372] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:35:19.045438] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2072 tests
[2025-10-11T00:35:19.045480] [INFO ] [CONFIGURE ] ONTF: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:35:19.045514] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T00:35:19.205755] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:19.359198] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:19.514451] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:19.676384] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:19.874737] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:20.032296] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:20.191695] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:20.348339] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:20.507773] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:20.671455] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:20.671692] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:35:20.671756] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2071 tests
[2025-10-11T00:35:20.671795] [INFO ] [CONFIGURE ] ONTF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:35:20.671827] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T00:35:20.831158] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:20.997405] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:21.177474] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:21.346483] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:21.516864] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:21.689463] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:35:21.875398] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:22.051822] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:22.233718] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:22.407463] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:22.407666] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:35:22.407730] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2070 tests
[2025-10-11T00:35:22.407773] [INFO ] [CONFIGURE ] ONTF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:35:22.407808] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T00:35:22.593991] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:22.768521] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:22.943935] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:23.111412] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:35:23.279741] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:23.445016] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:23.611455] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:23.782388] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:23.973870] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:24.147499] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:24.147706] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:35:24.147767] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2069 tests
[2025-10-11T00:35:24.147831] [INFO ] [CONFIGURE ] ONTF: Testing feature 28/29: add_volume_profile
[2025-10-11T00:35:24.147888] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T00:35:24.302233] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:24.455289] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:24.625883] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:24.817898] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:25.037553] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:25.265329] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:25.470384] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:25.650136] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:25.822857] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:25.991813] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:25.991992] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:35:25.992063] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2068 tests
[2025-10-11T00:35:25.992126] [INFO ] [CONFIGURE ] ONTF: Testing feature 29/29: add_vwap
[2025-10-11T00:35:25.992165] [INFO ] [CONFIGURE ] ONTF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_vwap']
[2025-10-11T00:35:26.158661] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:35:26.329713] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:35:26.498103] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:26.672461] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:35:26.855060] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:35:27.040925] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:35:27.230002] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:27.396751] [DEBUG] [FORECASTER] ONTF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:35:27.556040] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:27.715577] [DEBUG] [FORECASTER] ONTF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:27.715762] [INFO ] [CONFIGURE ] ONTF: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:35:27.715814] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2067 tests
[2025-10-11T00:35:27.715872] [INFO ] [CONFIGURE ] ONTF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:35:27.715929] [INFO ] [CONFIGURE ] ONTF: Best accuracy: 70.00%
[2025-10-11T00:35:27.715963] [INFO ] [CONFIGURE ] ONTF: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T00:35:27.715993] [INFO ] [CONFIGURE ] ONTF: Improvement over baseline: 30.00%
[2025-10-11T00:35:27.716020] [INFO ] [CONFIGURE ] ONTF: Total time: 44.5 seconds
[2025-10-11T00:35:27.716046] [INFO ] [CONFIGURE ] ONTF: Average time per feature: 1.5 seconds
[2025-10-11T00:35:27.716076] [INFO ] [CONFIGURE ] ONTF: Average speed: 0.65 features/sec
[2025-10-11T00:35:27.716709] [INFO ] [LOCAL     ] Saved configuration for ONTF: 3 features, 70.00% accuracy -> ./output/feature-sets/ONTF.json
[2025-10-11T00:35:27.716764] [INFO ] [CONFIGURE ] ONTF: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T00:35:27.716815] [INFO ] [sig       ] [150/220] Successfully configured ONTF | 0.02 sym/s | Total: 1.8h | ETA: 51.2m
[2025-10-11T00:35:27.716890] [INFO ] [sig       ] [151/220] Configuring OPAD...
[2025-10-11T00:35:27.716958] [INFO ] [CONFIGURE ] OPAD: Configurate test run.
[2025-10-11T00:35:27.717044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-10-11T00:35:27.730031] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPAD'.
[2025-10-11T00:35:27.730363] [INFO ] [CONFIGURE ] OPAD: Testing with 29 available features
[2025-10-11T00:35:27.730419] [INFO ] [CONFIGURE ] OPAD: Establishing baseline with no features...
[2025-10-11T00:35:27.841282] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:27.946510] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:28.051572] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:28.157670] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:28.262507] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:28.369178] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:28.476338] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:28.585259] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:28.695482] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:35:28.805324] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:28.805460] [INFO ] [CONFIGURE ] OPAD: Baseline score (no features): 40.00%
[2025-10-11T00:35:28.805502] [INFO ] [CONFIGURE ] OPAD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:35:28.805534] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:35:28.953157] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:29.071638] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:29.189840] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:29.315493] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:29.440201] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:29.576179] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:29.702453] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:29.840812] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:29.963126] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:30.087209] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:30.087391] [INFO ] [CONFIGURE ] OPAD: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:35:30.087452] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2066 tests
[2025-10-11T00:35:30.087489] [INFO ] [CONFIGURE ] OPAD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:35:30.087519] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:35:30.221221] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:30.355453] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:30.501219] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:30.642200] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:35:30.780974] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:30.919319] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.059662] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.199612] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.342807] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.482507] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.482740] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:35:31.482797] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2065 tests
[2025-10-11T00:35:31.482836] [INFO ] [CONFIGURE ] OPAD: Testing feature 3/29: add_daily_returns
[2025-10-11T00:35:31.482867] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:35:31.609899] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:31.734194] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:31.855319] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:32.005662] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.129485] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:32.252393] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.374790] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.498491] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.624051] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.749935] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:32.750108] [INFO ] [CONFIGURE ] OPAD: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:35:32.750216] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2064 tests
[2025-10-11T00:35:32.750270] [INFO ] [CONFIGURE ] OPAD: Testing feature 4/29: add_ema
[2025-10-11T00:35:32.750304] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T00:35:32.885020] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.019444] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:33.151321] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.288538] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.422929] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:33.556077] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.690451] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.831962] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:33.974327] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:34.118326] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:34.118523] [INFO ] [CONFIGURE ] OPAD: KEPT add_ema (score: 80.00%)
[2025-10-11T00:35:34.118570] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2063 tests
[2025-10-11T00:35:34.118607] [INFO ] [CONFIGURE ] OPAD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:35:34.118661] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:35:34.281582] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:34.443031] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:34.611534] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:34.795071] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:34.969317] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:35.136392] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:35.300801] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:35.464580] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:35.643753] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:35.820081] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:35.820333] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:35:35.820395] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2062 tests
[2025-10-11T00:35:35.820502] [INFO ] [CONFIGURE ] OPAD: Testing feature 6/29: add_failed_moves
[2025-10-11T00:35:35.820556] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-11T00:35:35.964496] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:36.111626] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:36.259820] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:36.405841] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:36.558339] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:36.705886] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:36.858563] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.010422] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.163032] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.317743] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.317937] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:35:37.317982] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2061 tests
[2025-10-11T00:35:37.318017] [INFO ] [CONFIGURE ] OPAD: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:35:37.318047] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:35:37.456888] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.598961] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:37.751155] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:37.895081] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.068328] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:38.206900] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.347752] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.486580] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.626352] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.767192] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:38.767341] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:35:38.767384] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2060 tests
[2025-10-11T00:35:38.767425] [INFO ] [CONFIGURE ] OPAD: Testing feature 8/29: add_macd
[2025-10-11T00:35:38.767456] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:35:38.937662] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:39.110523] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:39.285979] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:39.460493] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:35:39.638158] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:39.815902] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:39.990737] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:40.165844] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:40.340683] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:40.516159] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:35:40.516327] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:35:40.516373] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2059 tests
[2025-10-11T00:35:40.516409] [INFO ] [CONFIGURE ] OPAD: Testing feature 9/29: add_mfi
[2025-10-11T00:35:40.516461] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-11T00:35:40.666038] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:40.817305] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:40.968020] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:41.121535] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:41.282851] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:41.436370] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:41.603761] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:41.791638] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:41.975283] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:42.141039] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:42.141210] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:35:42.141254] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2058 tests
[2025-10-11T00:35:42.141290] [INFO ] [CONFIGURE ] OPAD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:35:42.141322] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:35:42.316325] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:42.490747] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:42.667856] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:42.842635] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:43.019354] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:43.195421] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:43.372341] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:43.553483] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:35:43.732007] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:43.913109] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:43.913247] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:35:43.913291] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2057 tests
[2025-10-11T00:35:43.913325] [INFO ] [CONFIGURE ] OPAD: Testing feature 11/29: add_obv_daily
[2025-10-11T00:35:43.913356] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-10-11T00:35:44.071468] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:44.217985] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:44.362509] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:44.512360] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:44.660811] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:44.808111] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:44.959083] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:45.105638] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:45.254418] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:45.416542] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:45.416753] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:35:45.416808] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2056 tests
[2025-10-11T00:35:45.416845] [INFO ] [CONFIGURE ] OPAD: Testing feature 12/29: add_obv_interval
[2025-10-11T00:35:45.416877] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-10-11T00:35:45.560963] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:45.712506] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:45.871166] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.032174] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.180794] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:46.336510] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.482745] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:46.636698] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.783770] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.932690] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:46.932848] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:35:46.932892] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2055 tests
[2025-10-11T00:35:46.932926] [INFO ] [CONFIGURE ] OPAD: Testing feature 13/29: add_opening_strength
[2025-10-11T00:35:46.932956] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-10-11T00:35:47.084590] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:47.231935] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:47.384128] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:47.537043] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:47.697287] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:47.852399] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:48.007496] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:48.164119] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:48.332636] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:48.496171] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:48.496342] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:35:48.496385] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2054 tests
[2025-10-11T00:35:48.496421] [INFO ] [CONFIGURE ] OPAD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:35:48.496454] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:35:48.660144] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:48.824773] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:35:48.991142] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:35:49.159001] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:49.322077] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:49.482347] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:49.643745] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:49.807851] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:49.973793] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:50.137484] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:50.137681] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:35:50.137778] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2053 tests
[2025-10-11T00:35:50.137823] [INFO ] [CONFIGURE ] OPAD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:35:50.137857] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:35:50.278901] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:50.417474] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:50.563427] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:50.702258] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:50.842092] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:50.982995] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:51.124246] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:35:51.285007] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:35:51.447069] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:51.607846] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:51.608022] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:35:51.608069] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2052 tests
[2025-10-11T00:35:51.608106] [INFO ] [CONFIGURE ] OPAD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:35:51.608139] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:35:51.762075] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:51.930839] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:52.104114] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:52.261773] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:52.416635] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:52.573941] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:52.733051] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:52.889781] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:35:53.056045] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:53.244629] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:53.244882] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:35:53.244935] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2051 tests
[2025-10-11T00:35:53.244972] [INFO ] [CONFIGURE ] OPAD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:35:53.245004] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T00:35:53.404076] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:53.561742] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:35:53.720089] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:53.881183] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:54.044095] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:54.204634] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:54.360732] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:54.519621] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:35:54.675460] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:54.831817] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:54.831988] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:35:54.832032] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2050 tests
[2025-10-11T00:35:54.832068] [INFO ] [CONFIGURE ] OPAD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:35:54.832100] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:35:54.970847] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:55.109391] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:55.248094] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:55.387276] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:55.526029] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:55.665850] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:55.808083] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:55.949022] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.090360] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.264956] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.265140] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:35:56.265184] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2049 tests
[2025-10-11T00:35:56.265221] [INFO ] [CONFIGURE ] OPAD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:35:56.265254] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:35:56.407916] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.552757] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:56.693941] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.835237] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:56.977816] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:57.123609] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:57.277437] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:57.428534] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:57.583113] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:57.736897] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:57.737088] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:35:57.737142] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2048 tests
[2025-10-11T00:35:57.737178] [INFO ] [CONFIGURE ] OPAD: Testing feature 20/29: add_price_rejection
[2025-10-11T00:35:57.737208] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-11T00:35:57.891299] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:35:58.045976] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:35:58.201143] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:35:58.359723] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:35:58.519618] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:35:58.681261] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:35:58.838430] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:35:58.997403] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:35:59.159577] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:35:59.325823] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:35:59.326024] [INFO ] [CONFIGURE ] OPAD: KEPT add_price_rejection (score: 90.00%)
[2025-10-11T00:35:59.326086] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2047 tests
[2025-10-11T00:35:59.326125] [INFO ] [CONFIGURE ] OPAD: Testing feature 21/29: add_range_position
[2025-10-11T00:35:59.326156] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_range_position']
[2025-10-11T00:35:59.519001] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:35:59.710260] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:35:59.899881] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:00.090729] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:00.283016] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:00.470843] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:00.660905] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:00.846981] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:01.033895] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:01.221965] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:01.222148] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:36:01.222194] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2046 tests
[2025-10-11T00:36:01.222230] [INFO ] [CONFIGURE ] OPAD: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:36:01.222260] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_realized_volatility']
[2025-10-11T00:36:01.422050] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:01.622514] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:36:01.820291] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:02.031304] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:02.228489] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:02.432243] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:02.643734] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:02.859821] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:03.078289] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:03.290207] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:03.290396] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:36:03.290444] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2045 tests
[2025-10-11T00:36:03.290480] [INFO ] [CONFIGURE ] OPAD: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:36:03.290512] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_recent_range_context']
[2025-10-11T00:36:03.465284] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:03.643372] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:36:03.816144] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:03.994369] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:04.178366] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:04.359751] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:04.545124] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:04.731053] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:04.916630] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:05.103060] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:05.103260] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:36:05.103307] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2044 tests
[2025-10-11T00:36:05.103342] [INFO ] [CONFIGURE ] OPAD: Testing feature 24/29: add_rsi
[2025-10-11T00:36:05.103375] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_rsi']
[2025-10-11T00:36:05.283171] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:36:05.458499] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:36:05.641262] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:36:05.813305] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:05.986186] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:06.158587] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:06.330867] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:06.504462] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:06.675893] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:06.850082] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:06.850239] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:36:06.850283] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2043 tests
[2025-10-11T00:36:06.850318] [INFO ] [CONFIGURE ] OPAD: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:36:06.850349] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_tick_distribution']
[2025-10-11T00:36:07.019675] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:07.188018] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:36:07.357416] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:07.527551] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:07.697600] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:07.866472] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.048509] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.234621] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.422041] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.605734] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.605914] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:36:08.605959] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2042 tests
[2025-10-11T00:36:08.605995] [INFO ] [CONFIGURE ] OPAD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:36:08.606026] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-11T00:36:08.780534] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:08.948973] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:36:09.115107] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:36:09.283951] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:09.459848] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:09.631588] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:09.797494] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:09.966039] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:10.132587] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:10.305280] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:10.305495] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:36:10.305562] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2041 tests
[2025-10-11T00:36:10.305633] [INFO ] [CONFIGURE ] OPAD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:36:10.305715] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-11T00:36:10.486430] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:10.664174] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:36:10.842851] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:11.022820] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:11.203924] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:11.411109] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:11.590880] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:11.771718] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:11.953434] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:12.139352] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:12.139558] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T00:36:12.139604] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2040 tests
[2025-10-11T00:36:12.139662] [INFO ] [CONFIGURE ] OPAD: Testing feature 28/29: add_volume_profile
[2025-10-11T00:36:12.139721] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_profile']
[2025-10-11T00:36:12.306410] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:12.477476] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:36:12.647303] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:36:12.816447] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:12.983202] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:13.150169] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:13.318541] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:13.486447] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:13.663257] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:13.842109] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:13.842283] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:36:13.842327] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2039 tests
[2025-10-11T00:36:13.842433] [INFO ] [CONFIGURE ] OPAD: Testing feature 29/29: add_vwap
[2025-10-11T00:36:13.842491] [INFO ] [CONFIGURE ] OPAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection', 'add_vwap']
[2025-10-11T00:36:14.009605] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:36:14.177902] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:36:14.345601] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:36:14.516841] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:14.683319] [DEBUG] [FORECASTER] OPAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:14.849350] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.020134] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.186925] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.354719] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.525205] [DEBUG] [FORECASTER] OPAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.525364] [INFO ] [CONFIGURE ] OPAD: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:36:15.525410] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2038 tests
[2025-10-11T00:36:15.525447] [INFO ] [CONFIGURE ] OPAD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:36:15.525479] [INFO ] [CONFIGURE ] OPAD: Best accuracy: 90.00%
[2025-10-11T00:36:15.525512] [INFO ] [CONFIGURE ] OPAD: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-11T00:36:15.525543] [INFO ] [CONFIGURE ] OPAD: Improvement over baseline: 50.00%
[2025-10-11T00:36:15.525573] [INFO ] [CONFIGURE ] OPAD: Total time: 46.7 seconds
[2025-10-11T00:36:15.525601] [INFO ] [CONFIGURE ] OPAD: Average time per feature: 1.6 seconds
[2025-10-11T00:36:15.525630] [INFO ] [CONFIGURE ] OPAD: Average speed: 0.62 features/sec
[2025-10-11T00:36:15.526282] [INFO ] [LOCAL     ] Saved configuration for OPAD: 4 features, 90.00% accuracy -> ./output/feature-sets/OPAD.json
[2025-10-11T00:36:15.526339] [INFO ] [CONFIGURE ] OPAD: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-11T00:36:15.526378] [INFO ] [sig       ] [151/220] Successfully configured OPAD | 0.02 sym/s | Total: 1.8h | ETA: 50.5m
[2025-10-11T00:36:15.526412] [INFO ] [sig       ] [152/220] Configuring OPP...
[2025-10-11T00:36:15.526441] [INFO ] [CONFIGURE ] OPP: Configurate test run.
[2025-10-11T00:36:15.526487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-10-11T00:36:15.542946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPP'.
[2025-10-11T00:36:15.543401] [INFO ] [CONFIGURE ] OPP: Testing with 29 available features
[2025-10-11T00:36:15.543457] [INFO ] [CONFIGURE ] OPP: Establishing baseline with no features...
[2025-10-11T00:36:15.651248] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:15.756035] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:15.860634] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:15.962610] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:16.065146] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:16.168619] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:16.275801] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:16.381026] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:16.489266] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:16.593720] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:16.593871] [INFO ] [CONFIGURE ] OPP: Baseline score (no features): 70.00%
[2025-10-11T00:36:16.593914] [INFO ] [CONFIGURE ] OPP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:36:16.593946] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:36:16.707792] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:16.821615] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:16.935293] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:17.053523] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:17.171198] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:17.291742] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:17.442950] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:17.559936] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:17.676458] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:17.799864] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:17.800674] [INFO ] [CONFIGURE ] OPP: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-11T00:36:17.800738] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2037 tests
[2025-10-11T00:36:17.800786] [INFO ] [CONFIGURE ] OPP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:36:17.800843] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:36:17.935867] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:18.066502] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:18.197871] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:18.329149] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:18.464745] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:18.596077] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:18.727492] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:18.858606] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:18.992022] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:19.130257] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:19.130484] [INFO ] [CONFIGURE ] OPP: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:36:19.130547] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2036 tests
[2025-10-11T00:36:19.130735] [INFO ] [CONFIGURE ] OPP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:36:19.130776] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:36:19.246592] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:36:19.363047] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:19.479838] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:19.598002] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:19.722043] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:19.842795] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:19.961963] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:20.081214] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:20.201476] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:20.326567] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:20.326792] [INFO ] [CONFIGURE ] OPP: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:36:20.326862] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2035 tests
[2025-10-11T00:36:20.326921] [INFO ] [CONFIGURE ] OPP: Testing feature 4/29: add_ema
[2025-10-11T00:36:20.326959] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:36:20.491517] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:20.623168] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:20.753329] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:20.884730] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:21.022309] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:21.156140] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:21.291211] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:21.426671] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:21.562225] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:21.703834] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:21.704036] [INFO ] [CONFIGURE ] OPP: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:36:21.704091] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2034 tests
[2025-10-11T00:36:21.704128] [INFO ] [CONFIGURE ] OPP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:36:21.704162] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:36:21.844309] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:21.983723] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:22.124791] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:22.271413] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:22.412901] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:22.560164] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:22.713326] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:22.882987] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:23.032452] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:23.181777] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:23.181997] [INFO ] [CONFIGURE ] OPP: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:36:23.182062] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2033 tests
[2025-10-11T00:36:23.182102] [INFO ] [CONFIGURE ] OPP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:36:23.182187] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:36:23.321308] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:23.453373] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:23.585790] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:23.716303] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:23.844077] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:23.978225] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:24.107243] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:24.238547] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:24.375488] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:24.505555] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:24.505752] [INFO ] [CONFIGURE ] OPP: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:36:24.505806] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2032 tests
[2025-10-11T00:36:24.505845] [INFO ] [CONFIGURE ] OPP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:36:24.505877] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:36:24.629976] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:24.752272] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:24.872778] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:24.996399] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:25.117364] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:25.243147] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:25.371675] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:25.494320] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:25.618506] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:25.742822] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:25.743037] [INFO ] [CONFIGURE ] OPP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:36:25.743094] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2031 tests
[2025-10-11T00:36:25.743131] [INFO ] [CONFIGURE ] OPP: Testing feature 8/29: add_macd
[2025-10-11T00:36:25.743165] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:36:25.901087] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:26.057288] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:26.220512] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:26.382883] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:26.583869] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:26.743263] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:26.906248] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:27.069189] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:27.233008] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:27.395307] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:27.395486] [INFO ] [CONFIGURE ] OPP: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:36:27.395531] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2030 tests
[2025-10-11T00:36:27.395566] [INFO ] [CONFIGURE ] OPP: Testing feature 9/29: add_mfi
[2025-10-11T00:36:27.395596] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:36:27.528367] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:27.666759] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:27.803042] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:27.942286] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:28.078053] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:28.217487] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:28.371122] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:28.529491] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:28.691097] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:28.856849] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:28.857064] [INFO ] [CONFIGURE ] OPP: KEPT add_mfi (score: 90.00%)
[2025-10-11T00:36:28.857124] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2029 tests
[2025-10-11T00:36:28.857180] [INFO ] [CONFIGURE ] OPP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:36:28.857233] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:36:29.044666] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:29.223419] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:29.393725] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:29.562232] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:29.731404] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:29.900144] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:30.068580] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:30.241941] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:30.412874] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:30.585324] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:30.585531] [INFO ] [CONFIGURE ] OPP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:36:30.585574] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2028 tests
[2025-10-11T00:36:30.585608] [INFO ] [CONFIGURE ] OPP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:36:30.585659] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-11T00:36:30.733125] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:30.881276] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:31.031093] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:31.182482] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:31.334977] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:31.489630] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:31.639488] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:31.795143] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:31.963337] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:32.115133] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:32.115310] [INFO ] [CONFIGURE ] OPP: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:36:32.115353] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2027 tests
[2025-10-11T00:36:32.115388] [INFO ] [CONFIGURE ] OPP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:36:32.115417] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-11T00:36:32.264083] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:32.409861] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:32.554984] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:32.708733] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:32.863549] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:33.050247] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:33.264216] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:33.458310] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:33.644531] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:33.795630] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:33.795869] [INFO ] [CONFIGURE ] OPP: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T00:36:33.795917] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2026 tests
[2025-10-11T00:36:33.795954] [INFO ] [CONFIGURE ] OPP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:36:33.795987] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:36:33.949517] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:34.098118] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:34.243052] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:34.391474] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:34.539428] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:34.688775] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:34.837235] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:34.997505] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:35.158128] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:35.310836] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:35.311032] [INFO ] [CONFIGURE ] OPP: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:36:35.311076] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2025 tests
[2025-10-11T00:36:35.311110] [INFO ] [CONFIGURE ] OPP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:36:35.311141] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:36:35.465203] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:35.615466] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:35.768285] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:35.923084] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:36.080346] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:36.235978] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:36.390995] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:36.547456] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:36.703491] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:36.867592] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:36.867905] [INFO ] [CONFIGURE ] OPP: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:36:36.868000] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2024 tests
[2025-10-11T00:36:36.868071] [INFO ] [CONFIGURE ] OPP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:36:36.868132] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:36:37.008182] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:37.143635] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:37.276963] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:37.415549] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:37.556780] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:37.699457] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:37.839168] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:37.981811] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:38.121209] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:38.262553] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:38.262790] [INFO ] [CONFIGURE ] OPP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:36:38.262840] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2023 tests
[2025-10-11T00:36:38.262876] [INFO ] [CONFIGURE ] OPP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:36:38.262906] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T00:36:38.407949] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:38.556136] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:38.732067] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:38.890300] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:39.043230] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:39.191724] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:39.345315] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:39.494504] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:39.643567] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:39.801006] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:39.801268] [INFO ] [CONFIGURE ] OPP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:36:39.801321] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2022 tests
[2025-10-11T00:36:39.801359] [INFO ] [CONFIGURE ] OPP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:36:39.801391] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T00:36:39.952615] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:40.101352] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:40.273097] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:40.444251] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:40.607364] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:40.761497] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:40.914201] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:41.071258] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:41.230303] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:41.387388] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:41.387623] [INFO ] [CONFIGURE ] OPP: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:36:41.387709] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2021 tests
[2025-10-11T00:36:41.387757] [INFO ] [CONFIGURE ] OPP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:36:41.387792] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T00:36:41.533091] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:41.672436] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:41.820296] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:41.963702] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:42.100590] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:42.235391] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:42.369057] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:42.508294] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:42.645192] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:42.789422] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:42.789567] [INFO ] [CONFIGURE ] OPP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:36:42.789611] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2020 tests
[2025-10-11T00:36:42.789708] [INFO ] [CONFIGURE ] OPP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:36:42.789760] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T00:36:42.929133] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:43.063000] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:43.197297] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:43.331018] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:43.464995] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:43.604942] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:43.741796] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:43.879721] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:44.016936] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:44.156634] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:44.156835] [INFO ] [CONFIGURE ] OPP: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:36:44.156890] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2019 tests
[2025-10-11T00:36:44.156933] [INFO ] [CONFIGURE ] OPP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:36:44.156972] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-11T00:36:44.303923] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:44.447439] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:44.596948] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:44.775379] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:44.935377] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:45.095596] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:45.258804] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:45.426372] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:45.583669] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:45.730706] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:45.730912] [INFO ] [CONFIGURE ] OPP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:36:45.730974] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2018 tests
[2025-10-11T00:36:45.731012] [INFO ] [CONFIGURE ] OPP: Testing feature 21/29: add_range_position
[2025-10-11T00:36:45.731043] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-11T00:36:45.883111] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:46.035088] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:46.187922] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:46.339480] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:46.490107] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:46.650291] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:46.807824] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:46.966329] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:47.129065] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:47.291143] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:47.291333] [INFO ] [CONFIGURE ] OPP: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:36:47.291378] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2017 tests
[2025-10-11T00:36:47.291413] [INFO ] [CONFIGURE ] OPP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:36:47.291445] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-11T00:36:47.465489] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:47.637585] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:47.833192] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:48.009864] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:48.183610] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:48.357589] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:48.532311] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:48.707922] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:48.884748] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:49.061327] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:49.061501] [INFO ] [CONFIGURE ] OPP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:36:49.061546] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2016 tests
[2025-10-11T00:36:49.061580] [INFO ] [CONFIGURE ] OPP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:36:49.061610] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-11T00:36:49.207576] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:49.349214] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:49.492728] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:49.635249] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:49.775848] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:49.916977] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:50.059343] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:50.200637] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:50.345980] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:50.493078] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:50.493223] [INFO ] [CONFIGURE ] OPP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:36:50.493266] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2015 tests
[2025-10-11T00:36:50.493323] [INFO ] [CONFIGURE ] OPP: Testing feature 24/29: add_rsi
[2025-10-11T00:36:50.493380] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T00:36:50.652860] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:50.838329] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:50.995525] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:51.153758] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:51.312295] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:51.475145] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:51.645725] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:51.812477] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:51.980329] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:52.146829] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:52.147013] [INFO ] [CONFIGURE ] OPP: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:36:52.147085] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2014 tests
[2025-10-11T00:36:52.147125] [INFO ] [CONFIGURE ] OPP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:36:52.147156] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-11T00:36:52.286421] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:52.430328] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:52.570497] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:52.708850] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:52.848551] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:52.994692] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:53.138034] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:53.280011] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:53.426619] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:53.570556] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:53.570726] [INFO ] [CONFIGURE ] OPP: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:36:53.570782] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2013 tests
[2025-10-11T00:36:53.570819] [INFO ] [CONFIGURE ] OPP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:36:53.570850] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-11T00:36:53.724838] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:53.885355] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:54.028425] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:54.170577] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:54.311928] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:54.455177] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:54.596873] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:36:54.740111] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:54.888305] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:55.035838] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:55.036000] [INFO ] [CONFIGURE ] OPP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:36:55.036045] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2012 tests
[2025-10-11T00:36:55.036082] [INFO ] [CONFIGURE ] OPP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:36:55.036165] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-11T00:36:55.191572] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:55.349340] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:55.504593] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:55.661733] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:55.816573] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:55.971902] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:56.128884] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:56.288197] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:56.445393] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:56.616892] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:56.617077] [INFO ] [CONFIGURE ] OPP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:36:56.617132] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2011 tests
[2025-10-11T00:36:56.617167] [INFO ] [CONFIGURE ] OPP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:36:56.617197] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-11T00:36:56.757344] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:56.914269] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:57.066802] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:36:57.214235] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:36:57.363724] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:36:57.512871] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:36:57.661244] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:57.809864] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:36:57.959015] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:36:58.109186] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:58.109376] [INFO ] [CONFIGURE ] OPP: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:36:58.109421] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2010 tests
[2025-10-11T00:36:58.109476] [INFO ] [CONFIGURE ] OPP: Testing feature 29/29: add_vwap
[2025-10-11T00:36:58.109532] [INFO ] [CONFIGURE ] OPP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-11T00:36:58.263364] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:36:58.414347] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:36:58.564669] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:36:58.715749] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:36:58.867060] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:36:59.017251] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:36:59.178513] [DEBUG] [FORECASTER] OPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:36:59.331164] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:36:59.488042] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:36:59.645081] [DEBUG] [FORECASTER] OPP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:36:59.645239] [INFO ] [CONFIGURE ] OPP: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:36:59.645283] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2009 tests
[2025-10-11T00:36:59.645339] [INFO ] [CONFIGURE ] OPP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:36:59.645396] [INFO ] [CONFIGURE ] OPP: Best accuracy: 90.00%
[2025-10-11T00:36:59.645430] [INFO ] [CONFIGURE ] OPP: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:36:59.645459] [INFO ] [CONFIGURE ] OPP: Improvement over baseline: 20.00%
[2025-10-11T00:36:59.645485] [INFO ] [CONFIGURE ] OPP: Total time: 43.1 seconds
[2025-10-11T00:36:59.645512] [INFO ] [CONFIGURE ] OPP: Average time per feature: 1.5 seconds
[2025-10-11T00:36:59.645539] [INFO ] [CONFIGURE ] OPP: Average speed: 0.67 features/sec
[2025-10-11T00:36:59.646135] [INFO ] [LOCAL     ] Saved configuration for OPP: 2 features, 90.00% accuracy -> ./output/feature-sets/OPP.json
[2025-10-11T00:36:59.646191] [INFO ] [CONFIGURE ] OPP: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T00:36:59.646246] [INFO ] [sig       ] [152/220] Successfully configured OPP | 0.02 sym/s | Total: 1.9h | ETA: 49.8m
[2025-10-11T00:36:59.646321] [INFO ] [sig       ] [153/220] Configuring ORC...
[2025-10-11T00:36:59.646391] [INFO ] [CONFIGURE ] ORC: Configurate test run.
[2025-10-11T00:36:59.646463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-10-11T00:36:59.660241] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORC'.
[2025-10-11T00:36:59.660600] [INFO ] [CONFIGURE ] ORC: Testing with 29 available features
[2025-10-11T00:36:59.660680] [INFO ] [CONFIGURE ] ORC: Establishing baseline with no features...
[2025-10-11T00:36:59.765867] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:36:59.899976] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.006619] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.118514] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.227833] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.340759] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:00.451069] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:00.562361] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.675944] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:00.797190] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:00.797332] [INFO ] [CONFIGURE ] ORC: Baseline score (no features): 30.00%
[2025-10-11T00:37:00.797374] [INFO ] [CONFIGURE ] ORC: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:37:00.797476] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:37:00.916916] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:01.035417] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:01.153839] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:01.273128] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:01.393611] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:01.513632] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:01.649522] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:01.774577] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:01.903612] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:02.030846] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:02.031024] [INFO ] [CONFIGURE ] ORC: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:37:02.031069] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2008 tests
[2025-10-11T00:37:02.031106] [INFO ] [CONFIGURE ] ORC: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:37:02.031138] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:37:02.174823] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:02.317671] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:02.452958] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:02.588929] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:02.725110] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:02.863406] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:03.001391] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:03.137019] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:03.277573] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:03.420336] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:03.420533] [INFO ] [CONFIGURE ] ORC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:37:03.420581] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2007 tests
[2025-10-11T00:37:03.420618] [INFO ] [CONFIGURE ] ORC: Testing feature 3/29: add_daily_returns
[2025-10-11T00:37:03.420679] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:37:03.543463] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:03.668693] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:03.815182] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:03.939637] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:04.066254] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:04.187406] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:04.306557] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:04.428793] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:04.553412] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:04.679581] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:04.679810] [INFO ] [CONFIGURE ] ORC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:37:04.679862] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2006 tests
[2025-10-11T00:37:04.679898] [INFO ] [CONFIGURE ] ORC: Testing feature 4/29: add_ema
[2025-10-11T00:37:04.679930] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:37:04.812707] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:04.943863] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:05.075706] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:05.209445] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:05.344233] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:05.481110] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:05.620825] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:05.758525] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:05.897152] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:06.036836] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:06.037061] [INFO ] [CONFIGURE ] ORC: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:37:06.037122] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2005 tests
[2025-10-11T00:37:06.037160] [INFO ] [CONFIGURE ] ORC: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:37:06.037192] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:37:06.176554] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:06.315434] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:06.461192] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:06.614579] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:06.766442] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:06.916136] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:07.067340] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:07.223674] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:07.378811] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:07.533766] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:37:07.533929] [INFO ] [CONFIGURE ] ORC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:37:07.534024] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2004 tests
[2025-10-11T00:37:07.534067] [INFO ] [CONFIGURE ] ORC: Testing feature 6/29: add_failed_moves
[2025-10-11T00:37:07.534098] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:37:07.663762] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:07.798437] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:07.932429] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:08.068703] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:08.209350] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:08.344161] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:08.483198] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:08.621845] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:08.759931] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:08.904799] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:08.904969] [INFO ] [CONFIGURE ] ORC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:37:08.905013] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2003 tests
[2025-10-11T00:37:08.905047] [INFO ] [CONFIGURE ] ORC: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:37:08.905079] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:37:09.029510] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:09.153839] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:09.277222] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:09.399096] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:09.528028] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:09.653162] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:09.782213] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:09.915957] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:10.048831] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:10.179176] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:10.179375] [INFO ] [CONFIGURE ] ORC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:37:10.179420] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2002 tests
[2025-10-11T00:37:10.179455] [INFO ] [CONFIGURE ] ORC: Testing feature 8/29: add_macd
[2025-10-11T00:37:10.179487] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:37:10.337267] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:10.494206] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:10.660304] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:10.826633] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:37:10.992346] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:11.171618] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:11.338165] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:11.498489] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:11.666828] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:11.835859] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:37:11.836089] [INFO ] [CONFIGURE ] ORC: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:37:11.836138] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2001 tests
[2025-10-11T00:37:11.836173] [INFO ] [CONFIGURE ] ORC: Testing feature 9/29: add_mfi
[2025-10-11T00:37:11.836206] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:37:11.979602] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:12.123988] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:12.263241] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:12.409346] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:12.552089] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:12.695688] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:12.843781] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:12.997257] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:13.141472] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:13.283211] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:13.283389] [INFO ] [CONFIGURE ] ORC: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:37:13.283434] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2000 tests
[2025-10-11T00:37:13.283470] [INFO ] [CONFIGURE ] ORC: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:37:13.283501] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:37:13.443380] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:13.599211] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:13.757736] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:13.916423] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:14.074492] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:14.235154] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:14.394847] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:14.559025] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:14.722707] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:14.885193] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:14.885376] [INFO ] [CONFIGURE ] ORC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:37:14.885422] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 1999 tests
[2025-10-11T00:37:14.885459] [INFO ] [CONFIGURE ] ORC: Testing feature 11/29: add_obv_daily
[2025-10-11T00:37:14.885493] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:37:15.050484] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:15.184845] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:15.320987] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:15.457155] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:15.590630] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:15.728442] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:15.868205] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:16.006957] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:16.144558] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:16.277929] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:16.278090] [INFO ] [CONFIGURE ] ORC: KEPT add_obv_daily (score: 60.00%)
[2025-10-11T00:37:16.278133] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1998 tests
[2025-10-11T00:37:16.278166] [INFO ] [CONFIGURE ] ORC: Testing feature 12/29: add_obv_interval
[2025-10-11T00:37:16.278196] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:37:16.417203] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:16.555905] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:16.698070] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:16.836007] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:16.974088] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:17.116133] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:17.255335] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:17.394861] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:17.535531] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:17.679386] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:17.679610] [INFO ] [CONFIGURE ] ORC: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:37:17.679689] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1997 tests
[2025-10-11T00:37:17.679745] [INFO ] [CONFIGURE ] ORC: Testing feature 13/29: add_opening_strength
[2025-10-11T00:37:17.679781] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:37:17.833959] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:17.989147] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:18.141569] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:18.290869] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:18.443540] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:18.595491] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:18.749311] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:18.902036] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:19.060272] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:19.216921] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:19.217154] [INFO ] [CONFIGURE ] ORC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:37:19.217232] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1996 tests
[2025-10-11T00:37:19.217297] [INFO ] [CONFIGURE ] ORC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:37:19.217391] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:37:19.365486] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:19.515038] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:19.665513] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:19.815074] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:19.967843] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:37:20.121200] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:20.279956] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:20.439305] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:20.594129] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:20.751596] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:20.751778] [INFO ] [CONFIGURE ] ORC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:37:20.751829] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 1995 tests
[2025-10-11T00:37:20.751864] [INFO ] [CONFIGURE ] ORC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:37:20.751896] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:37:20.886124] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:21.021579] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:21.157945] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:21.294441] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:21.430465] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:21.566541] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:21.704995] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:21.847388] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:21.991937] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:22.131020] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:22.131220] [INFO ] [CONFIGURE ] ORC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:37:22.131266] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1994 tests
[2025-10-11T00:37:22.131302] [INFO ] [CONFIGURE ] ORC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:37:22.131333] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:37:22.271948] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:22.414733] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:22.556899] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:22.696725] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:22.846439] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:22.993846] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:23.137574] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:23.281337] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:23.427297] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:23.575965] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:23.576126] [INFO ] [CONFIGURE ] ORC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:37:23.576171] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1993 tests
[2025-10-11T00:37:23.576206] [INFO ] [CONFIGURE ] ORC: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:37:23.576238] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-11T00:37:23.720533] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:23.866884] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:24.012941] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:24.174544] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:24.319927] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:24.461458] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:24.603406] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:24.754871] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:24.898046] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:25.042155] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:25.042334] [INFO ] [CONFIGURE ] ORC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:37:25.042379] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1992 tests
[2025-10-11T00:37:25.042414] [INFO ] [CONFIGURE ] ORC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:37:25.042445] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-11T00:37:25.173433] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:25.303796] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:25.447908] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:25.585974] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:25.766180] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:25.974478] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:26.163319] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:26.362834] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:26.535630] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:26.703761] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:26.703947] [INFO ] [CONFIGURE ] ORC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:37:26.703997] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 1991 tests
[2025-10-11T00:37:26.704033] [INFO ] [CONFIGURE ] ORC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:37:26.704065] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-11T00:37:26.838501] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:26.970692] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:27.104803] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:27.239839] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:27.380239] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:27.519907] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:27.660268] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:27.796404] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:27.934502] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:28.071912] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:28.072065] [INFO ] [CONFIGURE ] ORC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:37:28.072111] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1990 tests
[2025-10-11T00:37:28.072177] [INFO ] [CONFIGURE ] ORC: Testing feature 20/29: add_price_rejection
[2025-10-11T00:37:28.072243] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_price_rejection']
[2025-10-11T00:37:28.213498] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:28.356213] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:28.498848] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:28.649706] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:28.795138] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:28.934422] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:29.075609] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:29.216617] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:29.358449] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:29.502045] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:29.502203] [INFO ] [CONFIGURE ] ORC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:37:29.502246] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1989 tests
[2025-10-11T00:37:29.502281] [INFO ] [CONFIGURE ] ORC: Testing feature 21/29: add_range_position
[2025-10-11T00:37:29.502312] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_range_position']
[2025-10-11T00:37:29.647951] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:29.792120] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:29.937952] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:30.092238] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:30.241205] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:30.386626] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:30.536215] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:30.684191] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:30.833832] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:30.983218] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:30.983414] [INFO ] [CONFIGURE ] ORC: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:37:30.983477] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1988 tests
[2025-10-11T00:37:30.983515] [INFO ] [CONFIGURE ] ORC: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:37:30.983546] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_realized_volatility']
[2025-10-11T00:37:31.141389] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:31.304610] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:31.470536] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:31.642766] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:31.839580] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:32.017315] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:32.187863] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:32.356527] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:32.533307] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:32.713610] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:32.713807] [INFO ] [CONFIGURE ] ORC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:37:32.713858] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 1987 tests
[2025-10-11T00:37:32.713896] [INFO ] [CONFIGURE ] ORC: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:37:32.713929] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_recent_range_context']
[2025-10-11T00:37:32.858570] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:33.003504] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:33.146632] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:33.295779] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:33.441405] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:33.587343] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:33.732073] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:33.880551] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:34.033910] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:34.185062] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:34.185230] [INFO ] [CONFIGURE ] ORC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:37:34.185274] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1986 tests
[2025-10-11T00:37:34.185308] [INFO ] [CONFIGURE ] ORC: Testing feature 24/29: add_rsi
[2025-10-11T00:37:34.185340] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-11T00:37:34.357678] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:34.521761] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:34.686884] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:34.849881] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:35.015929] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:35.179709] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:35.343874] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:35.507466] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:35.674562] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:35.839222] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:35.839377] [INFO ] [CONFIGURE ] ORC: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:37:35.839422] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1985 tests
[2025-10-11T00:37:35.839456] [INFO ] [CONFIGURE ] ORC: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:37:35.839489] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_tick_distribution']
[2025-10-11T00:37:35.977108] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:36.124568] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:37:36.293334] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:36.472055] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:36.629748] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:36.794716] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:36.938105] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:37.093433] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:37.238002] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:37.390372] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:37.390561] [INFO ] [CONFIGURE ] ORC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T00:37:37.390615] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1984 tests
[2025-10-11T00:37:37.390676] [INFO ] [CONFIGURE ] ORC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:37:37.390728] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-11T00:37:37.530298] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:37.670571] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:37.812135] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:37.953598] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:38.107561] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:38.252624] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:38.396360] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:38.552320] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:38.700597] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:38.849329] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:38.849506] [INFO ] [CONFIGURE ] ORC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:37:38.849549] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 1983 tests
[2025-10-11T00:37:38.849583] [INFO ] [CONFIGURE ] ORC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:37:38.849613] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-11T00:37:39.001033] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:39.152029] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:37:39.303159] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:39.461322] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:39.615073] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:39.773077] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:39.928719] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:40.083512] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:40.237252] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:40.394613] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:40.394797] [INFO ] [CONFIGURE ] ORC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:37:40.394848] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1982 tests
[2025-10-11T00:37:40.394881] [INFO ] [CONFIGURE ] ORC: Testing feature 28/29: add_volume_profile
[2025-10-11T00:37:40.394918] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_profile']
[2025-10-11T00:37:40.540672] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:40.691476] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:40.843825] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:40.988861] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:41.132959] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:41.277869] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:37:41.423181] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:41.571180] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:41.718250] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:41.876474] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:41.876635] [INFO ] [CONFIGURE ] ORC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:37:41.876718] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1981 tests
[2025-10-11T00:37:41.876759] [INFO ] [CONFIGURE ] ORC: Testing feature 29/29: add_vwap
[2025-10-11T00:37:41.876790] [INFO ] [CONFIGURE ] ORC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_vwap']
[2025-10-11T00:37:42.023016] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:37:42.169052] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:37:42.314521] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:37:42.460556] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:37:42.609161] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:42.763146] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:37:42.921510] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:37:43.071859] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:37:43.220964] [DEBUG] [FORECASTER] ORC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:37:43.371300] [DEBUG] [FORECASTER] ORC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:43.371476] [INFO ] [CONFIGURE ] ORC: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:37:43.371591] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1980 tests
[2025-10-11T00:37:43.371667] [INFO ] [CONFIGURE ] ORC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:37:43.371724] [INFO ] [CONFIGURE ] ORC: Best accuracy: 60.00%
[2025-10-11T00:37:43.371759] [INFO ] [CONFIGURE ] ORC: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:37:43.371788] [INFO ] [CONFIGURE ] ORC: Improvement over baseline: 30.00%
[2025-10-11T00:37:43.371816] [INFO ] [CONFIGURE ] ORC: Total time: 42.6 seconds
[2025-10-11T00:37:43.371843] [INFO ] [CONFIGURE ] ORC: Average time per feature: 1.5 seconds
[2025-10-11T00:37:43.371870] [INFO ] [CONFIGURE ] ORC: Average speed: 0.68 features/sec
[2025-10-11T00:37:43.372383] [INFO ] [LOCAL     ] Saved configuration for ORC: 2 features, 60.00% accuracy -> ./output/feature-sets/ORC.json
[2025-10-11T00:37:43.372437] [INFO ] [CONFIGURE ] ORC: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T00:37:43.372486] [INFO ] [sig       ] [153/220] Successfully configured ORC | 0.02 sym/s | Total: 1.9h | ETA: 49.0m
[2025-10-11T00:37:43.372563] [INFO ] [sig       ] [154/220] Configuring ORN...
[2025-10-11T00:37:43.372633] [INFO ] [CONFIGURE ] ORN: Configurate test run.
[2025-10-11T00:37:43.372724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-10-11T00:37:43.387863] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORN'.
[2025-10-11T00:37:43.388372] [INFO ] [CONFIGURE ] ORN: Testing with 29 available features
[2025-10-11T00:37:43.388429] [INFO ] [CONFIGURE ] ORN: Establishing baseline with no features...
[2025-10-11T00:37:43.509174] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:37:43.626038] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:43.742401] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:43.857114] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:43.976391] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:44.104042] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:37:44.222007] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:44.343530] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:44.463941] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:44.588293] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:44.588537] [INFO ] [CONFIGURE ] ORN: Baseline score (no features): 60.00%
[2025-10-11T00:37:44.588622] [INFO ] [CONFIGURE ] ORN: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:37:44.588718] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:37:44.726581] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:44.859951] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:37:44.998939] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:45.135104] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:45.266373] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:45.408773] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:37:45.585591] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:45.718713] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:45.853421] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:45.994012] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:45.994345] [INFO ] [CONFIGURE ] ORN: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:37:45.994413] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 1979 tests
[2025-10-11T00:37:45.994456] [INFO ] [CONFIGURE ] ORN: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:37:45.994491] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:37:46.131047] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:46.261672] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:46.394282] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:46.530123] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:46.672903] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:46.816883] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:46.958858] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:47.100024] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:47.245743] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:37:47.391027] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:47.391246] [INFO ] [CONFIGURE ] ORN: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:37:47.391291] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1978 tests
[2025-10-11T00:37:47.391325] [INFO ] [CONFIGURE ] ORN: Testing feature 3/29: add_daily_returns
[2025-10-11T00:37:47.391359] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:37:47.537266] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:47.682673] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:47.829803] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:47.974724] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:48.116726] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:48.263629] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:37:48.415617] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:48.581105] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:48.720297] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:48.862424] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:37:48.862584] [INFO ] [CONFIGURE ] ORN: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:37:48.862629] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1977 tests
[2025-10-11T00:37:48.862771] [INFO ] [CONFIGURE ] ORN: Testing feature 4/29: add_ema
[2025-10-11T00:37:48.862812] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:37:49.010120] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:49.164137] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:49.310146] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:49.457182] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:49.605555] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:49.756895] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:49.908574] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:50.061277] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:50.216667] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:37:50.367176] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:50.367346] [INFO ] [CONFIGURE ] ORN: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:37:50.367391] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1976 tests
[2025-10-11T00:37:50.367425] [INFO ] [CONFIGURE ] ORN: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:37:50.367455] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:37:50.523904] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:50.676113] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:50.829255] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:50.983738] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:51.136062] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:51.289062] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:37:51.443352] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:51.604470] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:51.782792] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:51.948796] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:51.948966] [INFO ] [CONFIGURE ] ORN: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:37:51.949021] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 1975 tests
[2025-10-11T00:37:51.949079] [INFO ] [CONFIGURE ] ORN: Testing feature 6/29: add_failed_moves
[2025-10-11T00:37:51.949113] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:37:52.082445] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:52.215635] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:52.348933] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:52.482876] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:52.616489] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:52.752182] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:52.889480] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:53.029758] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:53.166547] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:37:53.307937] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:53.308096] [INFO ] [CONFIGURE ] ORN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:37:53.308141] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1974 tests
[2025-10-11T00:37:53.308176] [INFO ] [CONFIGURE ] ORN: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:37:53.308208] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:37:53.433926] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:53.561867] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:53.708420] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:53.873728] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:54.037739] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:54.176241] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:54.307137] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:54.438428] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:54.570503] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:37:54.715113] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:54.715315] [INFO ] [CONFIGURE ] ORN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:37:54.715372] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1973 tests
[2025-10-11T00:37:54.715410] [INFO ] [CONFIGURE ] ORN: Testing feature 8/29: add_macd
[2025-10-11T00:37:54.715443] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:37:54.889892] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:55.063920] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:55.237894] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:55.411299] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:55.584499] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:55.757876] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:55.932077] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:56.113920] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:56.289168] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:56.465554] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:56.465864] [INFO ] [CONFIGURE ] ORN: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:37:56.465919] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1972 tests
[2025-10-11T00:37:56.465957] [INFO ] [CONFIGURE ] ORN: Testing feature 9/29: add_mfi
[2025-10-11T00:37:56.466027] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:37:56.611589] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:56.761079] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:56.908907] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:57.060436] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:57.208620] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:57.360521] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:37:57.514515] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:57.670096] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:57.824415] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:37:57.979373] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:37:57.979566] [INFO ] [CONFIGURE ] ORN: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:37:57.979615] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1971 tests
[2025-10-11T00:37:57.979678] [INFO ] [CONFIGURE ] ORN: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:37:57.979731] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:37:58.143315] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:58.306827] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:37:58.474533] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:37:58.639771] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:37:58.803935] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:37:58.968485] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:37:59.136241] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:37:59.303731] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:37:59.486805] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:37:59.649587] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:37:59.649773] [INFO ] [CONFIGURE ] ORN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:37:59.649826] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1970 tests
[2025-10-11T00:37:59.649862] [INFO ] [CONFIGURE ] ORN: Testing feature 11/29: add_obv_daily
[2025-10-11T00:37:59.649893] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:37:59.786789] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:37:59.922372] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:00.062286] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:00.200090] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:00.340935] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:00.483532] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:00.624743] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:00.785048] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:00.928418] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:38:01.073551] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:01.073733] [INFO ] [CONFIGURE ] ORN: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:38:01.073794] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1969 tests
[2025-10-11T00:38:01.073831] [INFO ] [CONFIGURE ] ORN: Testing feature 12/29: add_obv_interval
[2025-10-11T00:38:01.073863] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:38:01.206901] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:01.341601] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:01.476819] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:01.617512] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:01.757447] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:01.902536] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:02.052157] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:02.191228] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:02.331871] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:02.470386] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:02.470552] [INFO ] [CONFIGURE ] ORN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:38:02.470597] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1968 tests
[2025-10-11T00:38:02.470630] [INFO ] [CONFIGURE ] ORN: Testing feature 13/29: add_opening_strength
[2025-10-11T00:38:02.470700] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:38:02.617169] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:02.763607] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:38:02.910788] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:38:03.067491] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:03.218943] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:03.372536] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:03.523207] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:03.673254] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:03.828799] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:38:03.977708] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:03.978203] [INFO ] [CONFIGURE ] ORN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:38:03.978265] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1967 tests
[2025-10-11T00:38:03.978303] [INFO ] [CONFIGURE ] ORN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:38:03.978334] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:38:04.125417] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:04.271868] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:04.420805] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:04.578469] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:04.746025] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:04.913546] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:05.066409] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:05.214473] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:05.362919] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:05.512634] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:05.512860] [INFO ] [CONFIGURE ] ORN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:38:05.512911] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1966 tests
[2025-10-11T00:38:05.512945] [INFO ] [CONFIGURE ] ORN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:38:05.512975] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:38:05.642228] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:05.773083] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:05.902167] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:06.030981] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:06.161680] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:06.292789] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:06.427664] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:06.563708] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:06.698760] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:06.849594] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:06.849810] [INFO ] [CONFIGURE ] ORN: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:38:06.849862] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1965 tests
[2025-10-11T00:38:06.849905] [INFO ] [CONFIGURE ] ORN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:38:06.849941] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:38:06.989053] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:07.126038] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:38:07.266022] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:07.404452] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:07.542298] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:07.682202] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:07.821104] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:07.959815] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:08.099506] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:38:08.242103] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:08.242279] [INFO ] [CONFIGURE ] ORN: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:38:08.242324] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1964 tests
[2025-10-11T00:38:08.242359] [INFO ] [CONFIGURE ] ORN: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:38:08.242391] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:38:08.382386] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:08.533837] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:08.701235] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:08.868728] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:09.029791] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:09.188617] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:09.346920] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:09.491309] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:09.636239] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:09.783190] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:09.783376] [INFO ] [CONFIGURE ] ORN: KEPT add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:38:09.783419] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1963 tests
[2025-10-11T00:38:09.783453] [INFO ] [CONFIGURE ] ORN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:38:09.783483] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T00:38:09.930022] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:10.087804] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:10.245573] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:10.399368] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:10.552159] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:10.704896] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:10.852974] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:11.005022] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:11.157623] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:11.310130] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:11.310297] [INFO ] [CONFIGURE ] ORN: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:38:11.310340] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1962 tests
[2025-10-11T00:38:11.310375] [INFO ] [CONFIGURE ] ORN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:38:11.310406] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T00:38:11.457764] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:11.604432] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:11.759807] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:11.918226] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:12.064352] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:12.215755] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:12.365571] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:12.517399] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:12.680065] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:12.844472] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:12.844634] [INFO ] [CONFIGURE ] ORN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:38:12.844721] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1961 tests
[2025-10-11T00:38:12.844763] [INFO ] [CONFIGURE ] ORN: Testing feature 20/29: add_price_rejection
[2025-10-11T00:38:12.844796] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T00:38:13.011945] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:13.175444] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:13.341079] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:13.503637] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:13.666533] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:13.831427] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:13.994899] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:14.163800] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:14.332932] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:14.498168] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:14.498325] [INFO ] [CONFIGURE ] ORN: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:38:14.498369] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1960 tests
[2025-10-11T00:38:14.498403] [INFO ] [CONFIGURE ] ORN: Testing feature 21/29: add_range_position
[2025-10-11T00:38:14.498434] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position']
[2025-10-11T00:38:14.662984] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:14.832698] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:15.005317] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:15.174787] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:15.343234] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:15.512993] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:15.682859] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:15.858130] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:16.029673] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:16.200874] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:16.201063] [INFO ] [CONFIGURE ] ORN: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:38:16.201195] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1959 tests
[2025-10-11T00:38:16.201253] [INFO ] [CONFIGURE ] ORN: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:38:16.201287] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T00:38:16.383955] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:16.568783] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:16.753384] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:16.939477] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:17.143723] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:17.328163] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:17.521258] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:17.709206] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:17.900739] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:38:18.111442] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:18.111692] [INFO ] [CONFIGURE ] ORN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:38:18.111759] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1958 tests
[2025-10-11T00:38:18.111801] [INFO ] [CONFIGURE ] ORN: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:38:18.111836] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T00:38:18.309324] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:18.502460] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:18.742750] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:19.002721] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:19.185347] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:19.352627] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:19.508741] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:19.666780] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:19.823352] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:19.985797] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:19.985959] [INFO ] [CONFIGURE ] ORN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:38:19.986006] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1957 tests
[2025-10-11T00:38:19.986042] [INFO ] [CONFIGURE ] ORN: Testing feature 24/29: add_rsi
[2025-10-11T00:38:19.986077] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T00:38:20.161453] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:20.333749] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:20.502109] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:20.672825] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:20.845823] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:21.017216] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:21.192282] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:21.367951] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:21.543613] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:21.726616] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:21.726851] [INFO ] [CONFIGURE ] ORN: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:38:21.726905] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1956 tests
[2025-10-11T00:38:21.726945] [INFO ] [CONFIGURE ] ORN: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:38:21.727012] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T00:38:21.884798] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:22.073957] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:22.230366] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:22.390891] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:22.549206] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:22.712563] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:22.872060] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:23.029764] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:23.185569] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:23.341928] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:23.342099] [INFO ] [CONFIGURE ] ORN: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:38:23.342169] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1955 tests
[2025-10-11T00:38:23.342216] [INFO ] [CONFIGURE ] ORN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:38:23.342255] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T00:38:23.505006] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:23.654114] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:23.797615] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:23.943297] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:24.087904] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:24.231151] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:24.376184] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:24.521882] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:24.669109] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:24.813320] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:24.813464] [INFO ] [CONFIGURE ] ORN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:38:24.813509] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1954 tests
[2025-10-11T00:38:24.813545] [INFO ] [CONFIGURE ] ORN: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:38:24.813597] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T00:38:24.964287] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:25.131168] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:25.289179] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:25.467797] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:25.634507] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:25.807457] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:25.978549] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:26.162128] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:26.336462] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:26.507771] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:26.507994] [INFO ] [CONFIGURE ] ORN: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:38:26.508073] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1953 tests
[2025-10-11T00:38:26.508123] [INFO ] [CONFIGURE ] ORN: Testing feature 28/29: add_volume_profile
[2025-10-11T00:38:26.508244] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T00:38:26.684567] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:26.859934] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:27.042249] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:27.219599] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:27.399661] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:27.572600] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:27.755171] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:27.932668] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:28.115425] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:28.302563] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:28.302808] [INFO ] [CONFIGURE ] ORN: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:38:28.302866] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1952 tests
[2025-10-11T00:38:28.302904] [INFO ] [CONFIGURE ] ORN: Testing feature 29/29: add_vwap
[2025-10-11T00:38:28.302938] [INFO ] [CONFIGURE ] ORN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap']
[2025-10-11T00:38:28.480944] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:28.650165] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:28.809380] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:38:28.963784] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:38:29.119065] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:38:29.274767] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:29.439869] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:38:29.597142] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:38:29.756276] [DEBUG] [FORECASTER] ORN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:38:29.914424] [DEBUG] [FORECASTER] ORN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:29.914599] [INFO ] [CONFIGURE ] ORN: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:38:29.914693] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1951 tests
[2025-10-11T00:38:29.914767] [INFO ] [CONFIGURE ] ORN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:38:29.914822] [INFO ] [CONFIGURE ] ORN: Best accuracy: 80.00%
[2025-10-11T00:38:29.914858] [INFO ] [CONFIGURE ] ORN: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:38:29.914888] [INFO ] [CONFIGURE ] ORN: Improvement over baseline: 20.00%
[2025-10-11T00:38:29.914916] [INFO ] [CONFIGURE ] ORN: Total time: 45.3 seconds
[2025-10-11T00:38:29.914943] [INFO ] [CONFIGURE ] ORN: Average time per feature: 1.6 seconds
[2025-10-11T00:38:29.914971] [INFO ] [CONFIGURE ] ORN: Average speed: 0.64 features/sec
[2025-10-11T00:38:29.915568] [INFO ] [LOCAL     ] Saved configuration for ORN: 2 features, 80.00% accuracy -> ./output/feature-sets/ORN.json
[2025-10-11T00:38:29.915622] [INFO ] [CONFIGURE ] ORN: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:38:29.915705] [INFO ] [sig       ] [154/220] Successfully configured ORN | 0.02 sym/s | Total: 1.9h | ETA: 48.3m
[2025-10-11T00:38:29.915781] [INFO ] [sig       ] [155/220] Configuring OWLT...
[2025-10-11T00:38:29.915850] [INFO ] [CONFIGURE ] OWLT: Configurate test run.
[2025-10-11T00:38:29.915922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-10-11T00:38:29.931861] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OWLT'.
[2025-10-11T00:38:29.932354] [INFO ] [CONFIGURE ] OWLT: Testing with 29 available features
[2025-10-11T00:38:29.932411] [INFO ] [CONFIGURE ] OWLT: Establishing baseline with no features...
[2025-10-11T00:38:30.043390] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:30.149300] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:30.255013] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:30.361579] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:30.468119] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:30.575446] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:30.683934] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:30.796806] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:30.904928] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:31.015891] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:31.016060] [INFO ] [CONFIGURE ] OWLT: Baseline score (no features): 30.00%
[2025-10-11T00:38:31.016106] [INFO ] [CONFIGURE ] OWLT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:38:31.016140] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:38:31.138100] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:31.257953] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:31.375186] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:38:31.492321] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:31.609829] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:31.728629] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:31.848613] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:38:31.975124] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:32.103799] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:32.230827] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:32.231046] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:38:32.231094] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1950 tests
[2025-10-11T00:38:32.231150] [INFO ] [CONFIGURE ] OWLT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:38:32.231268] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:38:32.358874] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:32.500850] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:32.626531] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:32.750517] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:32.876140] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:33.002597] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:33.130040] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:33.259961] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:33.393294] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:33.525404] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:33.525589] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-11T00:38:33.525632] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1949 tests
[2025-10-11T00:38:33.525706] [INFO ] [CONFIGURE ] OWLT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:38:33.525747] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_daily_returns']
[2025-10-11T00:38:33.638731] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:33.753979] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:33.867234] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:38:33.978772] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.131231] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.244920] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.359016] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:34.474224] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.592092] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.708390] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:34.708550] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:38:34.708595] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1948 tests
[2025-10-11T00:38:34.708681] [INFO ] [CONFIGURE ] OWLT: Testing feature 4/29: add_ema
[2025-10-11T00:38:34.708733] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_ema']
[2025-10-11T00:38:34.835449] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:34.963924] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:35.091712] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:35.220393] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:35.350295] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:35.481085] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:35.615592] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:35.750257] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:35.887398] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:36.022259] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:36.022446] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_ema (score: 20.00%)
[2025-10-11T00:38:36.022491] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1947 tests
[2025-10-11T00:38:36.022525] [INFO ] [CONFIGURE ] OWLT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:38:36.022556] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:38:36.159755] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:36.296511] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:36.432782] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:36.568254] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:36.708058] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:36.846534] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:36.988153] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:37.143582] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:37.290091] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:37.431465] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:37.431690] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T00:38:37.431753] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1946 tests
[2025-10-11T00:38:37.431789] [INFO ] [CONFIGURE ] OWLT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:38:37.431819] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_failed_moves']
[2025-10-11T00:38:37.564082] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:37.681852] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:37.799523] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:37.916242] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:38.037523] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:38.156358] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:38.277498] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:38.399617] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:38.521323] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:38.641983] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:38.642141] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_failed_moves (score: 30.00%)
[2025-10-11T00:38:38.642234] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1945 tests
[2025-10-11T00:38:38.642276] [INFO ] [CONFIGURE ] OWLT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:38:38.642308] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_lag_shelf']
[2025-10-11T00:38:38.748878] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:38.857213] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:38.964247] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:39.073339] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:39.183141] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:39.294264] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:39.403208] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:39.517759] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:39.634832] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:39.747430] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:39.747583] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-11T00:38:39.747631] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1944 tests
[2025-10-11T00:38:39.747704] [INFO ] [CONFIGURE ] OWLT: Testing feature 8/29: add_macd
[2025-10-11T00:38:39.747747] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:38:39.895417] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:40.044406] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:40.202559] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:40.355599] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:40.502803] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:40.652402] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:40.801619] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:40.952120] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:41.103956] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:41.256380] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:41.256559] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:38:41.256613] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1943 tests
[2025-10-11T00:38:41.256689] [INFO ] [CONFIGURE ] OWLT: Testing feature 9/29: add_mfi
[2025-10-11T00:38:41.256749] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_mfi']
[2025-10-11T00:38:41.379093] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:41.498209] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:41.615009] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:41.733325] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:41.851475] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:41.970204] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:42.096551] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:38:42.222060] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:42.347932] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:42.476159] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:42.476382] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_mfi (score: 20.00%)
[2025-10-11T00:38:42.476427] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1942 tests
[2025-10-11T00:38:42.476463] [INFO ] [CONFIGURE ] OWLT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:38:42.476494] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:38:42.615487] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:42.758117] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:42.903002] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:43.046422] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:43.189223] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:43.330326] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:43.463375] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:43.598053] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:43.731802] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:43.871579] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:43.871763] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T00:38:43.871815] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1941 tests
[2025-10-11T00:38:43.871849] [INFO ] [CONFIGURE ] OWLT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:38:43.871877] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_obv_daily']
[2025-10-11T00:38:43.984064] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:44.097912] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:44.216715] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:44.328954] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:44.441702] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:44.576251] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:44.688790] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:44.800569] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:44.912137] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:45.025213] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:45.025391] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T00:38:45.025436] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1940 tests
[2025-10-11T00:38:45.025470] [INFO ] [CONFIGURE ] OWLT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:38:45.025501] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_obv_interval']
[2025-10-11T00:38:45.132100] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:45.240258] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:45.349380] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:45.456757] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:45.564792] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:45.674263] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:45.785199] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:45.895505] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.006350] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.117685] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:46.117849] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T00:38:46.117892] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1939 tests
[2025-10-11T00:38:46.117926] [INFO ] [CONFIGURE ] OWLT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:38:46.117956] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:38:46.234259] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.351510] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:46.470597] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:38:46.589153] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.708282] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.826552] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:46.944547] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:47.065093] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:47.188445] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:47.309554] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:47.309768] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T00:38:47.309821] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1938 tests
[2025-10-11T00:38:47.309856] [INFO ] [CONFIGURE ] OWLT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:38:47.309887] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:38:47.432397] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:47.557328] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:47.677576] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:47.799850] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:38:47.921312] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:48.043373] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:48.166083] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:48.290152] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:48.414050] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:48.538301] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:48.538461] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-11T00:38:48.538504] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1937 tests
[2025-10-11T00:38:48.538537] [INFO ] [CONFIGURE ] OWLT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:38:48.538568] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:38:48.641075] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:48.744055] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:48.846667] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:48.950001] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:49.054364] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:49.159535] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:49.264465] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:49.370504] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:49.476963] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:49.584754] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:49.584916] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:38:49.584958] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1936 tests
[2025-10-11T00:38:49.584992] [INFO ] [CONFIGURE ] OWLT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:38:49.585023] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:38:49.705153] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:49.819893] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:49.933732] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:50.048846] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:50.164226] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:50.280040] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:50.397356] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:50.516484] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:50.639760] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:50.763787] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:50.763993] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-11T00:38:50.764041] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1935 tests
[2025-10-11T00:38:50.764101] [INFO ] [CONFIGURE ] OWLT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:38:50.764137] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:38:50.885793] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:51.003671] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:51.138837] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:51.257207] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:51.376354] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:51.505610] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:51.631922] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:51.749901] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:51.870355] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:51.989726] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:51.989958] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-11T00:38:51.990008] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1934 tests
[2025-10-11T00:38:51.990042] [INFO ] [CONFIGURE ] OWLT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:38:51.990072] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T00:38:52.092765] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:52.197614] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:52.300416] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:52.403783] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:52.508825] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:52.613668] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:52.727202] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:52.833880] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:52.941236] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:53.048878] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:53.049082] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T00:38:53.049132] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1933 tests
[2025-10-11T00:38:53.049167] [INFO ] [CONFIGURE ] OWLT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:38:53.049197] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T00:38:53.152512] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:53.255682] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:53.356618] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:53.459300] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:53.561851] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:53.666856] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:53.776245] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:53.886838] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:54.003720] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:54.120297] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:54.120455] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-11T00:38:54.120500] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1932 tests
[2025-10-11T00:38:54.120536] [INFO ] [CONFIGURE ] OWLT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:38:54.120568] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection']
[2025-10-11T00:38:54.241934] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:54.365401] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:54.489729] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:54.618491] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:54.735528] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:54.851616] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:54.972096] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:55.091102] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:55.219830] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:55.344212] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:55.344468] [INFO ] [CONFIGURE ] OWLT: KEPT add_price_rejection (score: 40.00%)
[2025-10-11T00:38:55.344551] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1931 tests
[2025-10-11T00:38:55.344629] [INFO ] [CONFIGURE ] OWLT: Testing feature 21/29: add_range_position
[2025-10-11T00:38:55.344736] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-10-11T00:38:55.484840] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:55.624051] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:55.772775] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:55.913977] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:56.058280] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:56.202310] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:38:56.347548] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:56.491774] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:56.636112] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:56.777910] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:56.778152] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:38:56.778205] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1930 tests
[2025-10-11T00:38:56.778245] [INFO ] [CONFIGURE ] OWLT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:38:56.778278] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-10-11T00:38:56.931302] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:38:57.093498] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:57.247437] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:57.409775] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:57.571669] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:57.732358] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:57.896439] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:58.060809] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:58.229748] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:58.390079] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:38:58.390271] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:38:58.390315] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1929 tests
[2025-10-11T00:38:58.390350] [INFO ] [CONFIGURE ] OWLT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:38:58.390381] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-10-11T00:38:58.519780] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:38:58.650076] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:38:58.798206] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:38:58.950959] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:38:59.082666] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:38:59.220457] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:38:59.355606] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:38:59.494992] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:38:59.632414] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:38:59.768887] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:38:59.769050] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:38:59.769094] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1928 tests
[2025-10-11T00:38:59.769128] [INFO ] [CONFIGURE ] OWLT: Testing feature 24/29: add_rsi
[2025-10-11T00:38:59.769159] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-11T00:38:59.930889] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:39:00.087561] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:00.242512] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:00.402684] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:00.563560] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:00.723819] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:00.884589] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:01.043636] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:01.198531] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:01.357254] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:01.357457] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:39:01.357502] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1927 tests
[2025-10-11T00:39:01.357539] [INFO ] [CONFIGURE ] OWLT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:39:01.357571] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-10-11T00:39:01.487460] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:39:01.622886] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:01.785890] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:39:01.924765] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:02.055355] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.185192] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.318483] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.452407] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.589180] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.726190] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:02.726404] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-11T00:39:02.726455] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1926 tests
[2025-10-11T00:39:02.726490] [INFO ] [CONFIGURE ] OWLT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:39:02.726522] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-11T00:39:02.856313] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:39:02.989262] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:03.123114] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:39:03.253524] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:03.386741] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:03.520322] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:03.652998] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:03.789984] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:03.930043] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:04.066268] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:04.066491] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-11T00:39:04.066543] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1925 tests
[2025-10-11T00:39:04.066577] [INFO ] [CONFIGURE ] OWLT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:39:04.066608] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_volume_price_divergence']
[2025-10-11T00:39:04.206797] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:39:04.346889] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:04.486266] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:39:04.628900] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:04.774832] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:04.926733] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:05.079233] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:05.230717] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:05.381003] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:05.530390] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:05.530637] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:39:05.530743] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1924 tests
[2025-10-11T00:39:05.530824] [INFO ] [CONFIGURE ] OWLT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:39:05.530905] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_volume_profile']
[2025-10-11T00:39:05.681422] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:39:05.822025] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:05.964880] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:39:06.100974] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:06.238140] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:06.371910] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:06.508728] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:06.641759] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:06.775313] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:06.910120] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:06.910281] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:39:06.910324] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1923 tests
[2025-10-11T00:39:06.910359] [INFO ] [CONFIGURE ] OWLT: Testing feature 29/29: add_vwap
[2025-10-11T00:39:06.910390] [INFO ] [CONFIGURE ] OWLT: Testing with features: ['add_price_rejection', 'add_vwap']
[2025-10-11T00:39:07.057014] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:39:07.203444] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:07.338158] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:39:07.473422] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:39:07.611718] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:07.749057] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:39:07.896186] [DEBUG] [FORECASTER] OWLT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:08.035971] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:08.185672] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:39:08.325802] [DEBUG] [FORECASTER] OWLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:08.326036] [INFO ] [CONFIGURE ] OWLT: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T00:39:08.326087] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1922 tests
[2025-10-11T00:39:08.326122] [INFO ] [CONFIGURE ] OWLT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:39:08.326151] [INFO ] [CONFIGURE ] OWLT: Best accuracy: 40.00%
[2025-10-11T00:39:08.326180] [INFO ] [CONFIGURE ] OWLT: Best feature set (1 features): ['add_price_rejection']
[2025-10-11T00:39:08.326208] [INFO ] [CONFIGURE ] OWLT: Improvement over baseline: 10.00%
[2025-10-11T00:39:08.326234] [INFO ] [CONFIGURE ] OWLT: Total time: 37.3 seconds
[2025-10-11T00:39:08.326260] [INFO ] [CONFIGURE ] OWLT: Average time per feature: 1.3 seconds
[2025-10-11T00:39:08.326286] [INFO ] [CONFIGURE ] OWLT: Average speed: 0.78 features/sec
[2025-10-11T00:39:08.326637] [INFO ] [LOCAL     ] Saved configuration for OWLT: 1 features, 40.00% accuracy -> ./output/feature-sets/OWLT.json
[2025-10-11T00:39:08.326721] [INFO ] [CONFIGURE ] OWLT: Configuration saved successfully: 1 features, 40.00% accuracy.
[2025-10-11T00:39:08.326762] [INFO ] [sig       ] [155/220] Successfully configured OWLT | 0.02 sym/s | Total: 1.9h | ETA: 47.6m
[2025-10-11T00:39:08.326794] [INFO ] [sig       ] [156/220] Configuring PAC...
[2025-10-11T00:39:08.326823] [INFO ] [CONFIGURE ] PAC: Configurate test run.
[2025-10-11T00:39:08.326853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-10-11T00:39:08.337931] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAC'.
[2025-10-11T00:39:08.338282] [INFO ] [CONFIGURE ] PAC: Testing with 29 available features
[2025-10-11T00:39:08.338337] [INFO ] [CONFIGURE ] PAC: Establishing baseline with no features...
[2025-10-11T00:39:08.449287] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:08.562103] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:08.674028] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:08.785996] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:08.900062] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:09.012722] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:09.130352] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:39:09.242672] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:09.369437] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:39:09.482941] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:09.483085] [INFO ] [CONFIGURE ] PAC: Baseline score (no features): 40.00%
[2025-10-11T00:39:09.483127] [INFO ] [CONFIGURE ] PAC: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:39:09.483159] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:39:09.607188] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:09.730693] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:09.854175] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:09.978625] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:10.102680] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:10.230083] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:10.364390] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:39:10.523825] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:10.697873] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:39:10.908300] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:10.908559] [INFO ] [CONFIGURE ] PAC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:39:10.908634] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1921 tests
[2025-10-11T00:39:10.908726] [INFO ] [CONFIGURE ] PAC: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:39:10.908773] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:39:11.102952] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:11.298985] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:11.485806] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:11.633208] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:11.788106] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:11.944538] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:12.093879] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:12.232693] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:12.368893] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:12.506925] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:12.507134] [INFO ] [CONFIGURE ] PAC: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:39:12.507185] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1920 tests
[2025-10-11T00:39:12.507222] [INFO ] [CONFIGURE ] PAC: Testing feature 3/29: add_daily_returns
[2025-10-11T00:39:12.507253] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:39:12.646501] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:12.786143] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:12.925511] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:13.062627] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:13.196006] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:13.330175] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:13.468667] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:13.606568] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:13.743087] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:13.881498] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:13.881680] [INFO ] [CONFIGURE ] PAC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:39:13.881741] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1919 tests
[2025-10-11T00:39:13.881802] [INFO ] [CONFIGURE ] PAC: Testing feature 4/29: add_ema
[2025-10-11T00:39:13.881859] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:39:14.036130] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:14.185701] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:14.336276] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:14.489863] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:14.651164] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:14.806935] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:14.966215] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:15.124154] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:15.279135] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:15.434536] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:15.434734] [INFO ] [CONFIGURE ] PAC: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:39:15.434792] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1918 tests
[2025-10-11T00:39:15.434850] [INFO ] [CONFIGURE ] PAC: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:39:15.434906] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:39:15.587613] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:15.745975] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:15.903177] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:16.065833] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:16.227585] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:16.388796] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:16.549865] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:39:16.709004] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:16.868600] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:39:17.034686] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:17.034856] [INFO ] [CONFIGURE ] PAC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:39:17.034901] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1917 tests
[2025-10-11T00:39:17.034951] [INFO ] [CONFIGURE ] PAC: Testing feature 6/29: add_failed_moves
[2025-10-11T00:39:17.035022] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:39:17.173355] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:17.312281] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:17.449015] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:17.584330] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:17.719659] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:17.861334] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:18.015688] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:18.162445] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:18.299827] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:18.444432] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:18.444666] [INFO ] [CONFIGURE ] PAC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:39:18.444731] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1916 tests
[2025-10-11T00:39:18.444773] [INFO ] [CONFIGURE ] PAC: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:39:18.444807] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:39:18.590145] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:18.730231] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:18.860128] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:18.987201] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:19.115117] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:19.240505] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:19.365116] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:19.490423] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:19.617907] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:19.745930] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:39:19.746091] [INFO ] [CONFIGURE ] PAC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:39:19.746136] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1915 tests
[2025-10-11T00:39:19.746171] [INFO ] [CONFIGURE ] PAC: Testing feature 8/29: add_macd
[2025-10-11T00:39:19.746203] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:39:19.911598] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:20.080257] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:20.244058] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:20.404260] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:20.564871] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:20.726867] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:20.903189] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:21.089135] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:21.257165] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:21.431158] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:21.431362] [INFO ] [CONFIGURE ] PAC: KEPT add_macd (score: 80.00%)
[2025-10-11T00:39:21.431408] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1914 tests
[2025-10-11T00:39:21.431442] [INFO ] [CONFIGURE ] PAC: Testing feature 9/29: add_mfi
[2025-10-11T00:39:21.431473] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:39:21.615062] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:21.794408] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:21.975748] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:22.157839] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:22.346610] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:22.536165] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:22.723158] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:22.916160] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:23.130462] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:23.342176] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:23.342373] [INFO ] [CONFIGURE ] PAC: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:39:23.342420] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1913 tests
[2025-10-11T00:39:23.342518] [INFO ] [CONFIGURE ] PAC: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:39:23.342583] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:39:23.558253] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:39:23.762346] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:23.970966] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:24.165664] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:24.355152] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:24.545077] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:24.748674] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:24.976152] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:25.192424] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:25.388017] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:25.388172] [INFO ] [CONFIGURE ] PAC: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:39:25.388216] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1912 tests
[2025-10-11T00:39:25.388251] [INFO ] [CONFIGURE ] PAC: Testing feature 11/29: add_obv_daily
[2025-10-11T00:39:25.388283] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:39:25.560848] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:25.734859] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:25.905945] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:26.095442] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:26.264832] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:26.435488] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:26.606601] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:26.803690] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:27.011346] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:27.211812] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:27.212008] [INFO ] [CONFIGURE ] PAC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:39:27.212056] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1911 tests
[2025-10-11T00:39:27.212093] [INFO ] [CONFIGURE ] PAC: Testing feature 12/29: add_obv_interval
[2025-10-11T00:39:27.212150] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:39:27.393328] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:27.579462] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:27.775698] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:27.948142] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:39:28.127187] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:28.309280] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:28.484918] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:28.667324] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:28.849184] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:29.036330] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:29.036512] [INFO ] [CONFIGURE ] PAC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:39:29.036556] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1910 tests
[2025-10-11T00:39:29.036592] [INFO ] [CONFIGURE ] PAC: Testing feature 13/29: add_opening_strength
[2025-10-11T00:39:29.036623] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:39:29.218894] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:29.407840] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:29.594498] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:29.779311] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:29.966801] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:30.156057] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:30.339015] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:30.528451] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:30.724098] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:30.911683] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:30.911875] [INFO ] [CONFIGURE ] PAC: KEPT add_opening_strength (score: 90.00%)
[2025-10-11T00:39:30.911920] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1909 tests
[2025-10-11T00:39:30.911954] [INFO ] [CONFIGURE ] PAC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:39:30.911984] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-11T00:39:31.114189] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:31.314520] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:31.517746] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:31.723959] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:31.956094] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:32.169857] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:32.377194] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:32.596558] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:32.820587] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:33.030831] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:33.031023] [INFO ] [CONFIGURE ] PAC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:39:33.031069] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1908 tests
[2025-10-11T00:39:33.031105] [INFO ] [CONFIGURE ] PAC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:39:33.031138] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-11T00:39:33.217272] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:33.396267] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:33.578090] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:33.768723] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:33.951586] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:34.136787] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:34.322364] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:34.515571] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:34.719309] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:34.905301] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:34.905470] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:39:34.905514] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1907 tests
[2025-10-11T00:39:34.905550] [INFO ] [CONFIGURE ] PAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:39:34.905582] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T00:39:35.093159] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:35.288639] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:35.480119] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:35.675590] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:35.868020] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:36.059134] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:36.253268] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:36.448585] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:36.640118] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:36.833674] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:36.833839] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:39:36.833884] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1906 tests
[2025-10-11T00:39:36.833919] [INFO ] [CONFIGURE ] PAC: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:39:36.833973] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-11T00:39:37.030951] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:37.235578] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:37.437572] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:37.641556] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:37.857961] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:38.061729] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:38.279499] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:38.486338] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:38.688856] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:38.887929] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:38.888102] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:39:38.888146] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1905 tests
[2025-10-11T00:39:38.888181] [INFO ] [CONFIGURE ] PAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:39:38.888212] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-11T00:39:39.074259] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:39.262487] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:39.455972] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:39.652381] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:39.843660] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:40.061357] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:40.258846] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:40.454623] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:40.650728] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:40.850853] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:40.851034] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:39:40.851077] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1904 tests
[2025-10-11T00:39:40.851113] [INFO ] [CONFIGURE ] PAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:39:40.851145] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-11T00:39:41.048498] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:41.262774] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:41.455449] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:41.651833] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:41.856617] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:42.051125] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:42.249998] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:42.444536] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:42.641923] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:42.846693] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:42.846913] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:39:42.846991] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1903 tests
[2025-10-11T00:39:42.847051] [INFO ] [CONFIGURE ] PAC: Testing feature 20/29: add_price_rejection
[2025-10-11T00:39:42.847086] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-11T00:39:43.064244] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:43.267482] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:43.464762] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:43.686062] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:43.920406] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:44.151409] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:44.409609] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:44.619311] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:44.820474] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:45.020502] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:45.020726] [INFO ] [CONFIGURE ] PAC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-11T00:39:45.020789] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1902 tests
[2025-10-11T00:39:45.020828] [INFO ] [CONFIGURE ] PAC: Testing feature 21/29: add_range_position
[2025-10-11T00:39:45.020860] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-11T00:39:45.225589] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:45.426414] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:45.626582] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:45.832963] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:46.035457] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:46.236340] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:46.446720] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:46.655663] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:46.864357] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:39:47.078030] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:47.078226] [INFO ] [CONFIGURE ] PAC: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:39:47.078290] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1901 tests
[2025-10-11T00:39:47.078329] [INFO ] [CONFIGURE ] PAC: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:39:47.078428] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-11T00:39:47.305011] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:47.551307] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:47.803580] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:48.063621] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:48.321480] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:48.551481] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:48.782557] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:49.016072] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:49.259240] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:49.483212] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:49.483379] [INFO ] [CONFIGURE ] PAC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:39:49.483421] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1900 tests
[2025-10-11T00:39:49.483454] [INFO ] [CONFIGURE ] PAC: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:39:49.483485] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-11T00:39:49.675086] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:49.872043] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:50.065541] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:50.260297] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:50.500496] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:50.693108] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:50.888124] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:51.092963] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:51.304541] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:51.523801] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:51.524026] [INFO ] [CONFIGURE ] PAC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:39:51.524075] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1899 tests
[2025-10-11T00:39:51.524113] [INFO ] [CONFIGURE ] PAC: Testing feature 24/29: add_rsi
[2025-10-11T00:39:51.524294] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-11T00:39:51.748227] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:51.963817] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:52.182746] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:52.394831] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:52.616872] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:52.849674] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:53.079105] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:53.306104] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:53.569254] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:53.791246] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:53.791491] [INFO ] [CONFIGURE ] PAC: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:39:53.791542] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1898 tests
[2025-10-11T00:39:53.791579] [INFO ] [CONFIGURE ] PAC: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:39:53.791612] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-11T00:39:53.980829] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:54.171224] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:39:54.366829] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:54.562830] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:54.760555] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:54.952956] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:39:55.144182] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:55.338432] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:55.532596] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:55.731846] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:55.732042] [INFO ] [CONFIGURE ] PAC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:39:55.732091] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1897 tests
[2025-10-11T00:39:55.732130] [INFO ] [CONFIGURE ] PAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:39:55.732166] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-11T00:39:55.924178] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:56.114452] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:56.308502] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:56.515407] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:56.718935] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:39:56.908075] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:57.113936] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:57.308999] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:39:57.505960] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:57.709629] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:57.709820] [INFO ] [CONFIGURE ] PAC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:39:57.709869] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1896 tests
[2025-10-11T00:39:57.709927] [INFO ] [CONFIGURE ] PAC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:39:57.709961] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-11T00:39:57.919952] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:39:58.132007] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:39:58.338988] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:39:58.551862] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:39:58.765282] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:39:58.975979] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:39:59.194820] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:39:59.420333] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:39:59.659122] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:39:59.871197] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:39:59.871392] [INFO ] [CONFIGURE ] PAC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:39:59.871443] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1895 tests
[2025-10-11T00:39:59.871481] [INFO ] [CONFIGURE ] PAC: Testing feature 28/29: add_volume_profile
[2025-10-11T00:39:59.871513] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-11T00:40:00.067228] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:40:00.265305] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:00.459151] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:40:00.654493] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:40:00.852397] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:01.046361] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:40:01.240486] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:40:01.435194] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:40:01.639500] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:01.870593] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:01.870810] [INFO ] [CONFIGURE ] PAC: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:40:01.870865] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1894 tests
[2025-10-11T00:40:01.870926] [INFO ] [CONFIGURE ] PAC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:40:01.870984] [INFO ] [CONFIGURE ] PAC: Best accuracy: 90.00%
[2025-10-11T00:40:01.871022] [INFO ] [CONFIGURE ] PAC: Best feature set (5 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:40:01.871057] [INFO ] [CONFIGURE ] PAC: Improvement over baseline: 50.00%
[2025-10-11T00:40:01.871087] [INFO ] [CONFIGURE ] PAC: Total time: 52.4 seconds
[2025-10-11T00:40:01.871117] [INFO ] [CONFIGURE ] PAC: Average time per feature: 1.9 seconds
[2025-10-11T00:40:01.871147] [INFO ] [CONFIGURE ] PAC: Average speed: 0.55 features/sec
[2025-10-11T00:40:01.871845] [INFO ] [LOCAL     ] Saved configuration for PAC: 5 features, 90.00% accuracy -> ./output/feature-sets/PAC.json
[2025-10-11T00:40:01.871929] [INFO ] [CONFIGURE ] PAC: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-11T00:40:01.871999] [INFO ] [sig       ] [156/220] Successfully configured PAC | 0.02 sym/s | Total: 1.9h | ETA: 46.9m
[2025-10-11T00:40:01.872076] [INFO ] [sig       ] [157/220] Configuring PACK...
[2025-10-11T00:40:01.872147] [INFO ] [CONFIGURE ] PACK: Configurate test run.
[2025-10-11T00:40:01.872222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-10-11T00:40:01.888167] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'PACK'.
[2025-10-11T00:40:01.888704] [INFO ] [CONFIGURE ] PACK: Testing with 29 available features
[2025-10-11T00:40:01.888775] [INFO ] [CONFIGURE ] PACK: Establishing baseline with no features...
[2025-10-11T00:40:02.009219] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:02.137809] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:02.261150] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:02.398147] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:02.513996] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:02.632030] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:02.746322] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:02.867122] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:02.982740] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:03.101989] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:03.102109] [INFO ] [CONFIGURE ] PACK: Baseline score (no features): 60.00%
[2025-10-11T00:40:03.102151] [INFO ] [CONFIGURE ] PACK: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:40:03.102183] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:40:03.226942] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:03.351607] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:03.475826] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:03.599945] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:03.724522] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:03.851247] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:40:03.978180] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:04.106406] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:04.236081] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:04.368605] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:04.368750] [INFO ] [CONFIGURE ] PACK: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:40:04.368800] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1893 tests
[2025-10-11T00:40:04.368835] [INFO ] [CONFIGURE ] PACK: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:40:04.368865] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:40:04.499381] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:04.631898] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:04.762863] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:04.894822] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:05.026564] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:05.159158] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:05.291926] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:05.426548] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:40:05.561597] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:05.697774] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:05.697933] [INFO ] [CONFIGURE ] PACK: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:40:05.697977] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1892 tests
[2025-10-11T00:40:05.698010] [INFO ] [CONFIGURE ] PACK: Testing feature 3/29: add_daily_returns
[2025-10-11T00:40:05.698040] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_daily_returns']
[2025-10-11T00:40:05.814515] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:05.933947] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:06.052135] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:06.171321] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:06.291286] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:06.411310] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:06.533242] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:06.653722] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:06.774552] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:06.896210] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:06.896387] [INFO ] [CONFIGURE ] PACK: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:40:06.896431] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1891 tests
[2025-10-11T00:40:06.896465] [INFO ] [CONFIGURE ] PACK: Testing feature 4/29: add_ema
[2025-10-11T00:40:06.896495] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_ema']
[2025-10-11T00:40:07.028550] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:07.163258] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:07.307282] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:07.443882] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:07.579391] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:07.717102] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:07.857349] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:07.991848] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:08.131508] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:08.266267] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:08.266455] [INFO ] [CONFIGURE ] PACK: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:40:08.266499] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1890 tests
[2025-10-11T00:40:08.266533] [INFO ] [CONFIGURE ] PACK: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:40:08.266564] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:40:08.407386] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:08.546710] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:08.706188] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:40:08.847168] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:08.990733] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:09.130575] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:40:09.271002] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:09.411710] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:09.556247] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:09.698429] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:09.698638] [INFO ] [CONFIGURE ] PACK: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:40:09.698722] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1889 tests
[2025-10-11T00:40:09.698761] [INFO ] [CONFIGURE ] PACK: Testing feature 6/29: add_failed_moves
[2025-10-11T00:40:09.698791] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_failed_moves']
[2025-10-11T00:40:09.816377] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:09.937234] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:10.057897] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:10.179403] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:10.300666] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:10.424284] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:10.547256] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:10.674051] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:10.800132] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:10.926622] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:10.926805] [INFO ] [CONFIGURE ] PACK: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:40:10.926855] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1888 tests
[2025-10-11T00:40:10.926890] [INFO ] [CONFIGURE ] PACK: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:40:10.926920] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_lag_shelf']
[2025-10-11T00:40:11.040235] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:11.167675] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:11.286962] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:11.402103] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:11.518440] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:11.635583] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:11.754753] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:11.871786] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:11.987611] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:12.107857] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:12.108014] [INFO ] [CONFIGURE ] PACK: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:40:12.108058] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1887 tests
[2025-10-11T00:40:12.108091] [INFO ] [CONFIGURE ] PACK: Testing feature 8/29: add_macd
[2025-10-11T00:40:12.108121] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:40:12.257227] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:12.407384] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:12.561629] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:12.722401] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:12.890879] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:13.052353] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:13.213892] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:13.371335] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:13.530065] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:13.692136] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:13.692322] [INFO ] [CONFIGURE ] PACK: KEPT add_macd (score: 70.00%)
[2025-10-11T00:40:13.692369] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1886 tests
[2025-10-11T00:40:13.692406] [INFO ] [CONFIGURE ] PACK: Testing feature 9/29: add_mfi
[2025-10-11T00:40:13.692438] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:40:13.864712] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:14.046865] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:14.224204] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:14.406750] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:14.575339] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:14.783682] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:14.957701] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:15.129906] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:15.311132] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:15.494307] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:15.494491] [INFO ] [CONFIGURE ] PACK: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:40:15.494537] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1885 tests
[2025-10-11T00:40:15.494572] [INFO ] [CONFIGURE ] PACK: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:40:15.494604] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:40:15.677778] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:15.858434] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:16.040301] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:16.220994] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:16.404737] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:16.587993] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:16.770502] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:16.952887] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:17.136502] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:17.317674] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:17.317841] [INFO ] [CONFIGURE ] PACK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:40:17.317886] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1884 tests
[2025-10-11T00:40:17.317920] [INFO ] [CONFIGURE ] PACK: Testing feature 11/29: add_obv_daily
[2025-10-11T00:40:17.317950] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:40:17.480251] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:17.637988] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:17.834969] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:17.995360] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:18.162013] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:18.323177] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:18.486709] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:18.657516] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:18.830195] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:40:19.009226] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:19.009416] [INFO ] [CONFIGURE ] PACK: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:40:19.009461] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1883 tests
[2025-10-11T00:40:19.009499] [INFO ] [CONFIGURE ] PACK: Testing feature 12/29: add_obv_interval
[2025-10-11T00:40:19.009532] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:40:19.191884] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:19.417386] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:19.640231] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:19.864754] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:20.044561] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:20.207301] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:20.365535] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:20.522169] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:20.680387] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:20.879212] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:20.879391] [INFO ] [CONFIGURE ] PACK: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:40:20.879454] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1882 tests
[2025-10-11T00:40:20.879491] [INFO ] [CONFIGURE ] PACK: Testing feature 13/29: add_opening_strength
[2025-10-11T00:40:20.879523] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:40:21.046050] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:21.212395] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:21.377910] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:21.542894] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:21.710744] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:21.879502] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:22.055198] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:22.225698] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:22.395206] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:22.564788] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:22.564942] [INFO ] [CONFIGURE ] PACK: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:40:22.564990] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1881 tests
[2025-10-11T00:40:22.565024] [INFO ] [CONFIGURE ] PACK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:40:22.565055] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:40:22.731156] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:22.907109] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:23.084580] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:23.263661] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:23.436294] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:23.608297] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:23.783103] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:23.956804] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:24.134739] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:24.315317] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:24.315494] [INFO ] [CONFIGURE ] PACK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:40:24.315551] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1880 tests
[2025-10-11T00:40:24.315588] [INFO ] [CONFIGURE ] PACK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:40:24.315618] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:40:24.468468] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:24.637737] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:24.806585] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:24.976545] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:25.148516] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:25.319861] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:25.497558] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:25.657035] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:25.821732] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:25.990214] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:25.990398] [INFO ] [CONFIGURE ] PACK: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:40:25.990444] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1879 tests
[2025-10-11T00:40:25.990480] [INFO ] [CONFIGURE ] PACK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:40:25.990514] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T00:40:26.152111] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:26.315354] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:26.473399] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:26.646263] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:26.813480] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:26.987324] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:27.153660] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:27.386941] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:27.544255] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:27.709632] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:27.709891] [INFO ] [CONFIGURE ] PACK: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:40:27.709949] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1878 tests
[2025-10-11T00:40:27.709988] [INFO ] [CONFIGURE ] PACK: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:40:27.710021] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:40:27.875078] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.054416] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.220203] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.385520] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.556426] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.731515] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:28.912508] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:29.089686] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:29.256211] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:29.423525] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:29.423725] [INFO ] [CONFIGURE ] PACK: KEPT add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:40:29.423788] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1877 tests
[2025-10-11T00:40:29.423825] [INFO ] [CONFIGURE ] PACK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:40:29.423856] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T00:40:29.590241] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:29.760858] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:29.967102] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:30.139393] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:30.312855] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:30.488316] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:30.662249] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:30.835532] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:31.008280] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:31.186262] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:31.186486] [INFO ] [CONFIGURE ] PACK: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:40:31.186543] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1876 tests
[2025-10-11T00:40:31.186591] [INFO ] [CONFIGURE ] PACK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:40:31.186669] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T00:40:31.350633] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:31.514893] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:31.679686] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:31.847262] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:32.016949] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:32.186087] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:32.364342] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:32.533637] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:32.702123] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:32.873720] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:32.873910] [INFO ] [CONFIGURE ] PACK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:40:32.873955] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1875 tests
[2025-10-11T00:40:32.873989] [INFO ] [CONFIGURE ] PACK: Testing feature 20/29: add_price_rejection
[2025-10-11T00:40:32.874018] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T00:40:33.059786] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:33.239375] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:33.426135] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:33.614480] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:33.799200] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:33.984574] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:34.173161] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:34.366237] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:34.564793] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:34.755818] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:34.756021] [INFO ] [CONFIGURE ] PACK: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:40:34.756069] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1874 tests
[2025-10-11T00:40:34.756106] [INFO ] [CONFIGURE ] PACK: Testing feature 21/29: add_range_position
[2025-10-11T00:40:34.756138] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_range_position']
[2025-10-11T00:40:34.945170] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:35.158301] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:35.350292] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:35.542504] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:35.740071] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:35.929541] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:36.122528] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:36.314899] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:36.510179] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:36.717410] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:36.717588] [INFO ] [CONFIGURE ] PACK: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:40:36.717634] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1873 tests
[2025-10-11T00:40:36.717711] [INFO ] [CONFIGURE ] PACK: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:40:36.717752] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T00:40:36.932905] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:37.152170] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:37.363815] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:40:37.569230] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:37.777174] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:37.987634] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:38.197714] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:38.404863] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:38.612737] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:38.824940] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:38.825151] [INFO ] [CONFIGURE ] PACK: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:40:38.825210] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1872 tests
[2025-10-11T00:40:38.825246] [INFO ] [CONFIGURE ] PACK: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:40:38.825276] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T00:40:39.002599] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:39.186551] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:39.363477] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:39.539607] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:39.717606] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:39.896122] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:40.078433] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:40.265906] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:40.449446] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:40.632578] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:40.632736] [INFO ] [CONFIGURE ] PACK: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:40:40.632790] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1871 tests
[2025-10-11T00:40:40.632825] [INFO ] [CONFIGURE ] PACK: Testing feature 24/29: add_rsi
[2025-10-11T00:40:40.632856] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T00:40:40.831967] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:41.046371] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:41.242836] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:41.438854] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:41.628970] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:41.820197] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:42.014310] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:42.216768] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:42.442121] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:42.643139] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:42.643310] [INFO ] [CONFIGURE ] PACK: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:40:42.643355] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1870 tests
[2025-10-11T00:40:42.643390] [INFO ] [CONFIGURE ] PACK: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:40:42.643422] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T00:40:42.819281] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:42.997887] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:43.184662] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:43.364625] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:43.550515] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:43.731777] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:43.907141] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:44.081818] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:44.260037] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:44.437032] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:44.437251] [INFO ] [CONFIGURE ] PACK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:40:44.437301] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1869 tests
[2025-10-11T00:40:44.437335] [INFO ] [CONFIGURE ] PACK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:40:44.437365] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T00:40:44.614402] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:44.794142] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:44.980368] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:45.180237] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:45.366241] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:45.550279] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:45.736211] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:45.923945] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:46.110739] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:46.303166] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:46.303417] [INFO ] [CONFIGURE ] PACK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:40:46.303471] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1868 tests
[2025-10-11T00:40:46.303508] [INFO ] [CONFIGURE ] PACK: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:40:46.303541] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T00:40:46.497792] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:46.682809] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:40:46.868238] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:47.058264] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:40:47.245859] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:47.431810] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:47.624141] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:47.812326] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:48.001516] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:48.207475] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:48.207693] [INFO ] [CONFIGURE ] PACK: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:40:48.207783] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1867 tests
[2025-10-11T00:40:48.207821] [INFO ] [CONFIGURE ] PACK: Testing feature 28/29: add_volume_profile
[2025-10-11T00:40:48.207851] [INFO ] [CONFIGURE ] PACK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T00:40:48.378240] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:48.541008] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:40:48.711933] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:40:48.882670] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:49.051050] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:49.221585] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:40:49.399526] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:49.570369] [DEBUG] [FORECASTER] PACK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:40:49.743030] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:40:49.918316] [DEBUG] [FORECASTER] PACK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:40:49.918514] [INFO ] [CONFIGURE ] PACK: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:40:49.918577] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1866 tests
[2025-10-11T00:40:49.918617] [INFO ] [CONFIGURE ] PACK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:40:49.918678] [INFO ] [CONFIGURE ] PACK: Best accuracy: 80.00%
[2025-10-11T00:40:49.918730] [INFO ] [CONFIGURE ] PACK: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:40:49.918762] [INFO ] [CONFIGURE ] PACK: Improvement over baseline: 20.00%
[2025-10-11T00:40:49.918790] [INFO ] [CONFIGURE ] PACK: Total time: 46.8 seconds
[2025-10-11T00:40:49.918816] [INFO ] [CONFIGURE ] PACK: Average time per feature: 1.7 seconds
[2025-10-11T00:40:49.918844] [INFO ] [CONFIGURE ] PACK: Average speed: 0.62 features/sec
[2025-10-11T00:40:49.919475] [INFO ] [LOCAL     ] Saved configuration for PACK: 3 features, 80.00% accuracy -> ./output/feature-sets/PACK.json
[2025-10-11T00:40:49.919531] [INFO ] [CONFIGURE ] PACK: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:40:49.919571] [INFO ] [sig       ] [157/220] Successfully configured PACK | 0.02 sym/s | Total: 1.9h | ETA: 46.2m
[2025-10-11T00:40:49.919603] [INFO ] [sig       ] [158/220] Configuring PAI...
[2025-10-11T00:40:49.919634] [INFO ] [CONFIGURE ] PAI: Configurate test run.
[2025-10-11T00:40:49.919720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-10-11T00:40:49.933255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAI'.
[2025-10-11T00:40:49.933667] [INFO ] [CONFIGURE ] PAI: Testing with 29 available features
[2025-10-11T00:40:49.933727] [INFO ] [CONFIGURE ] PAI: Establishing baseline with no features...
[2025-10-11T00:40:50.035412] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:50.137461] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:50.249103] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:50.365119] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:50.471007] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:50.576786] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:50.682715] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:50.790638] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:50.898475] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:40:51.009154] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:51.009311] [INFO ] [CONFIGURE ] PAI: Baseline score (no features): 70.00%
[2025-10-11T00:40:51.009354] [INFO ] [CONFIGURE ] PAI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:40:51.009387] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:40:51.127284] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:40:51.238016] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:51.349186] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:51.470141] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:51.587521] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:51.700876] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:51.818343] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:51.935522] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:52.054780] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:40:52.174795] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:52.174979] [INFO ] [CONFIGURE ] PAI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:40:52.175024] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1865 tests
[2025-10-11T00:40:52.175059] [INFO ] [CONFIGURE ] PAI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:40:52.175090] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:40:52.295086] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:52.413980] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:40:52.532000] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:52.654355] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:52.773121] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:52.892418] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:40:53.011945] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:53.136142] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:40:53.257843] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:40:53.381300] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:53.381475] [INFO ] [CONFIGURE ] PAI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:40:53.381518] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1864 tests
[2025-10-11T00:40:53.381552] [INFO ] [CONFIGURE ] PAI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:40:53.381582] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_daily_returns']
[2025-10-11T00:40:53.487223] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:53.590881] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:53.695023] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:53.799070] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:53.908230] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:40:54.018575] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:54.129123] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:54.236475] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:54.349147] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:40:54.459895] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:54.460054] [INFO ] [CONFIGURE ] PAI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:40:54.460100] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1863 tests
[2025-10-11T00:40:54.460135] [INFO ] [CONFIGURE ] PAI: Testing feature 4/29: add_ema
[2025-10-11T00:40:54.460166] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_ema']
[2025-10-11T00:40:54.579555] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:54.702307] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:54.831468] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:54.957213] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:55.083591] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:55.210462] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:55.338325] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:55.479446] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:55.608161] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:40:55.738694] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:55.738842] [INFO ] [CONFIGURE ] PAI: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:40:55.738885] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1862 tests
[2025-10-11T00:40:55.738919] [INFO ] [CONFIGURE ] PAI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:40:55.738948] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:40:55.872135] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:56.006528] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:56.140567] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:56.278127] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:56.413454] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:56.551350] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:56.686852] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:40:56.823962] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:56.967922] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:40:57.129746] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:57.129969] [INFO ] [CONFIGURE ] PAI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:40:57.130049] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1861 tests
[2025-10-11T00:40:57.130087] [INFO ] [CONFIGURE ] PAI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:40:57.130119] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_failed_moves']
[2025-10-11T00:40:57.246123] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:57.357907] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:57.470203] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:57.583188] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:57.697789] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:57.810600] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:57.930868] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:58.051493] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:58.173018] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:40:58.301361] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:58.301546] [INFO ] [CONFIGURE ] PAI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:40:58.301625] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1860 tests
[2025-10-11T00:40:58.301708] [INFO ] [CONFIGURE ] PAI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:40:58.301755] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_lag_shelf']
[2025-10-11T00:40:58.411710] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:58.519774] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:58.628895] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:58.737045] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:40:58.844698] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:40:58.952761] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:40:59.061307] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:40:59.172756] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:40:59.282940] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:40:59.396999] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:40:59.397174] [INFO ] [CONFIGURE ] PAI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:40:59.397222] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1859 tests
[2025-10-11T00:40:59.397259] [INFO ] [CONFIGURE ] PAI: Testing feature 8/29: add_macd
[2025-10-11T00:40:59.397292] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:40:59.548987] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:40:59.696207] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:40:59.844347] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:40:59.994047] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:41:00.142403] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:00.305625] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:00.450822] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:00.596336] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:00.752320] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:00.905794] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:00.905975] [INFO ] [CONFIGURE ] PAI: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:41:00.906021] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1858 tests
[2025-10-11T00:41:00.906058] [INFO ] [CONFIGURE ] PAI: Testing feature 9/29: add_mfi
[2025-10-11T00:41:00.906089] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_mfi']
[2025-10-11T00:41:01.027743] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:01.149580] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:01.270357] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:01.393982] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:41:01.517916] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:01.640776] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:01.761555] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:01.884192] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:02.008035] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:02.133192] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:02.133352] [INFO ] [CONFIGURE ] PAI: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:41:02.133394] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1857 tests
[2025-10-11T00:41:02.133429] [INFO ] [CONFIGURE ] PAI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:41:02.133459] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:41:02.275795] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:02.414393] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:02.555937] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:02.696835] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:41:02.833717] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:02.971556] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:03.118252] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:03.262216] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:03.400819] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:03.543082] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:03.543232] [INFO ] [CONFIGURE ] PAI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:41:03.543275] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1856 tests
[2025-10-11T00:41:03.543310] [INFO ] [CONFIGURE ] PAI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:41:03.543341] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_daily']
[2025-10-11T00:41:03.654441] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:03.760330] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:03.876751] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:03.989749] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:41:04.103206] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:04.216660] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:04.332521] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:04.452486] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:04.570102] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:04.687325] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:04.687471] [INFO ] [CONFIGURE ] PAI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:41:04.687514] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1855 tests
[2025-10-11T00:41:04.687548] [INFO ] [CONFIGURE ] PAI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:41:04.687579] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval']
[2025-10-11T00:41:04.799326] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:04.910412] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:05.022094] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:05.134537] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:05.247341] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:05.382380] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:05.509121] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:05.618347] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:05.727624] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:05.839291] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:05.839438] [INFO ] [CONFIGURE ] PAI: KEPT add_obv_interval (score: 80.00%)
[2025-10-11T00:41:05.839480] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1854 tests
[2025-10-11T00:41:05.839514] [INFO ] [CONFIGURE ] PAI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:41:05.839545] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:41:05.962083] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:06.094027] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:06.225638] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:06.356933] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:06.484730] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:06.612554] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:06.743005] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:06.872280] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:07.002731] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:07.135280] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:07.135506] [INFO ] [CONFIGURE ] PAI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:41:07.135564] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1853 tests
[2025-10-11T00:41:07.135602] [INFO ] [CONFIGURE ] PAI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:41:07.135633] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-11T00:41:07.263706] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:07.395142] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:07.523974] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:07.653533] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:07.782913] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:07.913035] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:08.044931] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:08.180466] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:41:08.312803] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:08.450730] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:08.450979] [INFO ] [CONFIGURE ] PAI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:41:08.451051] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1852 tests
[2025-10-11T00:41:08.451108] [INFO ] [CONFIGURE ] PAI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:41:08.451144] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-11T00:41:08.567415] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:08.684726] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:08.798361] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:08.912807] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:09.023137] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:09.137456] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:09.253486] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:09.382495] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:09.497528] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:09.613165] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:09.613306] [INFO ] [CONFIGURE ] PAI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:41:09.613349] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1851 tests
[2025-10-11T00:41:09.613382] [INFO ] [CONFIGURE ] PAI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:41:09.613411] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-11T00:41:09.731597] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:09.850252] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:09.973879] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:10.094081] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:10.215391] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:10.336778] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:10.459139] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:10.594785] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:10.720142] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:10.846045] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:10.846249] [INFO ] [CONFIGURE ] PAI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:41:10.846296] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1850 tests
[2025-10-11T00:41:10.846333] [INFO ] [CONFIGURE ] PAI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:41:10.846365] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-11T00:41:10.972249] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:11.103560] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:11.276892] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:11.439301] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:11.624958] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:11.816956] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:11.989169] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:12.167577] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:12.305193] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:12.455506] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:12.455726] [INFO ] [CONFIGURE ] PAI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:41:12.455816] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1849 tests
[2025-10-11T00:41:12.455873] [INFO ] [CONFIGURE ] PAI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:41:12.455913] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-11T00:41:12.585359] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:12.695311] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:12.805008] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:12.915055] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:13.026356] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:13.143984] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:13.265397] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:13.387246] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:13.511686] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:13.629693] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:13.629850] [INFO ] [CONFIGURE ] PAI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:41:13.629893] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1848 tests
[2025-10-11T00:41:13.629949] [INFO ] [CONFIGURE ] PAI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:41:13.629981] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-11T00:41:13.742114] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:13.854998] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:13.967635] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:14.080510] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:14.195830] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:14.310991] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:14.427399] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:14.542768] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:14.662088] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:14.788354] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:14.788538] [INFO ] [CONFIGURE ] PAI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:41:14.788583] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1847 tests
[2025-10-11T00:41:14.788621] [INFO ] [CONFIGURE ] PAI: Testing feature 20/29: add_price_rejection
[2025-10-11T00:41:14.788683] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-11T00:41:14.917515] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:15.048393] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:15.178903] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:15.309004] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:15.459374] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:15.588920] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:15.722146] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:15.853907] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:15.988121] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:16.118179] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:16.118356] [INFO ] [CONFIGURE ] PAI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:41:16.118400] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1846 tests
[2025-10-11T00:41:16.118435] [INFO ] [CONFIGURE ] PAI: Testing feature 21/29: add_range_position
[2025-10-11T00:41:16.118466] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-11T00:41:16.254270] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:16.385599] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:16.516796] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:16.647089] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:41:16.775231] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:16.905370] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:17.037381] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:17.171835] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:17.305488] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:17.464068] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:17.464288] [INFO ] [CONFIGURE ] PAI: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:41:17.464341] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1845 tests
[2025-10-11T00:41:17.464390] [INFO ] [CONFIGURE ] PAI: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:41:17.464445] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-11T00:41:17.628892] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:17.779284] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:17.946595] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:18.105671] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:18.268739] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:18.423798] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:18.581197] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:18.728781] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:18.876735] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:19.026180] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:19.026351] [INFO ] [CONFIGURE ] PAI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:41:19.026405] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1844 tests
[2025-10-11T00:41:19.026442] [INFO ] [CONFIGURE ] PAI: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:41:19.026473] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-11T00:41:19.148146] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:19.288125] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:19.426233] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:19.565077] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:19.712457] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:19.832675] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:19.952476] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:20.072944] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:20.192997] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:20.313952] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:20.314123] [INFO ] [CONFIGURE ] PAI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:41:20.314168] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1843 tests
[2025-10-11T00:41:20.314203] [INFO ] [CONFIGURE ] PAI: Testing feature 24/29: add_rsi
[2025-10-11T00:41:20.314235] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-11T00:41:20.453380] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:20.597974] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:20.736377] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:20.875481] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:21.015259] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:21.159008] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:21.300511] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:21.443903] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:21.590320] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:21.734359] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:21.734516] [INFO ] [CONFIGURE ] PAI: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:41:21.734560] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1842 tests
[2025-10-11T00:41:21.734596] [INFO ] [CONFIGURE ] PAI: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:41:21.734627] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-11T00:41:21.857781] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:21.975290] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:22.094237] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:22.216034] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:22.335386] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:22.458806] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:22.581188] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:22.704489] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:22.824497] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:22.945298] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:22.945468] [INFO ] [CONFIGURE ] PAI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:41:22.945529] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1841 tests
[2025-10-11T00:41:22.945567] [INFO ] [CONFIGURE ] PAI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:41:22.945599] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-11T00:41:23.065376] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:23.188076] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:23.307430] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:23.426757] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:23.550501] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:41:23.673202] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:23.794674] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:23.919342] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:24.043468] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:24.174598] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:24.174790] [INFO ] [CONFIGURE ] PAI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:41:24.174880] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1840 tests
[2025-10-11T00:41:24.174936] [INFO ] [CONFIGURE ] PAI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:41:24.174993] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-11T00:41:24.304111] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:24.439329] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:24.572113] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:24.699850] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:24.826374] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:24.953598] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:25.081124] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:25.210323] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:25.338552] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:25.468872] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:25.469043] [INFO ] [CONFIGURE ] PAI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:41:25.469086] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1839 tests
[2025-10-11T00:41:25.469120] [INFO ] [CONFIGURE ] PAI: Testing feature 28/29: add_volume_profile
[2025-10-11T00:41:25.469151] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-11T00:41:25.585490] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:25.702741] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:25.820400] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:25.938592] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:26.056236] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:26.174625] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:26.294461] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:26.423381] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:26.548471] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:26.674402] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:26.674596] [INFO ] [CONFIGURE ] PAI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:41:26.674682] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1838 tests
[2025-10-11T00:41:26.674737] [INFO ] [CONFIGURE ] PAI: Testing feature 29/29: add_vwap
[2025-10-11T00:41:26.674772] [INFO ] [CONFIGURE ] PAI: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-11T00:41:26.807480] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:26.938114] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:27.080535] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:41:27.213514] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:41:27.344787] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:41:27.475990] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:27.610409] [DEBUG] [FORECASTER] PAI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:41:27.745434] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:41:27.876335] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:28.009060] [DEBUG] [FORECASTER] PAI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:41:28.009247] [INFO ] [CONFIGURE ] PAI: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:41:28.009293] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1837 tests
[2025-10-11T00:41:28.009354] [INFO ] [CONFIGURE ] PAI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:41:28.009411] [INFO ] [CONFIGURE ] PAI: Best accuracy: 80.00%
[2025-10-11T00:41:28.009448] [INFO ] [CONFIGURE ] PAI: Best feature set (1 features): ['add_obv_interval']
[2025-10-11T00:41:28.009478] [INFO ] [CONFIGURE ] PAI: Improvement over baseline: 10.00%
[2025-10-11T00:41:28.009507] [INFO ] [CONFIGURE ] PAI: Total time: 37.0 seconds
[2025-10-11T00:41:28.009535] [INFO ] [CONFIGURE ] PAI: Average time per feature: 1.3 seconds
[2025-10-11T00:41:28.009563] [INFO ] [CONFIGURE ] PAI: Average speed: 0.78 features/sec
[2025-10-11T00:41:28.010098] [INFO ] [LOCAL     ] Saved configuration for PAI: 1 features, 80.00% accuracy -> ./output/feature-sets/PAI.json
[2025-10-11T00:41:28.010154] [INFO ] [CONFIGURE ] PAI: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:41:28.010205] [INFO ] [sig       ] [158/220] Successfully configured PAI | 0.02 sym/s | Total: 1.9h | ETA: 45.4m
[2025-10-11T00:41:28.010284] [INFO ] [sig       ] [159/220] Configuring PCF...
[2025-10-11T00:41:28.010354] [INFO ] [CONFIGURE ] PCF: Configurate test run.
[2025-10-11T00:41:28.010422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-10-11T00:41:28.026065] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCF'.
[2025-10-11T00:41:28.026782] [INFO ] [CONFIGURE ] PCF: Testing with 29 available features
[2025-10-11T00:41:28.026845] [INFO ] [CONFIGURE ] PCF: Establishing baseline with no features...
[2025-10-11T00:41:28.142602] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:28.250497] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:28.359221] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:28.472606] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:28.586543] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:28.705321] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:28.826578] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:28.952012] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:29.070476] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:29.189022] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:29.189266] [INFO ] [CONFIGURE ] PCF: Baseline score (no features): 50.00%
[2025-10-11T00:41:29.189317] [INFO ] [CONFIGURE ] PCF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:41:29.189353] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:41:29.313994] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:29.436902] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:29.559480] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:29.683403] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:29.808278] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:29.952116] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:30.079828] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:30.215925] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:30.358667] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:30.501124] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:30.501291] [INFO ] [CONFIGURE ] PCF: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:41:30.501336] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1836 tests
[2025-10-11T00:41:30.501370] [INFO ] [CONFIGURE ] PCF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:41:30.501401] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:41:30.649802] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:30.805998] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:30.971502] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:31.132013] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:31.291052] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:31.453626] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:31.620592] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:31.760960] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:31.904879] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:32.045621] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:32.045785] [INFO ] [CONFIGURE ] PCF: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:41:32.045856] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1835 tests
[2025-10-11T00:41:32.045914] [INFO ] [CONFIGURE ] PCF: Testing feature 3/29: add_daily_returns
[2025-10-11T00:41:32.045949] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:41:32.165327] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:32.286754] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:32.410834] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:32.536459] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:32.660792] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:32.786467] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:32.912881] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:33.040147] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:33.177745] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:33.310799] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:33.310952] [INFO ] [CONFIGURE ] PCF: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:41:33.310995] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1834 tests
[2025-10-11T00:41:33.311029] [INFO ] [CONFIGURE ] PCF: Testing feature 4/29: add_ema
[2025-10-11T00:41:33.311060] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:41:33.447624] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:33.588198] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:33.760996] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:33.904405] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:34.048208] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:34.191959] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:34.336120] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:34.479520] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:34.632058] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:34.808844] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:34.809027] [INFO ] [CONFIGURE ] PCF: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:41:34.809073] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1833 tests
[2025-10-11T00:41:34.809107] [INFO ] [CONFIGURE ] PCF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:41:34.809139] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:41:34.977730] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:35.130451] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:35.282885] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:35.441245] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:35.610155] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:35.787441] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:35.967772] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:36.148399] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:36.329505] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:36.504160] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:36.504467] [INFO ] [CONFIGURE ] PCF: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:41:36.504690] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1832 tests
[2025-10-11T00:41:36.504750] [INFO ] [CONFIGURE ] PCF: Testing feature 6/29: add_failed_moves
[2025-10-11T00:41:36.504788] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:41:36.653257] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:36.829987] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:36.969217] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:37.103902] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:37.229066] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:37.356500] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:37.483381] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:37.607388] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:37.740293] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:37.873264] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:37.873444] [INFO ] [CONFIGURE ] PCF: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:41:37.873488] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1831 tests
[2025-10-11T00:41:37.873523] [INFO ] [CONFIGURE ] PCF: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:41:37.873554] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:41:37.992585] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:38.113361] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:38.237395] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:38.360704] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:38.483556] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:38.606924] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:38.729992] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:38.853577] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:41:38.978914] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:39.105537] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:39.105691] [INFO ] [CONFIGURE ] PCF: KEPT add_lag_shelf (score: 70.00%)
[2025-10-11T00:41:39.105750] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1830 tests
[2025-10-11T00:41:39.105787] [INFO ] [CONFIGURE ] PCF: Testing feature 8/29: add_macd
[2025-10-11T00:41:39.105818] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-11T00:41:39.264858] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:39.423186] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:39.583018] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:39.743334] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:39.902127] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:40.066302] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:40.224921] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:40.384996] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:40.544040] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:40.706144] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:40.706324] [INFO ] [CONFIGURE ] PCF: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:41:40.706369] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1829 tests
[2025-10-11T00:41:40.706421] [INFO ] [CONFIGURE ] PCF: Testing feature 9/29: add_mfi
[2025-10-11T00:41:40.706455] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-11T00:41:40.841834] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:40.977937] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:41.115291] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:41.260536] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:41.406977] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:41.547271] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:41.687451] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:41.829235] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:41.996384] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:42.160754] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:42.160993] [INFO ] [CONFIGURE ] PCF: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:41:42.161046] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1828 tests
[2025-10-11T00:41:42.161103] [INFO ] [CONFIGURE ] PCF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:41:42.161171] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:41:42.337507] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:42.512828] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:42.679069] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:42.869748] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:43.016425] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:43.167792] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:43.325810] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:43.483431] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:43.639456] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:43.794215] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:43.794394] [INFO ] [CONFIGURE ] PCF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:41:43.794437] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1827 tests
[2025-10-11T00:41:43.794471] [INFO ] [CONFIGURE ] PCF: Testing feature 11/29: add_obv_daily
[2025-10-11T00:41:43.794503] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-11T00:41:43.919960] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:44.045361] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:44.172162] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:44.300320] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:44.427843] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:44.559060] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:44.688110] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:44.819046] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:41:44.950108] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:45.083135] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:45.083322] [INFO ] [CONFIGURE ] PCF: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:41:45.083367] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1826 tests
[2025-10-11T00:41:45.083401] [INFO ] [CONFIGURE ] PCF: Testing feature 12/29: add_obv_interval
[2025-10-11T00:41:45.083433] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-11T00:41:45.204780] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:45.328478] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:45.450592] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:45.574118] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:45.699546] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:45.826107] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:45.960514] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:46.113625] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:46.268325] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:46.420720] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:46.420923] [INFO ] [CONFIGURE ] PCF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:41:46.420968] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1825 tests
[2025-10-11T00:41:46.421004] [INFO ] [CONFIGURE ] PCF: Testing feature 13/29: add_opening_strength
[2025-10-11T00:41:46.421036] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:41:46.563153] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:46.710461] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:41:46.856370] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:47.000526] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:47.145502] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:47.286952] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:47.428055] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:47.565174] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:41:47.705579] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:47.844423] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:47.844580] [INFO ] [CONFIGURE ] PCF: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:41:47.844627] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1824 tests
[2025-10-11T00:41:47.844697] [INFO ] [CONFIGURE ] PCF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:41:47.844741] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-11T00:41:47.981311] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:48.117598] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:48.257297] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:48.394193] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:48.530908] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:48.671741] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:48.812061] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:48.954711] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:49.100975] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:49.242677] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:49.242875] [INFO ] [CONFIGURE ] PCF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:41:49.242924] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1823 tests
[2025-10-11T00:41:49.242959] [INFO ] [CONFIGURE ] PCF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:41:49.242990] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-11T00:41:49.362262] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:49.481239] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:49.599755] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:49.719504] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:49.842397] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:49.965615] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:50.089939] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:50.213817] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:50.338879] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:50.465489] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:50.465717] [INFO ] [CONFIGURE ] PCF: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:41:50.465775] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1822 tests
[2025-10-11T00:41:50.465813] [INFO ] [CONFIGURE ] PCF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:41:50.465844] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-11T00:41:50.594253] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:41:50.728095] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:50.858027] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:50.988452] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:51.118913] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:51.252891] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:51.383821] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:51.523719] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:51.655873] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:51.785957] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:41:51.786114] [INFO ] [CONFIGURE ] PCF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:41:51.786162] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1821 tests
[2025-10-11T00:41:51.786199] [INFO ] [CONFIGURE ] PCF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:41:51.786232] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-11T00:41:51.947094] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:52.078588] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:52.209554] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:52.341489] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:52.474828] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:52.616533] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:52.759249] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:52.904619] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:53.048806] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:53.195937] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:53.196099] [INFO ] [CONFIGURE ] PCF: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:41:53.196142] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1820 tests
[2025-10-11T00:41:53.196176] [INFO ] [CONFIGURE ] PCF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:41:53.196206] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-11T00:41:53.323889] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:53.447000] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:53.572187] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:53.697177] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:53.824712] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:53.955556] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:54.103480] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:54.241294] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:41:54.386415] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:54.527945] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:54.528167] [INFO ] [CONFIGURE ] PCF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:41:54.528227] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1819 tests
[2025-10-11T00:41:54.528266] [INFO ] [CONFIGURE ] PCF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:41:54.528297] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-11T00:41:54.656617] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:54.785476] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:54.917099] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:55.044195] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:55.174550] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:55.303806] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:41:55.432024] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:55.579891] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:41:55.709524] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:55.849028] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:55.849210] [INFO ] [CONFIGURE ] PCF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:41:55.849255] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1818 tests
[2025-10-11T00:41:55.849293] [INFO ] [CONFIGURE ] PCF: Testing feature 20/29: add_price_rejection
[2025-10-11T00:41:55.849324] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-11T00:41:55.991028] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:41:56.137725] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:56.292496] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:56.436614] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:56.579627] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:41:56.724452] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:56.881025] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:57.045038] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:57.195462] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:41:57.345054] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:57.345321] [INFO ] [CONFIGURE ] PCF: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:41:57.345388] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1817 tests
[2025-10-11T00:41:57.345428] [INFO ] [CONFIGURE ] PCF: Testing feature 21/29: add_range_position
[2025-10-11T00:41:57.345459] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-11T00:41:57.508339] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:57.650577] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:57.793248] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:57.936024] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:58.078564] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:58.221229] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:41:58.376096] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:41:58.521964] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:41:58.671379] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:41:58.821245] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:41:58.821415] [INFO ] [CONFIGURE ] PCF: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T00:41:58.821460] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1816 tests
[2025-10-11T00:41:58.821496] [INFO ] [CONFIGURE ] PCF: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:41:58.821529] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-11T00:41:58.990162] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:41:59.157578] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:41:59.322971] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:41:59.498851] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:41:59.671121] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:41:59.839248] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:00.012407] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:00.185778] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:00.355484] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:00.526385] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:00.526536] [INFO ] [CONFIGURE ] PCF: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:42:00.526582] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1815 tests
[2025-10-11T00:42:00.526618] [INFO ] [CONFIGURE ] PCF: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:42:00.526681] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-11T00:42:00.677750] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:00.816011] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:00.953516] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:01.102540] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:01.253948] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:01.399607] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:01.545618] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:01.693014] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:01.840195] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:02.004993] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:02.005249] [INFO ] [CONFIGURE ] PCF: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:42:02.005322] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1814 tests
[2025-10-11T00:42:02.005394] [INFO ] [CONFIGURE ] PCF: Testing feature 24/29: add_rsi
[2025-10-11T00:42:02.005459] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-11T00:42:02.167717] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:02.327311] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:02.483938] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:02.648988] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:02.800349] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:02.952804] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:03.117428] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:03.277897] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:03.432103] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:42:03.588783] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:03.588967] [INFO ] [CONFIGURE ] PCF: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:42:03.589012] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1813 tests
[2025-10-11T00:42:03.589138] [INFO ] [CONFIGURE ] PCF: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:42:03.589180] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-11T00:42:03.737437] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:03.887614] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:04.109463] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:04.288996] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:04.479151] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:42:04.651982] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:04.818407] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:04.966294] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:05.108076] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:05.237089] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:05.237296] [INFO ] [CONFIGURE ] PCF: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:42:05.237345] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1812 tests
[2025-10-11T00:42:05.237385] [INFO ] [CONFIGURE ] PCF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:42:05.237417] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-11T00:42:05.365013] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:05.493501] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:05.626126] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:05.755454] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:05.894111] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:06.031890] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:06.170612] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:06.305884] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:06.443503] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:06.585201] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:06.585412] [INFO ] [CONFIGURE ] PCF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:42:06.585480] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1811 tests
[2025-10-11T00:42:06.585521] [INFO ] [CONFIGURE ] PCF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:42:06.585554] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-11T00:42:06.728821] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:06.881675] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:07.036280] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:07.181313] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:07.319842] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:42:07.468036] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:07.608821] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:07.752842] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:07.892875] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:42:08.032629] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:08.032912] [INFO ] [CONFIGURE ] PCF: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:42:08.032970] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1810 tests
[2025-10-11T00:42:08.033008] [INFO ] [CONFIGURE ] PCF: Testing feature 28/29: add_volume_profile
[2025-10-11T00:42:08.033041] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-11T00:42:08.157672] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:08.283440] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:08.426516] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:08.562489] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:08.696936] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:08.832134] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:08.970018] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:09.104963] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:09.247219] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:09.383535] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:09.383731] [INFO ] [CONFIGURE ] PCF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:42:09.383792] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1809 tests
[2025-10-11T00:42:09.383842] [INFO ] [CONFIGURE ] PCF: Testing feature 29/29: add_vwap
[2025-10-11T00:42:09.383898] [INFO ] [CONFIGURE ] PCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-11T00:42:09.517900] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:09.654345] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:42:09.792803] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:09.935846] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:42:10.079882] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:10.231879] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:10.370862] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:42:10.509585] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:10.649717] [DEBUG] [FORECASTER] PCF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:42:10.789955] [DEBUG] [FORECASTER] PCF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:10.790106] [INFO ] [CONFIGURE ] PCF: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:42:10.790149] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1808 tests
[2025-10-11T00:42:10.790204] [INFO ] [CONFIGURE ] PCF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:42:10.790260] [INFO ] [CONFIGURE ] PCF: Best accuracy: 70.00%
[2025-10-11T00:42:10.790294] [INFO ] [CONFIGURE ] PCF: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:42:10.790323] [INFO ] [CONFIGURE ] PCF: Improvement over baseline: 20.00%
[2025-10-11T00:42:10.790350] [INFO ] [CONFIGURE ] PCF: Total time: 41.6 seconds
[2025-10-11T00:42:10.790377] [INFO ] [CONFIGURE ] PCF: Average time per feature: 1.4 seconds
[2025-10-11T00:42:10.790404] [INFO ] [CONFIGURE ] PCF: Average speed: 0.70 features/sec
[2025-10-11T00:42:10.791170] [INFO ] [LOCAL     ] Saved configuration for PCF: 2 features, 70.00% accuracy -> ./output/feature-sets/PCF.json
[2025-10-11T00:42:10.791225] [INFO ] [CONFIGURE ] PCF: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:42:10.791263] [INFO ] [sig       ] [159/220] Successfully configured PCF | 0.02 sym/s | Total: 1.9h | ETA: 44.7m
[2025-10-11T00:42:10.791296] [INFO ] [sig       ] [160/220] Configuring PCM...
[2025-10-11T00:42:10.791340] [INFO ] [CONFIGURE ] PCM: Configurate test run.
[2025-10-11T00:42:10.791411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-10-11T00:42:10.804414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCM'.
[2025-10-11T00:42:10.804751] [INFO ] [CONFIGURE ] PCM: Testing with 29 available features
[2025-10-11T00:42:10.804807] [INFO ] [CONFIGURE ] PCM: Establishing baseline with no features...
[2025-10-11T00:42:10.905357] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:42:11.004751] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:11.104539] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:11.205019] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:11.305257] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:42:11.406445] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:11.509258] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:42:11.611898] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:11.715080] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:42:11.820078] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:11.820175] [INFO ] [CONFIGURE ] PCM: Baseline score (no features): 30.00%
[2025-10-11T00:42:11.820216] [INFO ] [CONFIGURE ] PCM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:42:11.820248] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:42:11.934622] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:12.048847] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:12.163139] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:12.278871] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:42:12.394673] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:42:12.510499] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:12.626906] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:42:12.743353] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:12.860583] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:12.979546] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:12.979685] [INFO ] [CONFIGURE ] PCM: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:42:12.979745] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1807 tests
[2025-10-11T00:42:12.979783] [INFO ] [CONFIGURE ] PCM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:42:12.979814] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:42:13.112355] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:13.245824] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:13.378846] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:13.514302] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:13.650839] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:13.785920] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:13.921443] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.057295] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.189182] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:14.323177] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.323285] [INFO ] [CONFIGURE ] PCM: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T00:42:14.323327] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1806 tests
[2025-10-11T00:42:14.323361] [INFO ] [CONFIGURE ] PCM: Testing feature 3/29: add_daily_returns
[2025-10-11T00:42:14.323391] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:42:14.455862] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.588880] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:14.722315] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.856622] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:14.992085] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:15.126472] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:15.262248] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:15.399050] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:15.535796] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:15.673367] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:15.673499] [INFO ] [CONFIGURE ] PCM: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T00:42:15.673542] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1805 tests
[2025-10-11T00:42:15.673577] [INFO ] [CONFIGURE ] PCM: Testing feature 4/29: add_ema
[2025-10-11T00:42:15.673607] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T00:42:15.819518] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:15.965440] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:16.112508] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:16.259689] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:16.407836] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:16.555837] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:16.705011] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:16.855471] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:17.005993] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:17.158522] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:17.158674] [INFO ] [CONFIGURE ] PCM: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:42:17.158735] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1804 tests
[2025-10-11T00:42:17.158773] [INFO ] [CONFIGURE ] PCM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:42:17.158804] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:42:17.313039] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:17.467309] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:17.621070] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:17.774355] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:17.928115] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:18.083386] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:18.243063] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:18.399835] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:18.555514] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:18.712993] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:18.713122] [INFO ] [CONFIGURE ] PCM: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:42:18.713164] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1803 tests
[2025-10-11T00:42:18.713198] [INFO ] [CONFIGURE ] PCM: Testing feature 6/29: add_failed_moves
[2025-10-11T00:42:18.713228] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:42:18.847829] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:18.981688] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:19.116047] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:19.252278] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:19.419124] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:19.558182] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:19.696582] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:19.838027] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:19.980161] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:20.119203] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:20.119344] [INFO ] [CONFIGURE ] PCM: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:42:20.119387] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1802 tests
[2025-10-11T00:42:20.119421] [INFO ] [CONFIGURE ] PCM: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:42:20.119452] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:42:20.249278] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:20.379171] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:20.508150] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:20.638781] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:20.769562] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:20.901124] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:21.038924] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:21.177611] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:21.317931] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:21.458981] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:21.459113] [INFO ] [CONFIGURE ] PCM: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:42:21.459156] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1801 tests
[2025-10-11T00:42:21.459190] [INFO ] [CONFIGURE ] PCM: Testing feature 8/29: add_macd
[2025-10-11T00:42:21.459220] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:42:21.630536] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:21.806408] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:21.977196] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:22.146883] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:22.317621] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:22.491125] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:22.669387] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:42:22.849321] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:23.029510] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:23.207291] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:23.207436] [INFO ] [CONFIGURE ] PCM: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:42:23.207479] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1800 tests
[2025-10-11T00:42:23.207514] [INFO ] [CONFIGURE ] PCM: Testing feature 9/29: add_mfi
[2025-10-11T00:42:23.207564] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T00:42:23.360698] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:23.514105] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:23.666020] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:23.817596] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:23.973789] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:24.130230] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:24.283119] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:24.437743] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:24.590450] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:24.747904] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:24.748051] [INFO ] [CONFIGURE ] PCM: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:42:24.748095] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1799 tests
[2025-10-11T00:42:24.748130] [INFO ] [CONFIGURE ] PCM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:42:24.748161] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:42:24.914204] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:25.077522] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:42:25.237351] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:25.395769] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:25.555728] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:25.715344] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:25.877037] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:26.040158] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:26.202874] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:26.374101] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:26.374226] [INFO ] [CONFIGURE ] PCM: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:42:26.374268] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1798 tests
[2025-10-11T00:42:26.374301] [INFO ] [CONFIGURE ] PCM: Testing feature 11/29: add_obv_daily
[2025-10-11T00:42:26.374331] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:42:26.520337] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:26.667390] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:26.816604] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:26.965830] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:27.122974] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:27.274367] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:27.422782] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:27.572335] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:27.722209] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:27.872519] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:27.872636] [INFO ] [CONFIGURE ] PCM: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:42:27.872739] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1797 tests
[2025-10-11T00:42:27.872796] [INFO ] [CONFIGURE ] PCM: Testing feature 12/29: add_obv_interval
[2025-10-11T00:42:27.872830] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:42:28.013106] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:28.154499] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:28.296757] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:28.446866] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:28.593511] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:28.740306] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:28.891942] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:29.041171] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:29.190914] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:29.342805] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:29.342944] [INFO ] [CONFIGURE ] PCM: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:42:29.342998] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1796 tests
[2025-10-11T00:42:29.343042] [INFO ] [CONFIGURE ] PCM: Testing feature 13/29: add_opening_strength
[2025-10-11T00:42:29.343079] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:42:29.500584] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:29.655273] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:29.810543] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:29.970753] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:30.127106] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:30.284055] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:30.440044] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:30.598662] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:30.757075] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:30.917547] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:30.917747] [INFO ] [CONFIGURE ] PCM: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:42:30.917803] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1795 tests
[2025-10-11T00:42:30.917840] [INFO ] [CONFIGURE ] PCM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:42:30.917871] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:42:31.072328] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:31.227894] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:31.379776] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:31.548062] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:31.701351] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:42:31.854180] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:32.009127] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:32.158847] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:32.310061] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:32.461045] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:32.461163] [INFO ] [CONFIGURE ] PCM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:42:32.461207] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1794 tests
[2025-10-11T00:42:32.461241] [INFO ] [CONFIGURE ] PCM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:42:32.461272] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:42:32.591802] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:32.723904] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:32.856150] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:32.993505] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:33.131425] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:33.269508] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:33.409546] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:33.548413] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:33.688502] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:33.830536] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:33.830693] [INFO ] [CONFIGURE ] PCM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:42:33.830752] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1793 tests
[2025-10-11T00:42:33.830788] [INFO ] [CONFIGURE ] PCM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:42:33.830819] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:42:33.980208] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:34.130431] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:34.276925] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:34.425229] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:34.580194] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:34.727495] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:34.875638] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:35.025339] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:35.176536] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:35.327474] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:35.327597] [INFO ] [CONFIGURE ] PCM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:42:35.327659] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1792 tests
[2025-10-11T00:42:35.327719] [INFO ] [CONFIGURE ] PCM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:42:35.327752] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:42:35.477367] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:35.624985] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:35.772409] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:35.925583] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:36.074485] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:36.231075] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:36.384056] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:36.534274] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:36.684534] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:36.835501] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:36.835617] [INFO ] [CONFIGURE ] PCM: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:42:36.835691] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1791 tests
[2025-10-11T00:42:36.835741] [INFO ] [CONFIGURE ] PCM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:42:36.835772] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:42:36.972384] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:37.109027] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:37.242471] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:37.376208] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:37.514428] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:37.652931] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:37.791763] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:37.931844] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:38.072936] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:38.214358] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:38.214475] [INFO ] [CONFIGURE ] PCM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:42:38.214518] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1790 tests
[2025-10-11T00:42:38.214553] [INFO ] [CONFIGURE ] PCM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:42:38.214583] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:42:38.355711] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:38.492764] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:38.629765] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:38.766798] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:38.905010] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:39.047862] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:39.190099] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:39.330786] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:39.473471] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:39.616972] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:39.617090] [INFO ] [CONFIGURE ] PCM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:42:39.617136] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1789 tests
[2025-10-11T00:42:39.617178] [INFO ] [CONFIGURE ] PCM: Testing feature 20/29: add_price_rejection
[2025-10-11T00:42:39.617215] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:42:39.765092] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:39.913468] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:40.060228] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:40.208152] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:40.358802] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:40.510947] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:40.666126] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:40.816518] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:40.970465] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:41.122573] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:41.122760] [INFO ] [CONFIGURE ] PCM: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:42:41.122821] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1788 tests
[2025-10-11T00:42:41.122860] [INFO ] [CONFIGURE ] PCM: Testing feature 21/29: add_range_position
[2025-10-11T00:42:41.122890] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-11T00:42:41.279967] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:41.437351] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:41.595929] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:41.755909] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:41.911849] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:42.068376] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:42.224287] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:42.380852] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:42.537305] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:42.692113] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:42.692264] [INFO ] [CONFIGURE ] PCM: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:42:42.692309] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1787 tests
[2025-10-11T00:42:42.692344] [INFO ] [CONFIGURE ] PCM: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:42:42.692374] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:42:42.862252] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:43.034588] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:43.208088] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:43.381188] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:43.559594] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:43.742768] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:43.921712] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:44.100684] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:44.278930] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:44.457439] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:44.457597] [INFO ] [CONFIGURE ] PCM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T00:42:44.457710] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1786 tests
[2025-10-11T00:42:44.457753] [INFO ] [CONFIGURE ] PCM: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:42:44.457785] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:42:44.606145] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:44.758265] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:44.910195] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:45.063111] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:42:45.219101] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:42:45.369977] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:45.525061] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:45.681184] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:45.839053] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:45.997014] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:45.997201] [INFO ] [CONFIGURE ] PCM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:42:45.997246] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1785 tests
[2025-10-11T00:42:45.997281] [INFO ] [CONFIGURE ] PCM: Testing feature 24/29: add_rsi
[2025-10-11T00:42:45.997311] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:42:46.166918] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:46.335557] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:46.505784] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:46.705914] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:46.876090] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:47.047496] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:47.219275] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:47.392027] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:42:47.566283] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:47.741885] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:47.742056] [INFO ] [CONFIGURE ] PCM: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:42:47.742099] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1784 tests
[2025-10-11T00:42:47.742134] [INFO ] [CONFIGURE ] PCM: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:42:47.742164] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:42:47.888044] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:48.033778] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:48.179967] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:48.328187] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:48.476336] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:48.624152] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:48.774176] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:48.923859] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:49.075705] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:49.226182] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:49.226374] [INFO ] [CONFIGURE ] PCM: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:42:49.226418] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1783 tests
[2025-10-11T00:42:49.226452] [INFO ] [CONFIGURE ] PCM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:42:49.226483] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:42:49.374940] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:49.523082] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:49.706122] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:49.850438] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:49.997855] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:50.143972] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:50.290694] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:50.437888] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:50.585638] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:50.739805] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:50.739984] [INFO ] [CONFIGURE ] PCM: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:42:50.740093] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1782 tests
[2025-10-11T00:42:50.740149] [INFO ] [CONFIGURE ] PCM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:42:50.740184] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:42:50.897450] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:51.057396] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:51.218077] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:51.377500] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:51.548048] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:51.713800] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:51.891976] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:52.059296] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:52.227175] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:52.392509] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:52.392717] [INFO ] [CONFIGURE ] PCM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:42:52.392775] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1781 tests
[2025-10-11T00:42:52.392813] [INFO ] [CONFIGURE ] PCM: Testing feature 28/29: add_volume_profile
[2025-10-11T00:42:52.392845] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:42:52.543061] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:52.696194] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:52.845940] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:52.996206] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:53.168631] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:42:53.323460] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:53.490513] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:53.656457] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:53.820557] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:53.972824] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:53.973007] [INFO ] [CONFIGURE ] PCM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:42:53.973052] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1780 tests
[2025-10-11T00:42:53.973089] [INFO ] [CONFIGURE ] PCM: Testing feature 29/29: add_vwap
[2025-10-11T00:42:53.973123] [INFO ] [CONFIGURE ] PCM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-11T00:42:54.141981] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:54.299835] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:54.457536] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:54.614572] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:54.772390] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:42:54.926465] [DEBUG] [FORECASTER] PCM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:55.089701] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:42:55.257633] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:55.424948] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:55.586246] [DEBUG] [FORECASTER] PCM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:42:55.586409] [INFO ] [CONFIGURE ] PCM: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:42:55.586454] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1779 tests
[2025-10-11T00:42:55.586490] [INFO ] [CONFIGURE ] PCM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:42:55.586519] [INFO ] [CONFIGURE ] PCM: Best accuracy: 80.00%
[2025-10-11T00:42:55.586550] [INFO ] [CONFIGURE ] PCM: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:42:55.586578] [INFO ] [CONFIGURE ] PCM: Improvement over baseline: 50.00%
[2025-10-11T00:42:55.586605] [INFO ] [CONFIGURE ] PCM: Total time: 43.8 seconds
[2025-10-11T00:42:55.586632] [INFO ] [CONFIGURE ] PCM: Average time per feature: 1.5 seconds
[2025-10-11T00:42:55.586701] [INFO ] [CONFIGURE ] PCM: Average speed: 0.66 features/sec
[2025-10-11T00:42:55.587125] [INFO ] [LOCAL     ] Saved configuration for PCM: 2 features, 80.00% accuracy -> ./output/feature-sets/PCM.json
[2025-10-11T00:42:55.587179] [INFO ] [CONFIGURE ] PCM: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:42:55.587230] [INFO ] [sig       ] [160/220] Successfully configured PCM | 0.02 sym/s | Total: 2.0h | ETA: 44.0m
[2025-10-11T00:42:55.587306] [INFO ] [sig       ] [161/220] Configuring PCQ...
[2025-10-11T00:42:55.587360] [INFO ] [CONFIGURE ] PCQ: Configurate test run.
[2025-10-11T00:42:55.587394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-10-11T00:42:55.602669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCQ'.
[2025-10-11T00:42:55.603417] [INFO ] [CONFIGURE ] PCQ: Testing with 29 available features
[2025-10-11T00:42:55.603480] [INFO ] [CONFIGURE ] PCQ: Establishing baseline with no features...
[2025-10-11T00:42:55.779937] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:55.903478] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:56.042250] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:56.191586] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:56.350071] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:56.505550] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:56.659985] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:42:56.828153] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:56.965154] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:42:57.089425] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:57.089639] [INFO ] [CONFIGURE ] PCQ: Baseline score (no features): 50.00%
[2025-10-11T00:42:57.089728] [INFO ] [CONFIGURE ] PCQ: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:42:57.089958] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:42:57.223125] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:42:57.356826] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:57.495776] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:42:57.631275] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:57.759224] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:57.882196] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:42:58.010777] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:42:58.136627] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:58.262780] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:58.386899] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:58.387140] [INFO ] [CONFIGURE ] PCQ: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:42:58.387191] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1778 tests
[2025-10-11T00:42:58.387228] [INFO ] [CONFIGURE ] PCQ: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:42:58.387260] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:42:58.524982] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:42:58.665793] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:42:58.830696] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:42:58.965227] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:42:59.102686] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:42:59.240014] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:42:59.380739] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:42:59.518574] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:42:59.658573] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:42:59.797859] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:42:59.798014] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:42:59.798057] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1777 tests
[2025-10-11T00:42:59.798091] [INFO ] [CONFIGURE ] PCQ: Testing feature 3/29: add_daily_returns
[2025-10-11T00:42:59.798122] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:42:59.922369] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:00.041853] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:00.163099] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:00.284107] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:00.409461] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:00.531809] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:00.657365] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:00.785066] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:00.906421] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:01.029613] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:01.029871] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:43:01.029929] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1776 tests
[2025-10-11T00:43:01.029966] [INFO ] [CONFIGURE ] PCQ: Testing feature 4/29: add_ema
[2025-10-11T00:43:01.029997] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:43:01.164008] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:01.304333] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:01.449830] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:01.592751] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:01.735732] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:01.882342] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:02.031381] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:02.171146] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:02.312372] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:02.452027] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:02.452247] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:43:02.452312] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1775 tests
[2025-10-11T00:43:02.452353] [INFO ] [CONFIGURE ] PCQ: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:43:02.452386] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:43:02.601109] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:02.744500] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:02.886546] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:03.038637] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:03.182301] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:03.327101] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:03.473251] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:03.622396] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:03.772952] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:03.924107] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:03.924290] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:43:03.924335] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1774 tests
[2025-10-11T00:43:03.924372] [INFO ] [CONFIGURE ] PCQ: Testing feature 6/29: add_failed_moves
[2025-10-11T00:43:03.924403] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:43:04.052632] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:04.180030] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:04.309831] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:04.445832] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:04.573176] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:04.698825] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:04.827116] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:04.950489] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:05.075522] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:05.199263] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:05.199415] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:43:05.199458] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1773 tests
[2025-10-11T00:43:05.199491] [INFO ] [CONFIGURE ] PCQ: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:43:05.199522] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:43:05.311579] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:05.425244] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:05.538673] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:05.652327] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:05.767402] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:05.886761] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:06.016308] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:06.148042] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:06.279820] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:06.396798] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:06.397027] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:43:06.397086] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1772 tests
[2025-10-11T00:43:06.397125] [INFO ] [CONFIGURE ] PCQ: Testing feature 8/29: add_macd
[2025-10-11T00:43:06.397160] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:43:06.549234] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:06.701247] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:06.853501] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:07.007227] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:07.161484] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:07.314814] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:07.470502] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:07.626931] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:07.782607] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:07.947394] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:07.947629] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:43:07.947715] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1771 tests
[2025-10-11T00:43:07.947760] [INFO ] [CONFIGURE ] PCQ: Testing feature 9/29: add_mfi
[2025-10-11T00:43:07.947813] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:43:08.079282] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:08.208586] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:08.340494] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:08.470817] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:08.601828] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:08.741047] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:08.897526] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:09.028962] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:09.159244] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:09.291941] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:09.292154] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T00:43:09.292204] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1770 tests
[2025-10-11T00:43:09.292248] [INFO ] [CONFIGURE ] PCQ: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:43:09.292279] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:43:09.436234] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:09.584175] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:09.730456] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:09.881032] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:10.028842] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:10.173216] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:10.318034] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:10.463860] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:10.613793] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:10.761446] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:10.761693] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_momentum_acceleration (score: 10.00%)
[2025-10-11T00:43:10.761756] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1769 tests
[2025-10-11T00:43:10.761794] [INFO ] [CONFIGURE ] PCQ: Testing feature 11/29: add_obv_daily
[2025-10-11T00:43:10.761828] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:43:10.882231] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:11.001707] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:11.121338] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:11.240364] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:11.364943] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:11.492887] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:11.627044] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:11.749986] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:11.873971] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:11.999293] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:11.999492] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:43:11.999557] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1768 tests
[2025-10-11T00:43:11.999596] [INFO ] [CONFIGURE ] PCQ: Testing feature 12/29: add_obv_interval
[2025-10-11T00:43:11.999628] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:43:12.121525] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:12.249334] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:12.371259] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:12.495979] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:12.626208] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:12.747402] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:12.872509] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:12.995556] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:13.118943] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:13.250742] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:13.250935] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:43:13.250981] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1767 tests
[2025-10-11T00:43:13.251017] [INFO ] [CONFIGURE ] PCQ: Testing feature 13/29: add_opening_strength
[2025-10-11T00:43:13.251048] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:43:13.380522] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:13.512221] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:13.657880] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:13.793682] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:13.927428] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:14.063253] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:14.196042] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:14.329230] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:14.463522] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:14.601014] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:14.601194] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:43:14.601239] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1766 tests
[2025-10-11T00:43:14.601274] [INFO ] [CONFIGURE ] PCQ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:43:14.601306] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:43:14.737895] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:14.879270] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:15.017047] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:15.153049] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:15.291821] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:15.432172] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:15.576132] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:15.718414] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:15.865181] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:16.012374] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:16.012564] [INFO ] [CONFIGURE ] PCQ: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:43:16.012617] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1765 tests
[2025-10-11T00:43:16.012685] [INFO ] [CONFIGURE ] PCQ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:43:16.012737] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T00:43:16.155569] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:16.305097] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:16.453138] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:16.612560] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:16.770930] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:16.920246] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:17.057862] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:17.190150] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:17.321847] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:17.482322] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:17.482496] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:43:17.482541] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1764 tests
[2025-10-11T00:43:17.482576] [INFO ] [CONFIGURE ] PCQ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:43:17.482608] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T00:43:17.636272] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:17.780975] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:17.929798] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:18.083955] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:18.239428] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:18.387345] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:18.540253] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:18.696619] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:18.849722] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:18.999028] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:18.999197] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:43:18.999240] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1763 tests
[2025-10-11T00:43:18.999275] [INFO ] [CONFIGURE ] PCQ: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:43:18.999307] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T00:43:19.145814] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:19.298056] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:19.447520] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:19.596014] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:19.750569] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:19.904167] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:20.057219] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:20.208758] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:20.359758] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:20.516154] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:20.516328] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:43:20.516385] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1762 tests
[2025-10-11T00:43:20.516423] [INFO ] [CONFIGURE ] PCQ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:43:20.516455] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T00:43:20.652544] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:20.787763] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:20.923065] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:21.081780] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:21.220439] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:21.362372] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:21.500873] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:21.645514] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:21.786807] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:21.926398] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:21.926584] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:43:21.926667] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1761 tests
[2025-10-11T00:43:21.926726] [INFO ] [CONFIGURE ] PCQ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:43:21.926762] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T00:43:22.070231] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:22.220987] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:22.355796] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:22.493201] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:22.634284] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:22.772102] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:22.909813] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:23.080037] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:23.224533] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:23.367795] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:23.367949] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:43:23.367992] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1760 tests
[2025-10-11T00:43:23.368027] [INFO ] [CONFIGURE ] PCQ: Testing feature 20/29: add_price_rejection
[2025-10-11T00:43:23.368057] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T00:43:23.543080] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:23.761429] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:23.914181] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:24.061441] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:24.214937] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:24.398292] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:24.554148] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:24.709956] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:24.871413] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:25.030501] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:25.030712] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T00:43:25.030860] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1759 tests
[2025-10-11T00:43:25.030919] [INFO ] [CONFIGURE ] PCQ: Testing feature 21/29: add_range_position
[2025-10-11T00:43:25.030956] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T00:43:25.196362] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:25.366221] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:25.528478] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:25.692563] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:25.851855] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:26.018289] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:43:26.179699] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:26.344373] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:26.516512] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:26.681080] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:26.681366] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:43:26.681430] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1758 tests
[2025-10-11T00:43:26.681470] [INFO ] [CONFIGURE ] PCQ: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:43:26.681503] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T00:43:26.858776] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:27.040148] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:27.221119] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:27.401162] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:27.589063] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:27.766442] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:27.948930] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:28.132834] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:28.311126] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:28.487549] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:28.487746] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T00:43:28.487815] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1757 tests
[2025-10-11T00:43:28.487875] [INFO ] [CONFIGURE ] PCQ: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:43:28.487911] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T00:43:28.636158] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:28.783880] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:28.939856] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:29.089410] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:29.234556] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:43:29.376522] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:29.527544] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:29.674345] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:29.826984] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:29.974870] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:43:29.975023] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:43:29.975066] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1756 tests
[2025-10-11T00:43:29.975122] [INFO ] [CONFIGURE ] PCQ: Testing feature 24/29: add_rsi
[2025-10-11T00:43:29.975178] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T00:43:30.139712] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:30.304488] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:43:30.467966] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:30.630871] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:30.795950] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:30.964860] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:31.130478] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:31.295659] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:31.468224] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:31.636732] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:31.636898] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:43:31.636943] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1755 tests
[2025-10-11T00:43:31.637015] [INFO ] [CONFIGURE ] PCQ: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:43:31.637053] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-11T00:43:31.782507] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:31.943229] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:43:32.093263] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:32.245588] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:32.390771] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:32.543484] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:32.689304] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:32.837468] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:32.985983] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:33.135412] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:33.135585] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-11T00:43:33.135630] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1754 tests
[2025-10-11T00:43:33.135707] [INFO ] [CONFIGURE ] PCQ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:43:33.135751] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-11T00:43:33.278541] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:33.447409] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:33.614100] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:33.779358] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:33.954344] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:34.131772] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:34.307233] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:34.479828] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:43:34.647258] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:34.814464] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:34.814738] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:43:34.814840] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1753 tests
[2025-10-11T00:43:34.814921] [INFO ] [CONFIGURE ] PCQ: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:43:34.814998] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T00:43:34.993546] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:35.172035] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:35.349438] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:35.528598] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:35.704579] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:35.886474] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:36.071989] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:36.250133] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:36.429487] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:36.610749] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:36.610931] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T00:43:36.610975] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1752 tests
[2025-10-11T00:43:36.611011] [INFO ] [CONFIGURE ] PCQ: Testing feature 28/29: add_volume_profile
[2025-10-11T00:43:36.611044] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-11T00:43:36.774242] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:43:36.948756] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:37.115167] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:37.281539] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:37.450452] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:37.623972] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:37.792286] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:37.955842] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:38.122176] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:38.280426] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:38.280595] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_volume_profile (score: 20.00%)
[2025-10-11T00:43:38.280639] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1751 tests
[2025-10-11T00:43:38.280732] [INFO ] [CONFIGURE ] PCQ: Testing feature 29/29: add_vwap
[2025-10-11T00:43:38.280769] [INFO ] [CONFIGURE ] PCQ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-11T00:43:38.453556] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:43:38.626525] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:43:38.796155] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:43:38.976437] [DEBUG] [FORECASTER] PCQ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:39.156798] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:43:39.329831] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:43:39.506003] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:43:39.684326] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:43:39.865297] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:40.047857] [DEBUG] [FORECASTER] PCQ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:43:40.048051] [INFO ] [CONFIGURE ] PCQ: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T00:43:40.048138] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1750 tests
[2025-10-11T00:43:40.048236] [INFO ] [CONFIGURE ] PCQ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:43:40.048295] [INFO ] [CONFIGURE ] PCQ: Best accuracy: 70.00%
[2025-10-11T00:43:40.048333] [INFO ] [CONFIGURE ] PCQ: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:43:40.048364] [INFO ] [CONFIGURE ] PCQ: Improvement over baseline: 20.00%
[2025-10-11T00:43:40.048393] [INFO ] [CONFIGURE ] PCQ: Total time: 43.0 seconds
[2025-10-11T00:43:40.048420] [INFO ] [CONFIGURE ] PCQ: Average time per feature: 1.5 seconds
[2025-10-11T00:43:40.048448] [INFO ] [CONFIGURE ] PCQ: Average speed: 0.68 features/sec
[2025-10-11T00:43:40.049228] [INFO ] [LOCAL     ] Saved configuration for PCQ: 2 features, 70.00% accuracy -> ./output/feature-sets/PCQ.json
[2025-10-11T00:43:40.049329] [INFO ] [CONFIGURE ] PCQ: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:43:40.049389] [INFO ] [sig       ] [161/220] Successfully configured PCQ | 0.02 sym/s | Total: 2.0h | ETA: 43.2m
[2025-10-11T00:43:40.049466] [INFO ] [sig       ] [162/220] Configuring PDS...
[2025-10-11T00:43:40.049537] [INFO ] [CONFIGURE ] PDS: Configurate test run.
[2025-10-11T00:43:40.049613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-10-11T00:43:40.064718] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDS'.
[2025-10-11T00:43:40.065203] [INFO ] [CONFIGURE ] PDS: Testing with 29 available features
[2025-10-11T00:43:40.065284] [INFO ] [CONFIGURE ] PDS: Establishing baseline with no features...
[2025-10-11T00:43:40.183087] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:40.304920] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:40.417353] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:40.528230] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:40.642915] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:40.755876] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:40.872047] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:40.985162] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:41.098210] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:41.215993] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:41.216156] [INFO ] [CONFIGURE ] PDS: Baseline score (no features): 60.00%
[2025-10-11T00:43:41.216233] [INFO ] [CONFIGURE ] PDS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:43:41.216290] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:43:41.336972] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:41.485848] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:41.608407] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:41.730718] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:41.848537] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:41.967619] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:42.093551] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:42.218419] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:42.344411] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:43:42.481404] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:42.481602] [INFO ] [CONFIGURE ] PDS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:43:42.481673] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1749 tests
[2025-10-11T00:43:42.481732] [INFO ] [CONFIGURE ] PDS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:43:42.481766] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:43:42.620360] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:42.751433] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:43:42.882111] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:43.007168] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:43.137257] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:43.267963] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:43.404214] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:43.540723] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:43:43.671430] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:43.802976] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:43.803125] [INFO ] [CONFIGURE ] PDS: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T00:43:43.803168] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1748 tests
[2025-10-11T00:43:43.803201] [INFO ] [CONFIGURE ] PDS: Testing feature 3/29: add_daily_returns
[2025-10-11T00:43:43.803231] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns']
[2025-10-11T00:43:43.913231] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:44.026105] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:44.138662] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:44.251076] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:44.368721] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:44.511427] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:44.627583] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:44.740877] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:44.856029] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:44.971579] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:44.971802] [INFO ] [CONFIGURE ] PDS: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:43:44.971854] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1747 tests
[2025-10-11T00:43:44.971911] [INFO ] [CONFIGURE ] PDS: Testing feature 4/29: add_ema
[2025-10-11T00:43:44.971968] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_ema']
[2025-10-11T00:43:45.099834] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:45.234301] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:45.362635] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:45.491464] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:45.616481] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:45.742060] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:45.873090] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:46.003879] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:43:46.141361] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:46.280281] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:46.280520] [INFO ] [CONFIGURE ] PDS: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:43:46.280585] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1746 tests
[2025-10-11T00:43:46.280628] [INFO ] [CONFIGURE ] PDS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:43:46.280708] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:43:46.419278] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:46.554894] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:46.694542] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:46.829776] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:46.964319] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:47.099849] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:47.240791] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:47.384847] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:43:47.560866] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:47.705114] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:47.705274] [INFO ] [CONFIGURE ] PDS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:43:47.705318] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1745 tests
[2025-10-11T00:43:47.705353] [INFO ] [CONFIGURE ] PDS: Testing feature 6/29: add_failed_moves
[2025-10-11T00:43:47.705384] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_failed_moves']
[2025-10-11T00:43:47.822478] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:47.941495] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:48.059392] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:48.177069] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:48.295554] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:48.414911] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:48.541219] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:48.658023] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:48.781122] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:48.902131] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:48.902284] [INFO ] [CONFIGURE ] PDS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:43:48.902327] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1744 tests
[2025-10-11T00:43:48.902361] [INFO ] [CONFIGURE ] PDS: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:43:48.902391] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_lag_shelf']
[2025-10-11T00:43:49.027924] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:49.149713] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:49.263773] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:49.392601] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:49.516441] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:49.634312] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:49.750551] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:49.866207] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:49.987446] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:50.122766] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:50.123030] [INFO ] [CONFIGURE ] PDS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:43:50.123092] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1743 tests
[2025-10-11T00:43:50.123132] [INFO ] [CONFIGURE ] PDS: Testing feature 8/29: add_macd
[2025-10-11T00:43:50.123168] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:43:50.288102] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:50.453823] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:43:50.632660] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:50.787429] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:50.952122] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:51.120337] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:51.286054] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:51.455045] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:51.619489] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:51.787839] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:51.788123] [INFO ] [CONFIGURE ] PDS: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:43:51.788180] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1742 tests
[2025-10-11T00:43:51.788221] [INFO ] [CONFIGURE ] PDS: Testing feature 9/29: add_mfi
[2025-10-11T00:43:51.788256] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_mfi']
[2025-10-11T00:43:51.924001] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:52.064529] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:52.207756] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:52.348448] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:52.484721] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:52.615179] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:52.746164] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:52.882388] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:53.015478] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:53.154271] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:53.154569] [INFO ] [CONFIGURE ] PDS: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:43:53.154638] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1741 tests
[2025-10-11T00:43:53.154723] [INFO ] [CONFIGURE ] PDS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:43:53.154763] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:43:53.312617] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:53.465066] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:53.661894] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:53.814254] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:53.969388] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:54.129600] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:43:54.292261] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:54.447272] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:43:54.603710] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:54.758506] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:54.758770] [INFO ] [CONFIGURE ] PDS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:43:54.758849] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1740 tests
[2025-10-11T00:43:54.758911] [INFO ] [CONFIGURE ] PDS: Testing feature 11/29: add_obv_daily
[2025-10-11T00:43:54.758946] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_obv_daily']
[2025-10-11T00:43:54.882156] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:55.011862] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:55.138464] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:55.261918] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:55.386674] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:55.514339] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:55.648366] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:55.779206] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:55.909852] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:56.040469] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:56.040764] [INFO ] [CONFIGURE ] PDS: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:43:56.040848] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1739 tests
[2025-10-11T00:43:56.040909] [INFO ] [CONFIGURE ] PDS: Testing feature 12/29: add_obv_interval
[2025-10-11T00:43:56.040946] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_obv_interval']
[2025-10-11T00:43:56.164038] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:56.296585] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:56.425021] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:56.556837] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:56.698929] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:56.824131] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:56.945871] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:57.073966] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:57.200956] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:57.324178] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:57.324406] [INFO ] [CONFIGURE ] PDS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:43:57.324469] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1738 tests
[2025-10-11T00:43:57.324508] [INFO ] [CONFIGURE ] PDS: Testing feature 13/29: add_opening_strength
[2025-10-11T00:43:57.324541] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:43:57.453803] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:57.597099] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:43:57.741311] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:57.884122] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:58.026349] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:43:58.164555] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:58.303683] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:58.450931] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:43:58.590891] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:43:58.729386] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:43:58.729661] [INFO ] [CONFIGURE ] PDS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:43:58.729728] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1737 tests
[2025-10-11T00:43:58.729768] [INFO ] [CONFIGURE ] PDS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:43:58.729802] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T00:43:58.870821] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:43:59.012267] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:43:59.172776] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:43:59.316394] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:43:59.479087] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:43:59.630249] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:43:59.781029] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:43:59.924950] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:00.067908] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:00.221215] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:00.221451] [INFO ] [CONFIGURE ] PDS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:44:00.221536] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1736 tests
[2025-10-11T00:44:00.221602] [INFO ] [CONFIGURE ] PDS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:44:00.221669] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T00:44:00.345238] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:00.474140] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:00.599052] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:00.725439] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:00.847526] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:44:00.972791] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:01.096103] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:01.221327] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:01.344202] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:01.473829] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:01.474074] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:44:01.474127] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1735 tests
[2025-10-11T00:44:01.474168] [INFO ] [CONFIGURE ] PDS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:44:01.474203] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T00:44:01.611082] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:44:01.744037] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:01.887266] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:02.027915] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:02.165460] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:44:02.302679] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:44:02.447985] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:02.601876] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:02.758150] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:02.896026] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:02.896255] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:44:02.896301] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1734 tests
[2025-10-11T00:44:02.896371] [INFO ] [CONFIGURE ] PDS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:44:02.896464] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d']
[2025-10-11T00:44:03.031952] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:03.168502] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:03.308486] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:03.443490] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:03.576329] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:03.718528] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:03.876109] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:04.049907] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:04.233696] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:04.401951] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:04.402166] [INFO ] [CONFIGURE ] PDS: KEPT add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:44:04.402229] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1733 tests
[2025-10-11T00:44:04.402271] [INFO ] [CONFIGURE ] PDS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:44:04.402303] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T00:44:04.565914] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:04.714243] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:04.853826] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:04.988055] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:05.116197] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:05.237809] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:05.359188] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:05.481262] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:05.606047] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:05.761117] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:05.761311] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:44:05.761357] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1732 tests
[2025-10-11T00:44:05.761391] [INFO ] [CONFIGURE ] PDS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:44:05.761422] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T00:44:05.888719] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:06.036362] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:06.185905] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:06.333521] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:06.486050] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:06.636226] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:06.785280] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:06.934592] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:07.084570] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:07.226421] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:07.226667] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:44:07.226732] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1731 tests
[2025-10-11T00:44:07.226771] [INFO ] [CONFIGURE ] PDS: Testing feature 20/29: add_price_rejection
[2025-10-11T00:44:07.226804] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T00:44:07.363919] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:07.502341] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:07.638808] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:07.768850] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:07.900809] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:08.033439] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:08.209524] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:08.355491] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:08.490376] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:08.624409] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:08.624584] [INFO ] [CONFIGURE ] PDS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:44:08.624627] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1730 tests
[2025-10-11T00:44:08.624699] [INFO ] [CONFIGURE ] PDS: Testing feature 21/29: add_range_position
[2025-10-11T00:44:08.624744] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_range_position']
[2025-10-11T00:44:08.802527] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:08.945777] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:09.096840] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:09.259964] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:09.407429] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:09.550156] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:09.708526] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:09.870050] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:10.015284] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:10.161345] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:10.161518] [INFO ] [CONFIGURE ] PDS: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:44:10.161563] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1729 tests
[2025-10-11T00:44:10.161598] [INFO ] [CONFIGURE ] PDS: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:44:10.161629] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T00:44:10.316491] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:10.475327] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:10.629131] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:10.783717] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:10.937906] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:44:11.099563] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:11.280861] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:11.457310] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:11.632978] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:11.815402] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:11.815615] [INFO ] [CONFIGURE ] PDS: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:44:11.815701] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1728 tests
[2025-10-11T00:44:11.815753] [INFO ] [CONFIGURE ] PDS: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:44:11.815787] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T00:44:11.959942] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:12.098070] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:12.225795] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:12.363303] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:12.498599] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:12.625589] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:44:12.756194] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:12.889871] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:13.027501] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:13.159802] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:13.160005] [INFO ] [CONFIGURE ] PDS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:44:13.160056] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1727 tests
[2025-10-11T00:44:13.160092] [INFO ] [CONFIGURE ] PDS: Testing feature 24/29: add_rsi
[2025-10-11T00:44:13.160173] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T00:44:13.305902] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:13.451472] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:13.601020] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:13.746870] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:13.895546] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:14.046434] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:14.199737] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:14.352952] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:14.510619] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:14.672389] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:14.672613] [INFO ] [CONFIGURE ] PDS: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:44:14.672701] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1726 tests
[2025-10-11T00:44:14.672754] [INFO ] [CONFIGURE ] PDS: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:44:14.672788] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T00:44:14.800790] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:14.924549] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:15.052099] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:15.186560] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:15.319011] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:15.447085] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:15.577370] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:15.713829] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:15.851597] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:15.989086] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:15.989288] [INFO ] [CONFIGURE ] PDS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:44:15.989356] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1725 tests
[2025-10-11T00:44:15.989395] [INFO ] [CONFIGURE ] PDS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:44:15.989428] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T00:44:16.130068] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:16.263922] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:44:16.394007] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:16.526923] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:16.659201] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:16.795521] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:44:16.937390] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:17.079604] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:17.232988] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:17.380424] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:17.380594] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:44:17.380661] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1724 tests
[2025-10-11T00:44:17.380733] [INFO ] [CONFIGURE ] PDS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:44:17.380776] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T00:44:17.528198] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:17.687587] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:17.841586] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:17.993721] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:18.145829] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:18.296878] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:18.442023] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:18.585730] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:18.729823] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:18.873302] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:18.873492] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:44:18.873539] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1723 tests
[2025-10-11T00:44:18.873573] [INFO ] [CONFIGURE ] PDS: Testing feature 28/29: add_volume_profile
[2025-10-11T00:44:18.873604] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T00:44:19.006348] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:19.141371] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:44:19.276745] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:19.409962] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:19.544567] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:19.686427] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:44:19.834204] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:19.975518] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:44:20.116437] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:20.257275] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:20.257533] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:44:20.257583] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1722 tests
[2025-10-11T00:44:20.257619] [INFO ] [CONFIGURE ] PDS: Testing feature 29/29: add_vwap
[2025-10-11T00:44:20.257679] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_pbf_return_2d', 'add_vwap']
[2025-10-11T00:44:20.396536] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:44:20.535858] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:44:20.676258] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:20.815076] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:44:20.953911] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:44:21.093068] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:44:21.232956] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:21.370665] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:44:21.510231] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:21.644738] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:21.644901] [INFO ] [CONFIGURE ] PDS: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:44:21.644944] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1721 tests
[2025-10-11T00:44:21.645001] [INFO ] [CONFIGURE ] PDS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:44:21.645079] [INFO ] [CONFIGURE ] PDS: Best accuracy: 80.00%
[2025-10-11T00:44:21.645114] [INFO ] [CONFIGURE ] PDS: Best feature set (1 features): ['add_pbf_return_2d']
[2025-10-11T00:44:21.645144] [INFO ] [CONFIGURE ] PDS: Improvement over baseline: 20.00%
[2025-10-11T00:44:21.645171] [INFO ] [CONFIGURE ] PDS: Total time: 40.4 seconds
[2025-10-11T00:44:21.645197] [INFO ] [CONFIGURE ] PDS: Average time per feature: 1.4 seconds
[2025-10-11T00:44:21.645224] [INFO ] [CONFIGURE ] PDS: Average speed: 0.72 features/sec
[2025-10-11T00:44:21.645619] [INFO ] [LOCAL     ] Saved configuration for PDS: 1 features, 80.00% accuracy -> ./output/feature-sets/PDS.json
[2025-10-11T00:44:21.645699] [INFO ] [CONFIGURE ] PDS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:44:21.645759] [INFO ] [sig       ] [162/220] Successfully configured PDS | 0.02 sym/s | Total: 2.0h | ETA: 42.5m
[2025-10-11T00:44:21.645836] [INFO ] [sig       ] [163/220] Configuring PDT...
[2025-10-11T00:44:21.645905] [INFO ] [CONFIGURE ] PDT: Configurate test run.
[2025-10-11T00:44:21.645978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'.
[2025-10-11T00:44:21.658748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDT'.
[2025-10-11T00:44:21.659069] [INFO ] [CONFIGURE ] PDT: Testing with 29 available features
[2025-10-11T00:44:21.659125] [INFO ] [CONFIGURE ] PDT: Establishing baseline with no features...
[2025-10-11T00:44:21.760496] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:21.864896] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:21.966922] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:22.071042] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:22.175456] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:22.281312] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:22.385453] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:22.492235] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:22.596471] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:22.701124] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:22.701259] [INFO ] [CONFIGURE ] PDT: Baseline score (no features): 20.00%
[2025-10-11T00:44:22.701301] [INFO ] [CONFIGURE ] PDT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:44:22.701333] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:44:22.819357] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:22.934040] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:23.050153] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:23.170082] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:23.291431] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:23.408608] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:23.529392] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:23.647370] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:23.766773] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:23.888923] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:23.889134] [INFO ] [CONFIGURE ] PDT: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-11T00:44:23.889198] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1720 tests
[2025-10-11T00:44:23.889238] [INFO ] [CONFIGURE ] PDT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:44:23.889272] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:44:24.023253] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:24.169406] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:24.311144] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:24.459306] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:24.606801] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:24.759471] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:24.907584] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:25.054973] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:25.204810] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:25.349407] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:25.349574] [INFO ] [CONFIGURE ] PDT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:44:25.349715] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1719 tests
[2025-10-11T00:44:25.349759] [INFO ] [CONFIGURE ] PDT: Testing feature 3/29: add_daily_returns
[2025-10-11T00:44:25.349791] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:44:25.472287] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:25.595174] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:25.718458] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:25.843149] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:25.968304] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:26.097051] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:26.223424] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:26.351850] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:26.484593] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:26.615039] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:26.615195] [INFO ] [CONFIGURE ] PDT: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:44:26.615240] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1718 tests
[2025-10-11T00:44:26.615297] [INFO ] [CONFIGURE ] PDT: Testing feature 4/29: add_ema
[2025-10-11T00:44:26.615356] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:44:26.757525] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:26.895968] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:27.034489] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:27.177232] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:27.322873] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:44:27.471921] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:27.624222] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:27.769237] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:27.912858] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:28.058717] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:28.058900] [INFO ] [CONFIGURE ] PDT: DISCARDED add_ema (score: 30.00%)
[2025-10-11T00:44:28.058947] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1717 tests
[2025-10-11T00:44:28.059006] [INFO ] [CONFIGURE ] PDT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:44:28.059065] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:44:28.208064] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:28.356723] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:28.504758] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:28.651356] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:28.801661] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:28.953711] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:29.105215] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:29.266757] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:29.422014] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:29.574635] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:29.574840] [INFO ] [CONFIGURE ] PDT: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:44:29.574886] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1716 tests
[2025-10-11T00:44:29.574921] [INFO ] [CONFIGURE ] PDT: Testing feature 6/29: add_failed_moves
[2025-10-11T00:44:29.574952] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T00:44:29.728619] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:29.885723] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:30.046928] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:30.201241] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:30.375377] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:30.558602] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:30.725851] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:30.885993] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:31.046825] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:31.205626] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:31.205823] [INFO ] [CONFIGURE ] PDT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:44:31.205870] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1715 tests
[2025-10-11T00:44:31.205905] [INFO ] [CONFIGURE ] PDT: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:44:31.205989] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T00:44:31.362913] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:31.531324] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:31.692559] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:31.860778] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:32.021462] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:32.169679] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:32.319591] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:32.468263] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:32.620032] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:32.772754] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:32.772918] [INFO ] [CONFIGURE ] PDT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:44:32.772962] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1714 tests
[2025-10-11T00:44:32.772997] [INFO ] [CONFIGURE ] PDT: Testing feature 8/29: add_macd
[2025-10-11T00:44:32.773029] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T00:44:32.941737] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:33.116625] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:33.287698] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:44:33.458178] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:33.630253] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:33.799383] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:44:33.970787] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:34.154009] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:34.332426] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:34.515638] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:34.515871] [INFO ] [CONFIGURE ] PDT: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:44:34.515930] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1713 tests
[2025-10-11T00:44:34.515969] [INFO ] [CONFIGURE ] PDT: Testing feature 9/29: add_mfi
[2025-10-11T00:44:34.516001] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T00:44:34.679251] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:34.847713] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:35.004747] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:35.166137] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:35.332683] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:35.511340] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:35.687508] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:35.866815] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:36.091122] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:36.286574] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:36.286971] [INFO ] [CONFIGURE ] PDT: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:44:36.287040] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1712 tests
[2025-10-11T00:44:36.287085] [INFO ] [CONFIGURE ] PDT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:44:36.287119] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:44:36.487843] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:36.687456] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:44:36.889200] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:37.082204] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:37.284607] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:37.494042] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:37.695808] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:37.895497] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:38.099479] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:38.307156] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:38.307557] [INFO ] [CONFIGURE ] PDT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:44:38.307665] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1711 tests
[2025-10-11T00:44:38.307734] [INFO ] [CONFIGURE ] PDT: Testing feature 11/29: add_obv_daily
[2025-10-11T00:44:38.307773] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T00:44:38.481222] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:38.652022] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:38.827370] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:39.005843] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:39.158841] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:39.312593] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:39.461938] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:39.627396] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:39.776486] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:39.959825] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:39.960051] [INFO ] [CONFIGURE ] PDT: KEPT add_obv_daily (score: 90.00%)
[2025-10-11T00:44:39.960114] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1710 tests
[2025-10-11T00:44:39.960176] [INFO ] [CONFIGURE ] PDT: Testing feature 12/29: add_obv_interval
[2025-10-11T00:44:39.960213] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:44:40.123597] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:40.287039] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:40.452196] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:40.627137] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:40.786101] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:40.945114] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:41.107526] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:41.276089] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:41.437529] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:41.597247] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:41.597423] [INFO ] [CONFIGURE ] PDT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:44:41.597492] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1709 tests
[2025-10-11T00:44:41.597551] [INFO ] [CONFIGURE ] PDT: Testing feature 13/29: add_opening_strength
[2025-10-11T00:44:41.597585] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:44:41.773047] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:41.959762] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:42.134975] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:42.317303] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:42.493902] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:42.669448] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:42.840180] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:43.014500] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:43.194850] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:43.372476] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:44:43.372728] [INFO ] [CONFIGURE ] PDT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:44:43.372793] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1708 tests
[2025-10-11T00:44:43.372833] [INFO ] [CONFIGURE ] PDT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:44:43.372866] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:44:43.551923] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:43.736547] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:43.917329] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:44.096415] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:44.280137] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:44.476561] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:44.652110] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:44.829869] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:45.015613] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:45.201005] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:45.201236] [INFO ] [CONFIGURE ] PDT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:44:45.201283] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1707 tests
[2025-10-11T00:44:45.201347] [INFO ] [CONFIGURE ] PDT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:44:45.201407] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:44:45.372355] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:45.535260] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:45.706230] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:45.871935] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:46.039007] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:46.207887] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:46.373093] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:46.534974] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:46.700519] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:46.870343] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:46.870611] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:44:46.870698] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1706 tests
[2025-10-11T00:44:46.870747] [INFO ] [CONFIGURE ] PDT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:44:46.870781] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:44:47.038422] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:47.206594] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:47.377802] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:47.550871] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:47.725598] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:47.893240] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:48.065510] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:48.235477] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:48.410329] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:48.581473] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:48.581670] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:44:48.581730] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1705 tests
[2025-10-11T00:44:48.581768] [INFO ] [CONFIGURE ] PDT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:44:48.581801] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-11T00:44:48.757098] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:48.927247] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:49.099334] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:49.282360] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:49.463306] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:49.639125] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:49.811199] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:49.985833] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:50.155097] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:50.320483] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:50.320869] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:44:50.320929] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1704 tests
[2025-10-11T00:44:50.320967] [INFO ] [CONFIGURE ] PDT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:44:50.320999] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-11T00:44:50.474952] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:50.628094] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:50.782116] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:50.938703] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:51.093436] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:51.249351] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:51.415347] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:51.574141] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:51.735270] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:51.909968] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:51.910150] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:44:51.910196] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1703 tests
[2025-10-11T00:44:51.910232] [INFO ] [CONFIGURE ] PDT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:44:51.910264] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-11T00:44:52.068031] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:44:52.223466] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:52.380040] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:52.542130] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:52.704434] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:52.865667] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:53.026785] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:44:53.188167] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:53.346250] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:44:53.525907] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:53.526226] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:44:53.526313] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1702 tests
[2025-10-11T00:44:53.526378] [INFO ] [CONFIGURE ] PDT: Testing feature 20/29: add_price_rejection
[2025-10-11T00:44:53.526450] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-10-11T00:44:53.735053] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:53.948107] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:54.131465] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:54.307779] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:54.473045] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:54.639419] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:54.805714] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:54.970885] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:44:55.136732] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:55.308768] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:55.309006] [INFO ] [CONFIGURE ] PDT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:44:55.309058] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1701 tests
[2025-10-11T00:44:55.309094] [INFO ] [CONFIGURE ] PDT: Testing feature 21/29: add_range_position
[2025-10-11T00:44:55.309125] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-11T00:44:55.486131] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:55.669831] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:55.859464] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:56.065233] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:56.332817] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:56.591587] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:56.803201] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:57.009374] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:57.211327] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:57.390721] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:57.390961] [INFO ] [CONFIGURE ] PDT: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:44:57.391010] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1700 tests
[2025-10-11T00:44:57.391048] [INFO ] [CONFIGURE ] PDT: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:44:57.391079] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_realized_volatility']
[2025-10-11T00:44:57.580566] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:57.789930] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:57.997528] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:44:58.193180] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:44:58.388376] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:44:58.577789] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:44:58.766590] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:44:58.956230] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:44:59.145549] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:44:59.342250] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:44:59.342457] [INFO ] [CONFIGURE ] PDT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:44:59.342503] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1699 tests
[2025-10-11T00:44:59.342548] [INFO ] [CONFIGURE ] PDT: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:44:59.342582] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_recent_range_context']
[2025-10-11T00:44:59.508332] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:44:59.679285] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:44:59.846127] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:00.010087] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:00.173108] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:00.336590] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:00.501368] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:00.673378] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:00.854211] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:45:01.033561] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:01.033785] [INFO ] [CONFIGURE ] PDT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:45:01.033836] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1698 tests
[2025-10-11T00:45:01.033873] [INFO ] [CONFIGURE ] PDT: Testing feature 24/29: add_rsi
[2025-10-11T00:45:01.033907] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-11T00:45:01.227839] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:01.433973] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:45:01.651921] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:01.855943] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:02.043018] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:02.230576] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:02.419465] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:02.611709] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:02.804074] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:02.995945] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:02.996167] [INFO ] [CONFIGURE ] PDT: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:45:02.996213] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1697 tests
[2025-10-11T00:45:02.996249] [INFO ] [CONFIGURE ] PDT: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:45:02.996282] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_tick_distribution']
[2025-10-11T00:45:03.164377] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:03.338737] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:45:03.532100] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:03.697861] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:03.869907] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:04.037455] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:04.208974] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:04.396207] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:04.575547] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:45:04.750776] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:04.751025] [INFO ] [CONFIGURE ] PDT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:45:04.751092] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1696 tests
[2025-10-11T00:45:04.751134] [INFO ] [CONFIGURE ] PDT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:45:04.751169] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-11T00:45:04.919326] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:05.086223] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:45:05.254147] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:05.422577] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:05.587850] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:05.757713] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:05.931874] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:06.113382] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:06.287500] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:06.461636] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:06.461857] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:45:06.461903] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1695 tests
[2025-10-11T00:45:06.461939] [INFO ] [CONFIGURE ] PDT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:45:06.461971] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-11T00:45:06.640894] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:45:06.819615] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:45:06.995867] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:07.177559] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:07.358173] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:07.548282] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:07.731698] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:07.917272] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:08.100960] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:08.283897] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:08.284093] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:45:08.284138] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1694 tests
[2025-10-11T00:45:08.284173] [INFO ] [CONFIGURE ] PDT: Testing feature 28/29: add_volume_profile
[2025-10-11T00:45:08.284204] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_profile']
[2025-10-11T00:45:08.453200] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:08.627289] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:45:08.794026] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:08.969131] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:09.141324] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:09.317999] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:45:09.487823] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:09.663379] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:09.834243] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:10.005220] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:10.005402] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:45:10.005445] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1693 tests
[2025-10-11T00:45:10.005503] [INFO ] [CONFIGURE ] PDT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:45:10.005559] [INFO ] [CONFIGURE ] PDT: Best accuracy: 90.00%
[2025-10-11T00:45:10.005593] [INFO ] [CONFIGURE ] PDT: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T00:45:10.005623] [INFO ] [CONFIGURE ] PDT: Improvement over baseline: 70.00%
[2025-10-11T00:45:10.005681] [INFO ] [CONFIGURE ] PDT: Total time: 47.3 seconds
[2025-10-11T00:45:10.005732] [INFO ] [CONFIGURE ] PDT: Average time per feature: 1.7 seconds
[2025-10-11T00:45:10.005761] [INFO ] [CONFIGURE ] PDT: Average speed: 0.61 features/sec
[2025-10-11T00:45:10.006295] [INFO ] [LOCAL     ] Saved configuration for PDT: 4 features, 90.00% accuracy -> ./output/feature-sets/PDT.json
[2025-10-11T00:45:10.006349] [INFO ] [CONFIGURE ] PDT: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-11T00:45:10.006400] [INFO ] [sig       ] [163/220] Successfully configured PDT | 0.02 sym/s | Total: 2.0h | ETA: 41.8m
[2025-10-11T00:45:10.006487] [INFO ] [sig       ] [164/220] Configuring PEO...
[2025-10-11T00:45:10.006556] [INFO ] [CONFIGURE ] PEO: Configurate test run.
[2025-10-11T00:45:10.006630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-10-11T00:45:10.020943] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEO'.
[2025-10-11T00:45:10.021278] [INFO ] [CONFIGURE ] PEO: Testing with 29 available features
[2025-10-11T00:45:10.021333] [INFO ] [CONFIGURE ] PEO: Establishing baseline with no features...
[2025-10-11T00:45:10.125237] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:10.231734] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:10.338331] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:10.443412] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:10.554828] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:10.661748] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:10.772569] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:10.881359] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:10.990715] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:11.100247] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:11.100393] [INFO ] [CONFIGURE ] PEO: Baseline score (no features): 60.00%
[2025-10-11T00:45:11.100436] [INFO ] [CONFIGURE ] PEO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:45:11.100468] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:45:11.219230] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:11.336971] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:11.453518] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:11.571795] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:11.690288] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:11.817707] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:11.944936] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:12.066056] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:12.189347] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:12.306719] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:12.306902] [INFO ] [CONFIGURE ] PEO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:45:12.306965] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1692 tests
[2025-10-11T00:45:12.307260] [INFO ] [CONFIGURE ] PEO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:45:12.307326] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:45:12.436067] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:12.595997] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:12.720111] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:12.845719] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:12.971035] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:13.099774] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:13.227011] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:13.355391] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:13.482169] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:13.610409] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:13.610535] [INFO ] [CONFIGURE ] PEO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:45:13.610578] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1691 tests
[2025-10-11T00:45:13.610612] [INFO ] [CONFIGURE ] PEO: Testing feature 3/29: add_daily_returns
[2025-10-11T00:45:13.610662] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns']
[2025-10-11T00:45:13.719448] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:13.828124] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:13.937338] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:14.046426] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:14.160799] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:14.276416] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:14.387874] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:14.503243] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:14.614888] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:14.728361] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:14.728516] [INFO ] [CONFIGURE ] PEO: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:45:14.728559] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1690 tests
[2025-10-11T00:45:14.728594] [INFO ] [CONFIGURE ] PEO: Testing feature 4/29: add_ema
[2025-10-11T00:45:14.728623] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T00:45:14.855491] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:14.982635] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:15.112081] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:15.242606] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:15.377141] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:15.515138] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:15.649014] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:15.780452] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:15.912385] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:16.045920] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:16.046118] [INFO ] [CONFIGURE ] PEO: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:45:16.046164] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1689 tests
[2025-10-11T00:45:16.046200] [INFO ] [CONFIGURE ] PEO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:45:16.046258] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:45:16.182932] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:16.318088] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:16.454758] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:16.591246] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:16.733324] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:16.872816] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:17.011703] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:17.153727] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:17.298983] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:17.450263] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:17.450512] [INFO ] [CONFIGURE ] PEO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:45:17.450577] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1688 tests
[2025-10-11T00:45:17.450618] [INFO ] [CONFIGURE ] PEO: Testing feature 6/29: add_failed_moves
[2025-10-11T00:45:17.450680] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T00:45:17.571570] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:17.695747] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:17.814729] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:17.939718] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:18.061514] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:18.181428] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:18.302677] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:18.430128] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:18.555281] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:18.679226] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:18.679442] [INFO ] [CONFIGURE ] PEO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:45:18.679487] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1687 tests
[2025-10-11T00:45:18.679523] [INFO ] [CONFIGURE ] PEO: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:45:18.679556] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:45:18.790941] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:18.903288] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:19.015252] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:19.140739] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:19.262770] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:19.374450] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:19.488592] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:19.603312] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:19.719726] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:19.836078] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:19.836258] [INFO ] [CONFIGURE ] PEO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:45:19.836302] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1686 tests
[2025-10-11T00:45:19.836338] [INFO ] [CONFIGURE ] PEO: Testing feature 8/29: add_macd
[2025-10-11T00:45:19.836370] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:45:19.993440] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:20.147560] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:20.303281] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:20.460710] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:20.616789] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:20.776440] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:20.933720] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:21.085209] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:21.238766] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:21.392425] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:21.392667] [INFO ] [CONFIGURE ] PEO: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:45:21.392731] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1685 tests
[2025-10-11T00:45:21.392769] [INFO ] [CONFIGURE ] PEO: Testing feature 9/29: add_mfi
[2025-10-11T00:45:21.392801] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T00:45:21.518044] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:21.664506] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:21.792808] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:21.923118] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:22.055686] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:22.186715] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:22.313517] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:22.440563] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:22.565121] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:22.693231] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:22.693425] [INFO ] [CONFIGURE ] PEO: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:45:22.693468] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1684 tests
[2025-10-11T00:45:22.693503] [INFO ] [CONFIGURE ] PEO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:45:22.693534] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:45:22.833426] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:22.982906] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:23.125109] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:23.265781] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:23.411285] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:23.555903] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:23.701396] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:23.845387] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:23.992108] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:24.144886] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:24.145090] [INFO ] [CONFIGURE ] PEO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:45:24.145158] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1683 tests
[2025-10-11T00:45:24.145217] [INFO ] [CONFIGURE ] PEO: Testing feature 11/29: add_obv_daily
[2025-10-11T00:45:24.145253] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T00:45:24.266144] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:45:24.382670] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:24.506524] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:24.631069] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:24.749824] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:24.869256] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:24.989382] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:25.110059] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:25.233757] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:25.353727] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:25.353927] [INFO ] [CONFIGURE ] PEO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:45:25.353989] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1682 tests
[2025-10-11T00:45:25.354027] [INFO ] [CONFIGURE ] PEO: Testing feature 12/29: add_obv_interval
[2025-10-11T00:45:25.354058] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T00:45:25.466942] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:45:25.581545] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:25.696603] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:25.812357] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:25.928528] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:26.044386] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:26.161457] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:26.277493] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:26.396278] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:26.522123] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:26.522320] [INFO ] [CONFIGURE ] PEO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:45:26.522425] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1681 tests
[2025-10-11T00:45:26.522479] [INFO ] [CONFIGURE ] PEO: Testing feature 13/29: add_opening_strength
[2025-10-11T00:45:26.522514] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T00:45:26.641239] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:26.764079] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:26.884436] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:27.004725] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:27.126869] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:27.246554] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:27.367170] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:27.487552] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:27.608527] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:27.767462] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:27.767705] [INFO ] [CONFIGURE ] PEO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:45:27.767764] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1680 tests
[2025-10-11T00:45:27.767800] [INFO ] [CONFIGURE ] PEO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:45:27.767830] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:45:27.894554] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:28.025060] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:28.161061] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:28.298163] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:28.431810] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:28.561547] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:28.691969] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:28.822890] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:28.959538] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:29.092438] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:29.092637] [INFO ] [CONFIGURE ] PEO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:45:29.092722] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1679 tests
[2025-10-11T00:45:29.092762] [INFO ] [CONFIGURE ] PEO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:45:29.092795] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:45:29.210975] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:29.323877] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:29.442662] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:29.556962] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:29.669020] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:29.782007] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:29.894190] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:30.007079] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:30.120535] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:30.243618] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:30.243812] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:45:30.243861] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1678 tests
[2025-10-11T00:45:30.243896] [INFO ] [CONFIGURE ] PEO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:45:30.243994] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:45:30.367250] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:30.489387] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:30.609477] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:30.727891] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:30.849930] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:30.973285] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:31.096458] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:31.220844] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:31.345570] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:31.473631] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:31.473889] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:45:31.473936] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1677 tests
[2025-10-11T00:45:31.473971] [INFO ] [CONFIGURE ] PEO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:45:31.474003] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:45:31.601804] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:31.726337] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:31.850562] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:31.975338] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:32.101105] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:32.227323] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:32.354206] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:32.481954] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:32.615550] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:32.757838] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:32.758050] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:45:32.758100] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1676 tests
[2025-10-11T00:45:32.758135] [INFO ] [CONFIGURE ] PEO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:45:32.758192] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:45:32.870981] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:32.982481] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:33.092156] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:33.201351] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:33.310829] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:33.420335] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:33.531980] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:33.644378] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:33.756855] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:33.874148] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:33.874381] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:45:33.874432] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1675 tests
[2025-10-11T00:45:33.874468] [INFO ] [CONFIGURE ] PEO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:45:33.874500] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:45:33.983333] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.091699] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.200038] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:34.308491] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:34.422164] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.533041] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:34.649314] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.762997] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:34.877271] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.993064] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:34.993273] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:45:34.993322] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1674 tests
[2025-10-11T00:45:34.993357] [INFO ] [CONFIGURE ] PEO: Testing feature 20/29: add_price_rejection
[2025-10-11T00:45:34.993390] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T00:45:35.117267] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:35.239839] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:35.362380] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:35.483831] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:35.604487] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:35.725169] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:35.848263] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:35.970519] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:36.091793] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:36.215770] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:36.215951] [INFO ] [CONFIGURE ] PEO: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:45:36.216045] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1673 tests
[2025-10-11T00:45:36.216088] [INFO ] [CONFIGURE ] PEO: Testing feature 21/29: add_range_position
[2025-10-11T00:45:36.216120] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T00:45:36.347897] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:36.475358] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:36.603726] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:36.735542] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:36.877509] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:37.006590] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:37.135417] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:37.265501] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:37.408107] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:37.544902] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:37.545096] [INFO ] [CONFIGURE ] PEO: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:45:37.545142] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1672 tests
[2025-10-11T00:45:37.545178] [INFO ] [CONFIGURE ] PEO: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:45:37.545211] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:45:37.699012] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:37.849753] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:37.995143] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:38.141109] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:38.289826] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:38.455166] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:38.607333] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:38.761323] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:38.914299] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:39.062265] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:39.062484] [INFO ] [CONFIGURE ] PEO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:45:39.062528] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1671 tests
[2025-10-11T00:45:39.062563] [INFO ] [CONFIGURE ] PEO: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:45:39.062594] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:45:39.179914] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:45:39.297210] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:39.415092] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:39.533798] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:39.653500] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:39.774960] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:39.907318] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:40.040860] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:40.168496] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:40.294435] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:40.294620] [INFO ] [CONFIGURE ] PEO: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:45:40.294697] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1670 tests
[2025-10-11T00:45:40.294745] [INFO ] [CONFIGURE ] PEO: Testing feature 24/29: add_rsi
[2025-10-11T00:45:40.294777] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:45:40.433097] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:40.571443] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:40.710304] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:40.851102] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:40.989291] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:41.129007] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:41.271533] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:41.418376] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:45:41.566285] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:41.721142] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:41.721333] [INFO ] [CONFIGURE ] PEO: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:45:41.721379] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1669 tests
[2025-10-11T00:45:41.721415] [INFO ] [CONFIGURE ] PEO: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:45:41.721447] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:45:41.844810] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:41.966031] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:42.086117] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:42.208488] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:42.349161] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:42.470552] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:42.592701] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:42.709935] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:42.827261] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:42.943817] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:42.944000] [INFO ] [CONFIGURE ] PEO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:45:42.944043] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1668 tests
[2025-10-11T00:45:42.944076] [INFO ] [CONFIGURE ] PEO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:45:42.944106] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:45:43.060106] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:43.177771] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:43.293251] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:43.414362] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:43.532302] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:43.649341] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:43.774090] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:43.900301] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:44.025877] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:44.147105] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:44.147364] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:45:44.147416] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1667 tests
[2025-10-11T00:45:44.147451] [INFO ] [CONFIGURE ] PEO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:45:44.147485] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:45:44.277147] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:44.404974] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:44.537410] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:44.667829] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:44.796026] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:44.924773] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:45.053233] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:45.182780] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:45.314598] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:45.447393] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:45.447556] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:45:45.447601] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1666 tests
[2025-10-11T00:45:45.447635] [INFO ] [CONFIGURE ] PEO: Testing feature 28/29: add_volume_profile
[2025-10-11T00:45:45.447707] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T00:45:45.567254] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:45.688511] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:45.811241] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:45.967934] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:46.095696] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:46.222933] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:46.347262] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:46.478753] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:46.609274] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:46.736090] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:46.736322] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:45:46.736391] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1665 tests
[2025-10-11T00:45:46.736452] [INFO ] [CONFIGURE ] PEO: Testing feature 29/29: add_vwap
[2025-10-11T00:45:46.736521] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T00:45:46.864110] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:45:46.995869] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:47.127566] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:45:47.257837] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:47.388453] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:45:47.527179] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:47.670781] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:45:47.799548] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:47.929465] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:48.060625] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:48.060827] [INFO ] [CONFIGURE ] PEO: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:45:48.060876] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1664 tests
[2025-10-11T00:45:48.060930] [INFO ] [CONFIGURE ] PEO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:45:48.060986] [INFO ] [CONFIGURE ] PEO: Best accuracy: 70.00%
[2025-10-11T00:45:48.061019] [INFO ] [CONFIGURE ] PEO: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T00:45:48.061053] [INFO ] [CONFIGURE ] PEO: Improvement over baseline: 10.00%
[2025-10-11T00:45:48.061080] [INFO ] [CONFIGURE ] PEO: Total time: 37.0 seconds
[2025-10-11T00:45:48.061107] [INFO ] [CONFIGURE ] PEO: Average time per feature: 1.3 seconds
[2025-10-11T00:45:48.061135] [INFO ] [CONFIGURE ] PEO: Average speed: 0.78 features/sec
[2025-10-11T00:45:48.061786] [INFO ] [LOCAL     ] Saved configuration for PEO: 1 features, 70.00% accuracy -> ./output/feature-sets/PEO.json
[2025-10-11T00:45:48.061841] [INFO ] [CONFIGURE ] PEO: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T00:45:48.061901] [INFO ] [sig       ] [164/220] Successfully configured PEO | 0.02 sym/s | Total: 2.0h | ETA: 41.0m
[2025-10-11T00:45:48.062010] [INFO ] [sig       ] [165/220] Configuring PERF...
[2025-10-11T00:45:48.062080] [INFO ] [CONFIGURE ] PERF: Configurate test run.
[2025-10-11T00:45:48.062152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-10-11T00:45:48.074884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PERF'.
[2025-10-11T00:45:48.075210] [INFO ] [CONFIGURE ] PERF: Testing with 29 available features
[2025-10-11T00:45:48.075265] [INFO ] [CONFIGURE ] PERF: Establishing baseline with no features...
[2025-10-11T00:45:48.186265] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:48.292809] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:48.399378] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:48.506628] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:48.616940] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:48.726676] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:48.834899] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:48.973148] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:49.084720] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:49.198065] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:49.198225] [INFO ] [CONFIGURE ] PERF: Baseline score (no features): 50.00%
[2025-10-11T00:45:49.198289] [INFO ] [CONFIGURE ] PERF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:45:49.198346] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:45:49.318085] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:49.438141] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:49.559085] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:49.675027] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:49.795421] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:49.921043] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:50.046131] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:50.193166] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:50.376105] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:45:50.545904] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:50.546171] [INFO ] [CONFIGURE ] PERF: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:45:50.546244] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1663 tests
[2025-10-11T00:45:50.546307] [INFO ] [CONFIGURE ] PERF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:45:50.546363] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:45:50.705452] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:50.871914] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:51.058331] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:51.211186] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:51.354309] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:51.492634] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:51.626459] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:51.760317] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:51.891187] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:52.038112] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:52.038296] [INFO ] [CONFIGURE ] PERF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:45:52.038339] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1662 tests
[2025-10-11T00:45:52.038373] [INFO ] [CONFIGURE ] PERF: Testing feature 3/29: add_daily_returns
[2025-10-11T00:45:52.038404] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_daily_returns']
[2025-10-11T00:45:52.148765] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:52.259074] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:52.369395] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:52.484311] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:45:52.623627] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:52.740399] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:45:52.854246] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:52.961790] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:53.069427] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:53.177083] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:53.177266] [INFO ] [CONFIGURE ] PERF: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:45:53.177311] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1661 tests
[2025-10-11T00:45:53.177345] [INFO ] [CONFIGURE ] PERF: Testing feature 4/29: add_ema
[2025-10-11T00:45:53.177375] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema']
[2025-10-11T00:45:53.295637] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:45:53.414793] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:53.532235] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:53.651505] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:53.770411] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:53.904047] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:54.024639] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:54.141803] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:54.260102] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:54.380388] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:54.380564] [INFO ] [CONFIGURE ] PERF: KEPT add_ema (score: 70.00%)
[2025-10-11T00:45:54.380607] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1660 tests
[2025-10-11T00:45:54.380663] [INFO ] [CONFIGURE ] PERF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:45:54.380722] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:45:54.523530] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:54.672492] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:45:54.814862] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:54.956863] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:55.100386] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:55.265014] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:55.444085] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:55.619773] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:55.780724] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:55.938147] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:55.938344] [INFO ] [CONFIGURE ] PERF: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:45:55.938388] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1659 tests
[2025-10-11T00:45:55.938423] [INFO ] [CONFIGURE ] PERF: Testing feature 6/29: add_failed_moves
[2025-10-11T00:45:55.938454] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T00:45:56.070554] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:45:56.204336] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:56.338139] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:56.472100] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:56.604889] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:56.739260] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:56.885751] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:57.032263] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:57.170215] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:57.309146] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:57.309362] [INFO ] [CONFIGURE ] PERF: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:45:57.309441] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1658 tests
[2025-10-11T00:45:57.309516] [INFO ] [CONFIGURE ] PERF: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:45:57.309589] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T00:45:57.434372] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:45:57.559127] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:57.687153] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:57.807308] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:57.926750] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:58.078254] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:58.205968] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:58.338778] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:45:58.467988] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:45:58.596421] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:45:58.596609] [INFO ] [CONFIGURE ] PERF: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:45:58.596675] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1657 tests
[2025-10-11T00:45:58.596732] [INFO ] [CONFIGURE ] PERF: Testing feature 8/29: add_macd
[2025-10-11T00:45:58.596794] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:45:58.754561] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:45:58.911249] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:45:59.065063] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:45:59.216799] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:45:59.376435] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:45:59.548865] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:45:59.715054] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:45:59.882575] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:00.050144] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:00.223222] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:00.223446] [INFO ] [CONFIGURE ] PERF: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:46:00.223492] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1656 tests
[2025-10-11T00:46:00.223529] [INFO ] [CONFIGURE ] PERF: Testing feature 9/29: add_mfi
[2025-10-11T00:46:00.223560] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T00:46:00.366567] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:00.518442] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:00.671870] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:00.824832] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:00.977828] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:01.159900] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:01.315501] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:01.467239] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:01.619808] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:01.784138] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:01.784454] [INFO ] [CONFIGURE ] PERF: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:46:01.784530] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1655 tests
[2025-10-11T00:46:01.784588] [INFO ] [CONFIGURE ] PERF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:46:01.784637] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:46:01.949894] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:02.118145] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:02.281139] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:02.444789] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:02.606619] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:02.774310] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:46:02.959413] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:03.135747] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:03.309599] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:03.479145] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:03.479339] [INFO ] [CONFIGURE ] PERF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:46:03.479384] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1654 tests
[2025-10-11T00:46:03.479422] [INFO ] [CONFIGURE ] PERF: Testing feature 11/29: add_obv_daily
[2025-10-11T00:46:03.479454] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T00:46:03.623419] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:03.765114] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:03.905041] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:04.049403] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:04.200685] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:04.349871] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:04.481461] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:04.613688] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:04.745345] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:04.878455] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:04.878630] [INFO ] [CONFIGURE ] PERF: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:46:04.878711] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1653 tests
[2025-10-11T00:46:04.878756] [INFO ] [CONFIGURE ] PERF: Testing feature 12/29: add_obv_interval
[2025-10-11T00:46:04.878789] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T00:46:05.004544] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:05.128498] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:05.253937] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:05.385674] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:05.516522] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:05.644777] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:05.780814] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:05.915409] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:06.051092] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:06.186983] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:06.187228] [INFO ] [CONFIGURE ] PERF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:46:06.187294] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1652 tests
[2025-10-11T00:46:06.187334] [INFO ] [CONFIGURE ] PERF: Testing feature 13/29: add_opening_strength
[2025-10-11T00:46:06.187366] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:46:06.326441] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:06.465345] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:06.608546] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:06.749850] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:06.888507] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:07.033554] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:07.220977] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:07.366155] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:07.511811] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:07.658460] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:07.658678] [INFO ] [CONFIGURE ] PERF: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:46:07.658740] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1651 tests
[2025-10-11T00:46:07.658778] [INFO ] [CONFIGURE ] PERF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:46:07.658808] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:46:07.805888] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:07.949161] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:08.092232] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:08.237342] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:08.382021] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:08.527536] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:46:08.678808] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:08.833661] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:08.995445] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:09.159234] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:09.159439] [INFO ] [CONFIGURE ] PERF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:46:09.159502] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1650 tests
[2025-10-11T00:46:09.159544] [INFO ] [CONFIGURE ] PERF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:46:09.159582] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:46:09.288868] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:09.415044] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:09.544029] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:09.672517] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:09.797544] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:09.922159] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:10.053038] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:10.226607] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:10.355580] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:10.484281] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:10.484493] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:46:10.484539] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1649 tests
[2025-10-11T00:46:10.484596] [INFO ] [CONFIGURE ] PERF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:46:10.484684] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:46:10.613095] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:10.742548] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:10.874566] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:11.015827] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:11.159615] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:11.292215] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:11.430448] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:11.585527] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:11.728710] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:11.860439] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:11.860603] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:46:11.860694] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1648 tests
[2025-10-11T00:46:11.860755] [INFO ] [CONFIGURE ] PERF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:46:11.860792] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T00:46:11.996069] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:12.128418] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:12.260820] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:12.395133] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:12.529128] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:12.668956] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:12.806056] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:12.941251] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:13.075907] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:13.211356] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:13.211477] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:46:13.211519] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1647 tests
[2025-10-11T00:46:13.211553] [INFO ] [CONFIGURE ] PERF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:46:13.211582] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:46:13.331900] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:13.468387] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:13.591536] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:13.712976] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:13.835567] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:13.963051] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:14.086562] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:14.210822] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:14.335146] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:14.460345] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:14.460481] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:46:14.460542] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1646 tests
[2025-10-11T00:46:14.460580] [INFO ] [CONFIGURE ] PERF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:46:14.460610] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:46:14.581317] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:14.700419] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:14.819217] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:14.938099] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:15.061948] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:15.182442] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:15.310313] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:15.438109] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:15.568239] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:15.699791] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:15.699946] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:46:15.699989] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1645 tests
[2025-10-11T00:46:15.700024] [INFO ] [CONFIGURE ] PERF: Testing feature 20/29: add_price_rejection
[2025-10-11T00:46:15.700054] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T00:46:15.838150] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:15.975075] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:16.113539] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:16.253266] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:16.385923] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:16.549112] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:46:16.682718] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:16.816567] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:16.951933] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:17.088138] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:17.088300] [INFO ] [CONFIGURE ] PERF: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:46:17.088366] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1644 tests
[2025-10-11T00:46:17.088405] [INFO ] [CONFIGURE ] PERF: Testing feature 21/29: add_range_position
[2025-10-11T00:46:17.088487] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T00:46:17.226428] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:17.370320] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:17.507967] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:17.643423] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:17.779861] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:17.916482] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:18.058855] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:18.200296] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:18.342154] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:18.482969] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:18.483128] [INFO ] [CONFIGURE ] PERF: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:46:18.483172] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1643 tests
[2025-10-11T00:46:18.483207] [INFO ] [CONFIGURE ] PERF: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:46:18.483237] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T00:46:18.636756] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:18.795091] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:18.951269] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:19.106329] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:19.262314] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:19.419822] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:19.613877] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:19.780637] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:46:19.944194] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:20.111084] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:46:20.111241] [INFO ] [CONFIGURE ] PERF: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:46:20.111285] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1642 tests
[2025-10-11T00:46:20.111321] [INFO ] [CONFIGURE ] PERF: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:46:20.111354] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T00:46:20.241616] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:20.372439] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:20.505237] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:20.636762] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:20.768717] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:20.902444] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:21.038719] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:46:21.176725] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:21.313198] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:21.450710] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:21.450869] [INFO ] [CONFIGURE ] PERF: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:46:21.450914] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1641 tests
[2025-10-11T00:46:21.450949] [INFO ] [CONFIGURE ] PERF: Testing feature 24/29: add_rsi
[2025-10-11T00:46:21.451060] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T00:46:21.583385] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:21.715070] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:46:21.846392] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:21.977074] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:22.107466] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:46:22.238272] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:22.369824] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:22.506305] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:22.640475] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:22.773637] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:22.773833] [INFO ] [CONFIGURE ] PERF: KEPT add_rsi (score: 80.00%)
[2025-10-11T00:46:22.773878] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1640 tests
[2025-10-11T00:46:22.773913] [INFO ] [CONFIGURE ] PERF: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:46:22.773944] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-11T00:46:22.910041] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:23.049954] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:46:23.189514] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:23.328666] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:23.467837] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:46:23.608849] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:23.751480] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:23.897284] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:24.045380] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:24.194382] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:24.194561] [INFO ] [CONFIGURE ] PERF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:46:24.194607] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1639 tests
[2025-10-11T00:46:24.194675] [INFO ] [CONFIGURE ] PERF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:46:24.194735] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-11T00:46:24.342640] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:24.490307] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:46:24.647989] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:24.798920] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:24.957771] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:46:25.114218] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:25.266238] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:25.414553] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:25.563678] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:25.715702] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:25.715893] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:46:25.715938] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1638 tests
[2025-10-11T00:46:25.715976] [INFO ] [CONFIGURE ] PERF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:46:25.716007] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-11T00:46:25.867719] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:26.016719] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:46:26.166995] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:26.319464] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:26.471593] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:46:26.624529] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:26.781495] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:26.935397] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:27.089538] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:27.249594] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:27.249788] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:46:27.249840] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1637 tests
[2025-10-11T00:46:27.249877] [INFO ] [CONFIGURE ] PERF: Testing feature 28/29: add_volume_profile
[2025-10-11T00:46:27.249909] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-11T00:46:27.396867] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:27.537810] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:46:27.680308] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:27.825529] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:27.967960] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:46:28.111830] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:46:28.255414] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:28.398042] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:28.541545] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:28.688783] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:28.689002] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:46:28.689050] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1636 tests
[2025-10-11T00:46:28.689086] [INFO ] [CONFIGURE ] PERF: Testing feature 29/29: add_vwap
[2025-10-11T00:46:28.689117] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_ema', 'add_rsi', 'add_vwap']
[2025-10-11T00:46:28.832589] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:28.990813] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:46:29.137833] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:29.284537] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:29.439527] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:46:29.593630] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:29.740378] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:46:29.893105] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:46:30.050990] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:46:30.203211] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:46:30.203393] [INFO ] [CONFIGURE ] PERF: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:46:30.203436] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1635 tests
[2025-10-11T00:46:30.203497] [INFO ] [CONFIGURE ] PERF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:46:30.203555] [INFO ] [CONFIGURE ] PERF: Best accuracy: 80.00%
[2025-10-11T00:46:30.203591] [INFO ] [CONFIGURE ] PERF: Best feature set (2 features): ['add_ema', 'add_rsi']
[2025-10-11T00:46:30.203619] [INFO ] [CONFIGURE ] PERF: Improvement over baseline: 30.00%
[2025-10-11T00:46:30.203672] [INFO ] [CONFIGURE ] PERF: Total time: 41.0 seconds
[2025-10-11T00:46:30.203722] [INFO ] [CONFIGURE ] PERF: Average time per feature: 1.4 seconds
[2025-10-11T00:46:30.203752] [INFO ] [CONFIGURE ] PERF: Average speed: 0.71 features/sec
[2025-10-11T00:46:30.204400] [INFO ] [LOCAL     ] Saved configuration for PERF: 2 features, 80.00% accuracy -> ./output/feature-sets/PERF.json
[2025-10-11T00:46:30.204455] [INFO ] [CONFIGURE ] PERF: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:46:30.204506] [INFO ] [sig       ] [165/220] Successfully configured PERF | 0.02 sym/s | Total: 2.0h | ETA: 40.3m
[2025-10-11T00:46:30.204581] [INFO ] [sig       ] [166/220] Configuring PFD...
[2025-10-11T00:46:30.204666] [INFO ] [CONFIGURE ] PFD: Configurate test run.
[2025-10-11T00:46:30.204733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-10-11T00:46:30.217154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFD'.
[2025-10-11T00:46:30.217530] [INFO ] [CONFIGURE ] PFD: Testing with 29 available features
[2025-10-11T00:46:30.217586] [INFO ] [CONFIGURE ] PFD: Establishing baseline with no features...
[2025-10-11T00:46:30.321305] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:46:30.427868] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:30.534021] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:30.639871] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:30.739533] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:30.842156] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:30.943457] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:31.045482] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:31.148900] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:31.251093] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:31.251235] [INFO ] [CONFIGURE ] PFD: Baseline score (no features): 60.00%
[2025-10-11T00:46:31.251280] [INFO ] [CONFIGURE ] PFD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:46:31.251314] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:46:31.362567] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:31.474308] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:31.588426] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:31.702932] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:31.815029] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:31.928379] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.042343] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.156895] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:32.276553] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:32.392529] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.392714] [INFO ] [CONFIGURE ] PFD: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T00:46:32.392771] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1634 tests
[2025-10-11T00:46:32.392809] [INFO ] [CONFIGURE ] PFD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:46:32.392841] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:46:32.508297] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.625940] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.744251] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:32.861030] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:32.981629] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:33.100491] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:33.219384] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:33.341486] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:33.463839] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:33.583855] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:33.584009] [INFO ] [CONFIGURE ] PFD: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T00:46:33.584119] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1633 tests
[2025-10-11T00:46:33.584164] [INFO ] [CONFIGURE ] PFD: Testing feature 3/29: add_daily_returns
[2025-10-11T00:46:33.584201] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:46:33.720460] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:33.846694] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:33.989542] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:34.134321] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:34.274792] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:34.415502] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:34.553578] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:34.725413] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:34.868768] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:35.014066] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:35.014251] [INFO ] [CONFIGURE ] PFD: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:46:35.014295] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1632 tests
[2025-10-11T00:46:35.014332] [INFO ] [CONFIGURE ] PFD: Testing feature 4/29: add_ema
[2025-10-11T00:46:35.014364] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:46:35.170969] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:35.312547] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:35.447961] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:35.590015] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:35.729292] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:35.870204] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:36.009154] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:36.148106] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:36.287144] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:36.426200] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:36.426388] [INFO ] [CONFIGURE ] PFD: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:46:36.426452] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1631 tests
[2025-10-11T00:46:36.426493] [INFO ] [CONFIGURE ] PFD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:46:36.426526] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:46:36.570178] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:36.723092] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:36.871390] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:37.016729] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:37.162839] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:37.312551] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:37.462035] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:37.608916] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:37.782496] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:37.930052] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:37.930286] [INFO ] [CONFIGURE ] PFD: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T00:46:37.930338] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1630 tests
[2025-10-11T00:46:37.930375] [INFO ] [CONFIGURE ] PFD: Testing feature 6/29: add_failed_moves
[2025-10-11T00:46:37.930407] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:46:38.055202] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.179524] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.304159] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.429186] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:38.554744] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.682026] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.807630] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:38.945808] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:39.076846] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:39.208277] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:39.208470] [INFO ] [CONFIGURE ] PFD: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:46:39.208533] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1629 tests
[2025-10-11T00:46:39.208576] [INFO ] [CONFIGURE ] PFD: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:46:39.208609] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:46:39.327230] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:39.446937] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:39.569293] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:39.689757] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:39.812455] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:39.931511] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:40.055900] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:40.175104] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:40.294806] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:40.416609] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:40.416853] [INFO ] [CONFIGURE ] PFD: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:46:40.416904] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1628 tests
[2025-10-11T00:46:40.416940] [INFO ] [CONFIGURE ] PFD: Testing feature 8/29: add_macd
[2025-10-11T00:46:40.417007] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:46:40.575948] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:40.743148] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:40.899692] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:41.059822] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:41.233179] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:41.406018] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:41.567256] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:41.728598] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:41.889598] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:42.051319] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:42.051486] [INFO ] [CONFIGURE ] PFD: DISCARDED add_macd (score: 80.00%)
[2025-10-11T00:46:42.051530] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1627 tests
[2025-10-11T00:46:42.051565] [INFO ] [CONFIGURE ] PFD: Testing feature 9/29: add_mfi
[2025-10-11T00:46:42.051595] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:46:42.190134] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:42.327678] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:42.465432] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:42.601090] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:42.739838] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:42.878919] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:43.028794] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:43.195884] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:43.408457] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:43.607946] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:43.608200] [INFO ] [CONFIGURE ] PFD: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:46:43.608252] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1626 tests
[2025-10-11T00:46:43.608317] [INFO ] [CONFIGURE ] PFD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:46:43.608361] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:46:43.823998] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:43.988359] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:44.144695] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:44.295315] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:44.442877] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:44.591240] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:44.741191] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:44.890571] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:45.040438] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:45.190068] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:45.190224] [INFO ] [CONFIGURE ] PFD: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T00:46:45.190267] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1625 tests
[2025-10-11T00:46:45.190323] [INFO ] [CONFIGURE ] PFD: Testing feature 11/29: add_obv_daily
[2025-10-11T00:46:45.190357] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:46:45.314731] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:45.440296] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:45.567158] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:45.692782] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:45.818877] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:45.946761] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:46.075120] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:46.204781] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:46.336222] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:46.473012] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:46.473210] [INFO ] [CONFIGURE ] PFD: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:46:46.473257] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1624 tests
[2025-10-11T00:46:46.473293] [INFO ] [CONFIGURE ] PFD: Testing feature 12/29: add_obv_interval
[2025-10-11T00:46:46.473326] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:46:46.602900] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:46.732576] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:46.889922] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:47.021577] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:47.161692] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:47.292603] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:47.432221] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:47.569185] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:47.701914] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:47.833205] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:47.833377] [INFO ] [CONFIGURE ] PFD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:46:47.833423] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1623 tests
[2025-10-11T00:46:47.833461] [INFO ] [CONFIGURE ] PFD: Testing feature 13/29: add_opening_strength
[2025-10-11T00:46:47.833494] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:46:47.970945] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.108572] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.247117] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.387564] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:48.530289] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.680991] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.821297] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:48.960584] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:49.104274] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:49.248762] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:49.248943] [INFO ] [CONFIGURE ] PFD: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T00:46:49.248994] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1622 tests
[2025-10-11T00:46:49.249036] [INFO ] [CONFIGURE ] PFD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:46:49.249074] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:46:49.389548] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:49.533793] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:49.683872] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:46:49.831309] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:49.981117] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:50.134120] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:50.287783] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:50.433598] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:50.582824] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:50.726331] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:50.726524] [INFO ] [CONFIGURE ] PFD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:46:50.726568] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1621 tests
[2025-10-11T00:46:50.726603] [INFO ] [CONFIGURE ] PFD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:46:50.726634] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:46:50.849283] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:50.974313] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:51.100084] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:51.225015] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:51.353225] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:51.478232] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:51.608846] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:51.740459] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:51.875799] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:52.011345] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:52.011512] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:46:52.011556] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1620 tests
[2025-10-11T00:46:52.011592] [INFO ] [CONFIGURE ] PFD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:46:52.011623] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:46:52.151298] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:52.292511] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:52.433688] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:52.578549] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:52.724756] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:52.869168] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:53.025938] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:53.169881] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:53.315759] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:53.462052] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:53.462238] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T00:46:53.462303] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1619 tests
[2025-10-11T00:46:53.462342] [INFO ] [CONFIGURE ] PFD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:46:53.462375] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:46:53.607871] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:53.754350] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:46:53.903672] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:54.056562] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:54.211883] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:54.367272] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:54.513124] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:54.655714] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:54.798131] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:54.940249] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:54.940413] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:46:54.940457] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1618 tests
[2025-10-11T00:46:54.940491] [INFO ] [CONFIGURE ] PFD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:46:54.940521] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:46:55.071667] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:55.201433] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:55.337107] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:55.472103] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:55.605965] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:46:55.740092] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:55.872834] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.000789] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:56.125803] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:56.250329] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.250515] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:46:56.250559] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1617 tests
[2025-10-11T00:46:56.250593] [INFO ] [CONFIGURE ] PFD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:46:56.250623] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:46:56.375131] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.496386] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.619015] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.740561] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:56.862923] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:56.984608] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:57.107475] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:57.230050] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:57.356448] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:57.480339] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:57.480506] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:46:57.480550] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1616 tests
[2025-10-11T00:46:57.480584] [INFO ] [CONFIGURE ] PFD: Testing feature 20/29: add_price_rejection
[2025-10-11T00:46:57.480613] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:46:57.610305] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:57.741410] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:57.872026] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:46:58.002984] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:46:58.136969] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:58.270590] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:58.408118] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:46:58.546169] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:46:58.684455] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:46:58.828639] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:46:58.828869] [INFO ] [CONFIGURE ] PFD: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T00:46:58.828917] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1615 tests
[2025-10-11T00:46:58.828954] [INFO ] [CONFIGURE ] PFD: Testing feature 21/29: add_range_position
[2025-10-11T00:46:58.828987] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T00:46:59.012570] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:46:59.173976] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:46:59.333323] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:46:59.494474] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:46:59.654270] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:46:59.797900] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:46:59.940209] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:00.084399] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:00.247493] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:00.418309] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:00.418516] [INFO ] [CONFIGURE ] PFD: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:47:00.418578] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1614 tests
[2025-10-11T00:47:00.418617] [INFO ] [CONFIGURE ] PFD: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:47:00.418680] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:47:00.589402] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:00.748299] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:00.905166] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:01.059442] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:01.214417] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:01.373454] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:01.529309] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:01.687005] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:01.845924] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:02.043969] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.044166] [INFO ] [CONFIGURE ] PFD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:47:02.044211] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1613 tests
[2025-10-11T00:47:02.044246] [INFO ] [CONFIGURE ] PFD: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:47:02.044277] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:47:02.172867] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.305418] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.435055] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.564316] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:02.694742] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.825309] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:02.956140] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:03.087301] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:03.219063] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:03.356592] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:03.357473] [INFO ] [CONFIGURE ] PFD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:47:03.357534] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1612 tests
[2025-10-11T00:47:03.357740] [INFO ] [CONFIGURE ] PFD: Testing feature 24/29: add_rsi
[2025-10-11T00:47:03.357793] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:47:03.506904] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:03.655827] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:03.816270] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:03.985491] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:04.156816] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:04.325634] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:04.477068] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:04.638323] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:04.795609] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:04.948844] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:04.949056] [INFO ] [CONFIGURE ] PFD: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:47:04.949131] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1611 tests
[2025-10-11T00:47:04.949188] [INFO ] [CONFIGURE ] PFD: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:47:04.949225] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:47:05.082754] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.209303] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.336753] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.462956] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:05.589578] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.717116] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.846182] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:05.973465] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:06.103053] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:06.233096] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:06.233274] [INFO ] [CONFIGURE ] PFD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:47:06.233319] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1610 tests
[2025-10-11T00:47:06.233355] [INFO ] [CONFIGURE ] PFD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:47:06.233388] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:47:06.369346] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:06.503957] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:47:06.635403] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:06.769229] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:06.912904] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.045369] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.177474] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.316377] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:07.449203] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:07.583314] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.583493] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:47:07.583536] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1609 tests
[2025-10-11T00:47:07.583572] [INFO ] [CONFIGURE ] PFD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:47:07.583603] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:47:07.721761] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.859613] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:07.999874] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:08.139232] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:08.278786] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:08.425793] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:08.568106] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:08.711920] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:08.853761] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:08.996413] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:08.996567] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:47:08.996611] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1608 tests
[2025-10-11T00:47:08.996670] [INFO ] [CONFIGURE ] PFD: Testing feature 28/29: add_volume_profile
[2025-10-11T00:47:08.996724] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:47:09.126509] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:47:09.258013] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:09.391796] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:09.522472] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:09.652923] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:09.786397] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:09.919938] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:10.055463] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:10.192067] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:10.332846] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:10.333040] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:47:10.333105] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1607 tests
[2025-10-11T00:47:10.333176] [INFO ] [CONFIGURE ] PFD: Testing feature 29/29: add_vwap
[2025-10-11T00:47:10.333232] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:47:10.471609] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:47:10.605468] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:47:10.740461] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:10.874873] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:11.011415] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:11.149149] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:11.284799] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:11.429566] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:11.567214] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:11.708377] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:47:11.708554] [INFO ] [CONFIGURE ] PFD: KEPT add_vwap (score: 90.00%)
[2025-10-11T00:47:11.708616] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1606 tests
[2025-10-11T00:47:11.708694] [INFO ] [CONFIGURE ] PFD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:47:11.708749] [INFO ] [CONFIGURE ] PFD: Best accuracy: 90.00%
[2025-10-11T00:47:11.708785] [INFO ] [CONFIGURE ] PFD: Best feature set (2 features): ['add_cumulative_delta', 'add_vwap']
[2025-10-11T00:47:11.708814] [INFO ] [CONFIGURE ] PFD: Improvement over baseline: 30.00%
[2025-10-11T00:47:11.708841] [INFO ] [CONFIGURE ] PFD: Total time: 40.5 seconds
[2025-10-11T00:47:11.708868] [INFO ] [CONFIGURE ] PFD: Average time per feature: 1.4 seconds
[2025-10-11T00:47:11.708898] [INFO ] [CONFIGURE ] PFD: Average speed: 0.72 features/sec
[2025-10-11T00:47:11.709474] [INFO ] [LOCAL     ] Saved configuration for PFD: 2 features, 90.00% accuracy -> ./output/feature-sets/PFD.json
[2025-10-11T00:47:11.709532] [INFO ] [CONFIGURE ] PFD: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T00:47:11.709582] [INFO ] [sig       ] [166/220] Successfully configured PFD | 0.02 sym/s | Total: 2.0h | ETA: 39.5m
[2025-10-11T00:47:11.709675] [INFO ] [sig       ] [167/220] Configuring PFH...
[2025-10-11T00:47:11.709745] [INFO ] [CONFIGURE ] PFH: Configurate test run.
[2025-10-11T00:47:11.709819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-10-11T00:47:11.722812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFH'.
[2025-10-11T00:47:11.723204] [INFO ] [CONFIGURE ] PFH: Testing with 29 available features
[2025-10-11T00:47:11.723259] [INFO ] [CONFIGURE ] PFH: Establishing baseline with no features...
[2025-10-11T00:47:11.822348] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:11.920323] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:12.018155] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:12.115082] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:12.213233] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:12.311551] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:12.414167] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:12.513234] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:12.613487] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:12.713525] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:12.713720] [INFO ] [CONFIGURE ] PFH: Baseline score (no features): 60.00%
[2025-10-11T00:47:12.713778] [INFO ] [CONFIGURE ] PFH: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:47:12.713812] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:47:12.822996] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:12.932787] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:13.042913] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:13.153060] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:13.263494] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:13.379553] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:13.492843] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:13.605533] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:47:13.720048] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:13.835081] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:13.835235] [INFO ] [CONFIGURE ] PFH: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:47:13.835278] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1605 tests
[2025-10-11T00:47:13.835312] [INFO ] [CONFIGURE ] PFH: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:47:13.835343] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:47:13.951716] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:14.068868] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:14.186120] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:14.307033] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:14.434117] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:47:14.560045] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:14.682929] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:14.807532] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:14.933025] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:15.066281] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:15.066467] [INFO ] [CONFIGURE ] PFH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:47:15.066512] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1604 tests
[2025-10-11T00:47:15.066547] [INFO ] [CONFIGURE ] PFH: Testing feature 3/29: add_daily_returns
[2025-10-11T00:47:15.066579] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns']
[2025-10-11T00:47:15.176136] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:15.283313] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:15.395661] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:15.505377] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:15.615564] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:15.724383] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:15.836083] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:15.947154] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:16.058700] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:47:16.171220] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:16.171376] [INFO ] [CONFIGURE ] PFH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:47:16.171420] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1603 tests
[2025-10-11T00:47:16.171455] [INFO ] [CONFIGURE ] PFH: Testing feature 4/29: add_ema
[2025-10-11T00:47:16.171487] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_ema']
[2025-10-11T00:47:16.292263] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:16.417417] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:16.541376] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:16.665043] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:16.790244] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:16.917200] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:17.046063] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:17.173217] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:17.338415] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:17.476766] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:17.476990] [INFO ] [CONFIGURE ] PFH: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:47:17.477053] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1602 tests
[2025-10-11T00:47:17.477093] [INFO ] [CONFIGURE ] PFH: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:47:17.477128] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:47:17.607377] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:17.735591] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:17.877170] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:18.008528] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:18.138412] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:18.267139] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:18.400731] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:18.530083] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:18.660257] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:18.789969] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:18.790151] [INFO ] [CONFIGURE ] PFH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:47:18.790195] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1601 tests
[2025-10-11T00:47:18.790229] [INFO ] [CONFIGURE ] PFH: Testing feature 6/29: add_failed_moves
[2025-10-11T00:47:18.790258] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_failed_moves']
[2025-10-11T00:47:18.898743] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:19.008168] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:19.117809] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:19.227299] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:19.341718] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:19.452715] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:19.564933] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:19.677479] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:19.790710] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:19.905451] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:19.905598] [INFO ] [CONFIGURE ] PFH: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:47:19.905681] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1600 tests
[2025-10-11T00:47:19.905740] [INFO ] [CONFIGURE ] PFH: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:47:19.905774] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_lag_shelf']
[2025-10-11T00:47:20.009666] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:20.110750] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:20.211459] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:20.316190] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:20.421286] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:20.524359] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:20.627811] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:20.731398] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:20.835694] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:20.941432] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:20.941596] [INFO ] [CONFIGURE ] PFH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:47:20.941678] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1599 tests
[2025-10-11T00:47:20.941738] [INFO ] [CONFIGURE ] PFH: Testing feature 8/29: add_macd
[2025-10-11T00:47:20.941773] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:47:21.081430] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:21.220198] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:21.363293] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:21.513584] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:21.654011] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:21.792221] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:21.930994] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:22.069769] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:22.209883] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:22.354320] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:22.354593] [INFO ] [CONFIGURE ] PFH: KEPT add_macd (score: 70.00%)
[2025-10-11T00:47:22.354681] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1598 tests
[2025-10-11T00:47:22.354739] [INFO ] [CONFIGURE ] PFH: Testing feature 9/29: add_mfi
[2025-10-11T00:47:22.354775] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:47:22.509357] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:22.664185] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:22.821248] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:22.977664] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:23.134108] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:23.291368] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:23.456820] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:23.613555] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:23.770312] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:23.926583] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:23.926832] [INFO ] [CONFIGURE ] PFH: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:47:23.926885] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1597 tests
[2025-10-11T00:47:23.926922] [INFO ] [CONFIGURE ] PFH: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:47:23.926984] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:47:24.090471] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:24.255403] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:24.427000] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:24.595099] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:24.767453] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:24.938122] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:25.116363] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:25.289174] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:25.464801] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:25.638411] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:25.638589] [INFO ] [CONFIGURE ] PFH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:47:25.638634] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1596 tests
[2025-10-11T00:47:25.638709] [INFO ] [CONFIGURE ] PFH: Testing feature 11/29: add_obv_daily
[2025-10-11T00:47:25.638827] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:47:25.787378] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:25.938495] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:26.088333] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:26.239870] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:26.392162] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:26.547007] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:26.702985] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:26.860481] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:27.014458] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:27.170859] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:27.171039] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:47:27.171085] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1595 tests
[2025-10-11T00:47:27.171121] [INFO ] [CONFIGURE ] PFH: Testing feature 12/29: add_obv_interval
[2025-10-11T00:47:27.171153] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:47:27.320313] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:47:27.468847] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:27.616285] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:27.768523] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:27.928258] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:28.075882] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:28.226563] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:28.382791] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:28.535496] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:28.685562] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:28.685815] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:47:28.685866] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1594 tests
[2025-10-11T00:47:28.685902] [INFO ] [CONFIGURE ] PFH: Testing feature 13/29: add_opening_strength
[2025-10-11T00:47:28.685933] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:47:28.845866] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:29.003551] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:29.165179] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:29.326818] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:29.502395] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:29.664377] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:29.829898] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:29.995207] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:30.164494] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:30.327099] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:30.327260] [INFO ] [CONFIGURE ] PFH: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:47:30.327304] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1593 tests
[2025-10-11T00:47:30.327338] [INFO ] [CONFIGURE ] PFH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:47:30.327390] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:47:30.485731] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:30.643347] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:30.802424] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:30.967367] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:31.127983] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:31.291635] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:31.457165] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:31.622598] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:31.793763] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:31.967095] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:31.967256] [INFO ] [CONFIGURE ] PFH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:47:31.967300] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1592 tests
[2025-10-11T00:47:31.967333] [INFO ] [CONFIGURE ] PFH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:47:31.967364] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:47:32.118266] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:32.268075] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:32.420486] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:32.572574] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:32.726896] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:32.882637] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:33.043718] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:33.205061] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:33.357377] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:33.509933] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:33.510163] [INFO ] [CONFIGURE ] PFH: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T00:47:33.510226] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1591 tests
[2025-10-11T00:47:33.510265] [INFO ] [CONFIGURE ] PFH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:47:33.510298] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-11T00:47:33.666158] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:33.824214] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:33.982340] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:47:34.143148] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:34.302242] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:34.459435] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:34.614807] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:34.769767] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:34.925715] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:35.089223] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:35.089408] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:47:35.089452] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1590 tests
[2025-10-11T00:47:35.089487] [INFO ] [CONFIGURE ] PFH: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:47:35.089518] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-11T00:47:35.245370] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:35.403771] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:35.561170] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:35.721068] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:35.883793] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:36.044111] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:36.204679] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:36.370746] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:36.537210] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:36.703787] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:36.703973] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:47:36.704019] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1589 tests
[2025-10-11T00:47:36.704056] [INFO ] [CONFIGURE ] PFH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:47:36.704088] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T00:47:36.854950] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:37.005086] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:37.156060] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:37.307455] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:37.470241] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:37.629062] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:37.785379] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:37.942019] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:38.098380] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:38.260943] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:38.261131] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:47:38.261178] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1588 tests
[2025-10-11T00:47:38.261212] [INFO ] [CONFIGURE ] PFH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:47:38.261244] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T00:47:38.411723] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:38.577868] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:38.733523] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:38.891945] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:39.050905] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:39.214300] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:39.376381] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:39.540001] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:39.707588] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:39.874133] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:39.874304] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T00:47:39.874348] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1587 tests
[2025-10-11T00:47:39.874383] [INFO ] [CONFIGURE ] PFH: Testing feature 20/29: add_price_rejection
[2025-10-11T00:47:39.874415] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T00:47:40.046799] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:40.224900] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:40.399922] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:40.589897] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:40.759586] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:40.927833] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:41.095794] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:41.262111] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:41.430451] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:41.613059] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:41.613244] [INFO ] [CONFIGURE ] PFH: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:47:41.613295] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1586 tests
[2025-10-11T00:47:41.613331] [INFO ] [CONFIGURE ] PFH: Testing feature 21/29: add_range_position
[2025-10-11T00:47:41.613365] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:47:41.788766] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:41.962472] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:42.144722] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:42.316725] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:42.485341] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:42.655923] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:42.820353] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:42.987560] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:43.155916] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:43.325322] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:43.325519] [INFO ] [CONFIGURE ] PFH: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:47:43.325564] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1585 tests
[2025-10-11T00:47:43.325601] [INFO ] [CONFIGURE ] PFH: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:47:43.325633] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-11T00:47:43.503187] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:43.683373] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:43.861933] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:44.042020] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:44.220577] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:44.400988] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:47:44.622152] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:44.808398] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:44.991365] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:45.180052] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:45.180216] [INFO ] [CONFIGURE ] PFH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:47:45.180262] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1584 tests
[2025-10-11T00:47:45.180296] [INFO ] [CONFIGURE ] PFH: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:47:45.180329] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-11T00:47:45.337238] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:45.493866] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:45.656094] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:45.814605] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:47:45.970269] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:46.128335] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:46.291211] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:46.451627] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:46.613690] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:46.788604] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:46.788872] [INFO ] [CONFIGURE ] PFH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:47:46.788940] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1583 tests
[2025-10-11T00:47:46.788993] [INFO ] [CONFIGURE ] PFH: Testing feature 24/29: add_rsi
[2025-10-11T00:47:46.789051] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-11T00:47:46.966070] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:47:47.151538] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:47.345584] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:47.531237] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:47.715271] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:47.902285] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:48.097311] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:48.289959] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:48.481960] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:48.674159] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:48.674366] [INFO ] [CONFIGURE ] PFH: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:47:48.674412] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1582 tests
[2025-10-11T00:47:48.674450] [INFO ] [CONFIGURE ] PFH: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:47:48.674484] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-11T00:47:48.837105] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:49.019589] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:49.187234] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:49.350995] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:49.518671] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:49.687764] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:49.858990] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:50.052544] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:50.220402] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:50.394627] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:50.394818] [INFO ] [CONFIGURE ] PFH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:47:50.394866] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1581 tests
[2025-10-11T00:47:50.394902] [INFO ] [CONFIGURE ] PFH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:47:50.394933] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T00:47:50.575225] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:47:50.759094] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:50.944110] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:51.133028] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:51.331167] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:51.528810] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:51.743532] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:51.971671] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:47:52.234199] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:52.424315] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:52.424558] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:47:52.424622] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1580 tests
[2025-10-11T00:47:52.424696] [INFO ] [CONFIGURE ] PFH: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:47:52.424743] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-11T00:47:52.592765] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:52.770361] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:52.939598] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:53.110019] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:53.283336] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:53.455517] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:53.636062] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:47:53.811989] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:53.992860] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:54.178268] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:54.178484] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:47:54.178548] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1579 tests
[2025-10-11T00:47:54.178589] [INFO ] [CONFIGURE ] PFH: Testing feature 28/29: add_volume_profile
[2025-10-11T00:47:54.178621] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-11T00:47:54.345793] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:54.519902] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:54.688088] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:54.864484] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:47:55.039712] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:55.206927] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:47:55.379811] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:55.544476] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:47:55.715585] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:47:55.882286] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:55.882475] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:47:55.882519] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1578 tests
[2025-10-11T00:47:55.882578] [INFO ] [CONFIGURE ] PFH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:47:55.882634] [INFO ] [CONFIGURE ] PFH: Best accuracy: 90.00%
[2025-10-11T00:47:55.882721] [INFO ] [CONFIGURE ] PFH: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:47:55.882760] [INFO ] [CONFIGURE ] PFH: Improvement over baseline: 30.00%
[2025-10-11T00:47:55.882790] [INFO ] [CONFIGURE ] PFH: Total time: 43.2 seconds
[2025-10-11T00:47:55.882818] [INFO ] [CONFIGURE ] PFH: Average time per feature: 1.5 seconds
[2025-10-11T00:47:55.882899] [INFO ] [CONFIGURE ] PFH: Average speed: 0.67 features/sec
[2025-10-11T00:47:55.883519] [INFO ] [LOCAL     ] Saved configuration for PFH: 3 features, 90.00% accuracy -> ./output/feature-sets/PFH.json
[2025-10-11T00:47:55.883576] [INFO ] [CONFIGURE ] PFH: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T00:47:55.883633] [INFO ] [sig       ] [167/220] Successfully configured PFH | 0.02 sym/s | Total: 2.0h | ETA: 38.8m
[2025-10-11T00:47:55.883733] [INFO ] [sig       ] [168/220] Configuring PFL...
[2025-10-11T00:47:55.883803] [INFO ] [CONFIGURE ] PFL: Configurate test run.
[2025-10-11T00:47:55.883875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-10-11T00:47:55.897768] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFL'.
[2025-10-11T00:47:55.898216] [INFO ] [CONFIGURE ] PFL: Testing with 29 available features
[2025-10-11T00:47:55.898271] [INFO ] [CONFIGURE ] PFL: Establishing baseline with no features...
[2025-10-11T00:47:56.007488] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:47:56.114922] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:56.222742] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:56.328008] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:47:56.436020] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:56.547334] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:56.651791] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:56.757107] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:47:56.864461] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:47:56.973849] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:56.973985] [INFO ] [CONFIGURE ] PFL: Baseline score (no features): 40.00%
[2025-10-11T00:47:56.974027] [INFO ] [CONFIGURE ] PFL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:47:56.974060] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:47:57.092629] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:47:57.208530] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:47:57.324534] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:57.442063] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:47:57.560387] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:57.678407] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:57.797407] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:57.928395] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:47:58.053415] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:47:58.183075] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:47:58.183254] [INFO ] [CONFIGURE ] PFL: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:47:58.183296] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1577 tests
[2025-10-11T00:47:58.183333] [INFO ] [CONFIGURE ] PFL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:47:58.183365] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:47:58.323564] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:58.465043] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:58.604045] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:47:58.743876] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:47:58.879012] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:47:59.023852] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:47:59.155813] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:47:59.287085] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:47:59.423099] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:47:59.579758] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:47:59.579930] [INFO ] [CONFIGURE ] PFL: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:47:59.579987] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1576 tests
[2025-10-11T00:47:59.580023] [INFO ] [CONFIGURE ] PFL: Testing feature 3/29: add_daily_returns
[2025-10-11T00:47:59.580055] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:47:59.723102] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:47:59.850956] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:47:59.985580] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:00.138394] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:00.295664] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:00.467089] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:00.631457] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:00.781607] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:48:00.932602] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:01.086106] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:01.086267] [INFO ] [CONFIGURE ] PFL: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T00:48:01.086321] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1575 tests
[2025-10-11T00:48:01.086381] [INFO ] [CONFIGURE ] PFL: Testing feature 4/29: add_ema
[2025-10-11T00:48:01.086415] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T00:48:01.248361] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:01.407897] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:01.568888] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:01.730347] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:01.901672] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:02.064381] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:02.228670] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:02.391947] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:02.561962] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:02.728252] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:02.728429] [INFO ] [CONFIGURE ] PFL: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:48:02.728475] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1574 tests
[2025-10-11T00:48:02.728509] [INFO ] [CONFIGURE ] PFL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:48:02.728541] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:48:02.895255] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:03.059052] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:03.228911] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:03.396795] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:03.562397] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:03.731150] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:03.903859] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:04.072973] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:04.267881] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:04.440783] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:04.441066] [INFO ] [CONFIGURE ] PFL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:48:04.441119] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1573 tests
[2025-10-11T00:48:04.441157] [INFO ] [CONFIGURE ] PFL: Testing feature 6/29: add_failed_moves
[2025-10-11T00:48:04.441190] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:48:04.585148] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:04.727520] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:04.872207] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:05.019052] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:05.165045] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:05.311571] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:05.473720] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:05.626272] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:05.780217] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:05.932531] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:05.932775] [INFO ] [CONFIGURE ] PFL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:48:05.932828] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1572 tests
[2025-10-11T00:48:05.932866] [INFO ] [CONFIGURE ] PFL: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:48:05.932898] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:48:06.071026] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:06.208592] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:06.346283] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:06.486169] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:06.634245] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:06.778820] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:06.922061] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:07.065187] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:07.212784] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:07.364153] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:07.364385] [INFO ] [CONFIGURE ] PFL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:48:07.364440] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1571 tests
[2025-10-11T00:48:07.364480] [INFO ] [CONFIGURE ] PFL: Testing feature 8/29: add_macd
[2025-10-11T00:48:07.364514] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:48:07.543847] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:07.723108] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:07.898409] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:48:08.070768] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:08.242861] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:08.414229] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:08.591432] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:08.772345] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:08.950494] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:09.129043] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:09.129297] [INFO ] [CONFIGURE ] PFL: DISCARDED add_macd (score: 20.00%)
[2025-10-11T00:48:09.129349] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1570 tests
[2025-10-11T00:48:09.129387] [INFO ] [CONFIGURE ] PFL: Testing feature 9/29: add_mfi
[2025-10-11T00:48:09.129421] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T00:48:09.282559] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:09.436303] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:09.587830] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:09.737979] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:09.888549] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:10.036831] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:10.187356] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:10.338864] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:10.494436] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:10.648307] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:10.648480] [INFO ] [CONFIGURE ] PFL: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:48:10.648525] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1569 tests
[2025-10-11T00:48:10.648561] [INFO ] [CONFIGURE ] PFL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:48:10.648638] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:48:10.814381] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:10.977597] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:11.140753] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:11.304537] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:11.476310] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:11.643724] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:11.809697] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:11.980715] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:48:12.153085] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:12.327624] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:12.327794] [INFO ] [CONFIGURE ] PFL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:48:12.327842] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1568 tests
[2025-10-11T00:48:12.327876] [INFO ] [CONFIGURE ] PFL: Testing feature 11/29: add_obv_daily
[2025-10-11T00:48:12.327907] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:48:12.475238] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:12.624102] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:12.772307] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:12.923811] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:13.073834] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:13.224599] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:13.373868] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:13.523919] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:48:13.675273] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:13.824863] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:13.825034] [INFO ] [CONFIGURE ] PFL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:48:13.825081] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1567 tests
[2025-10-11T00:48:13.825116] [INFO ] [CONFIGURE ] PFL: Testing feature 12/29: add_obv_interval
[2025-10-11T00:48:13.825147] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:48:13.964125] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:14.102737] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:14.249309] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:14.393483] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:14.537873] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:14.684842] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:14.828240] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:14.983860] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:15.128892] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:15.275261] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:15.275443] [INFO ] [CONFIGURE ] PFL: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:48:15.275487] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1566 tests
[2025-10-11T00:48:15.275523] [INFO ] [CONFIGURE ] PFL: Testing feature 13/29: add_opening_strength
[2025-10-11T00:48:15.275562] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:48:15.427344] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:15.576739] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:15.727333] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:15.879532] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:16.031470] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:16.183156] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:16.335437] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:16.488831] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:16.644420] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:16.799437] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:16.799601] [INFO ] [CONFIGURE ] PFL: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:48:16.799665] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1565 tests
[2025-10-11T00:48:16.799724] [INFO ] [CONFIGURE ] PFL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:48:16.799759] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:48:16.951813] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:17.103118] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:17.256083] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:17.409893] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:17.571970] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:17.751993] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:17.965630] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:18.149515] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:18.333719] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:18.500374] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:18.500535] [INFO ] [CONFIGURE ] PFL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:48:18.500578] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1564 tests
[2025-10-11T00:48:18.500635] [INFO ] [CONFIGURE ] PFL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:48:18.500708] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:48:18.643813] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:18.788099] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:18.933947] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:19.079149] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:19.222591] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:19.368605] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:19.513500] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:19.660443] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:19.810399] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:19.970092] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:19.970263] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:48:19.970306] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1563 tests
[2025-10-11T00:48:19.970342] [INFO ] [CONFIGURE ] PFL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:48:19.970373] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:48:20.122243] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:20.275917] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:20.434927] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:20.595556] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:20.759727] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:20.918901] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:21.081499] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:21.249734] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:21.405555] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:48:21.565069] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:21.565239] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:48:21.565282] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1562 tests
[2025-10-11T00:48:21.565318] [INFO ] [CONFIGURE ] PFL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:48:21.565349] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:48:21.718568] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:21.867939] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:22.025077] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:22.180916] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:48:22.335895] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:22.490840] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:22.652475] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:22.807378] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:22.974351] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:23.133133] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:23.133313] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:48:23.133375] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1561 tests
[2025-10-11T00:48:23.133413] [INFO ] [CONFIGURE ] PFL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:48:23.133444] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:48:23.274549] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:23.416984] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:23.566107] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:23.711923] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:23.856581] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:24.027548] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:24.174788] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:24.330831] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:24.487729] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:48:24.640227] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:24.640443] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:48:24.640489] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1560 tests
[2025-10-11T00:48:24.640526] [INFO ] [CONFIGURE ] PFL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:48:24.640560] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:48:24.787843] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:24.933459] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:25.080585] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:25.230463] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:25.390373] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:25.537667] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:25.684925] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:25.837717] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:25.992096] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:26.149802] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:26.150089] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:48:26.150147] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1559 tests
[2025-10-11T00:48:26.150188] [INFO ] [CONFIGURE ] PFL: Testing feature 20/29: add_price_rejection
[2025-10-11T00:48:26.150288] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:48:26.309976] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:26.468391] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:26.628730] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:26.784970] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:26.945718] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:27.106969] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:27.267028] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:27.430231] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:27.595407] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:27.764065] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:27.764255] [INFO ] [CONFIGURE ] PFL: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:48:27.764320] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1558 tests
[2025-10-11T00:48:27.764368] [INFO ] [CONFIGURE ] PFL: Testing feature 21/29: add_range_position
[2025-10-11T00:48:27.764406] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-11T00:48:27.933749] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:28.100464] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:28.265089] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:28.435424] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:28.597346] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:28.771775] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:28.941229] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:29.107471] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:29.274166] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:48:29.442993] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:29.443171] [INFO ] [CONFIGURE ] PFL: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:48:29.443215] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1557 tests
[2025-10-11T00:48:29.443250] [INFO ] [CONFIGURE ] PFL: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:48:29.443281] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:48:29.626260] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:29.804227] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:29.980971] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:48:30.156125] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:30.352332] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:48:30.559608] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:30.766939] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:30.955822] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:31.146855] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:31.340547] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:31.340823] [INFO ] [CONFIGURE ] PFL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:48:31.340901] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1556 tests
[2025-10-11T00:48:31.340958] [INFO ] [CONFIGURE ] PFL: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:48:31.341005] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T00:48:31.512227] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:31.675705] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:31.834264] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:31.989102] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:32.143211] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:32.298555] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:32.454551] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:32.615278] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:32.773045] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:32.931997] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:32.932148] [INFO ] [CONFIGURE ] PFL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:48:32.932190] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1555 tests
[2025-10-11T00:48:32.932247] [INFO ] [CONFIGURE ] PFL: Testing feature 24/29: add_rsi
[2025-10-11T00:48:32.932304] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:48:33.138190] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:33.320085] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:33.503870] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:33.681721] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:33.862600] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:34.042522] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:34.225887] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:34.412975] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:34.625670] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:34.815342] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:34.815559] [INFO ] [CONFIGURE ] PFL: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:48:34.815635] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1554 tests
[2025-10-11T00:48:34.815724] [INFO ] [CONFIGURE ] PFL: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:48:34.815781] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T00:48:34.971046] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:35.142157] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:35.303608] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:35.464731] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:35.622256] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:35.777399] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:35.935161] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:36.090762] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:36.245448] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:36.399715] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:36.399852] [INFO ] [CONFIGURE ] PFL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:48:36.399896] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1553 tests
[2025-10-11T00:48:36.399930] [INFO ] [CONFIGURE ] PFL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:48:36.399960] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T00:48:36.546801] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:36.695921] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:36.848485] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:36.994845] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:37.143153] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:37.292044] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:48:37.443676] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:37.621030] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:37.791635] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:37.961935] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:37.962130] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:48:37.962175] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1552 tests
[2025-10-11T00:48:37.962213] [INFO ] [CONFIGURE ] PFL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:48:37.962247] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T00:48:38.121491] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:38.281578] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:38.445616] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:38.608226] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:38.770843] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:38.935172] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:39.104698] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:39.274035] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:39.444351] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:39.616911] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:39.617135] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:48:39.617187] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1551 tests
[2025-10-11T00:48:39.617224] [INFO ] [CONFIGURE ] PFL: Testing feature 28/29: add_volume_profile
[2025-10-11T00:48:39.617256] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-11T00:48:39.775543] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:39.929169] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:48:40.085420] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:40.242047] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:40.404560] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:40.565576] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:40.728986] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:40.888522] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:41.044017] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:48:41.209493] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:41.209671] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:48:41.209738] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1550 tests
[2025-10-11T00:48:41.209798] [INFO ] [CONFIGURE ] PFL: Testing feature 29/29: add_vwap
[2025-10-11T00:48:41.209854] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-11T00:48:41.363555] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:41.523145] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:48:41.679887] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:41.838343] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:48:41.995133] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:42.153598] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:48:42.315812] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:48:42.481310] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:48:42.640635] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:48:42.804189] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:42.804348] [INFO ] [CONFIGURE ] PFL: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:48:42.804391] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1549 tests
[2025-10-11T00:48:42.804448] [INFO ] [CONFIGURE ] PFL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:48:42.804504] [INFO ] [CONFIGURE ] PFL: Best accuracy: 70.00%
[2025-10-11T00:48:42.804537] [INFO ] [CONFIGURE ] PFL: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:48:42.804566] [INFO ] [CONFIGURE ] PFL: Improvement over baseline: 30.00%
[2025-10-11T00:48:42.804592] [INFO ] [CONFIGURE ] PFL: Total time: 45.8 seconds
[2025-10-11T00:48:42.804665] [INFO ] [CONFIGURE ] PFL: Average time per feature: 1.6 seconds
[2025-10-11T00:48:42.804719] [INFO ] [CONFIGURE ] PFL: Average speed: 0.63 features/sec
[2025-10-11T00:48:42.805286] [INFO ] [LOCAL     ] Saved configuration for PFL: 2 features, 70.00% accuracy -> ./output/feature-sets/PFL.json
[2025-10-11T00:48:42.805340] [INFO ] [CONFIGURE ] PFL: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:48:42.805390] [INFO ] [sig       ] [168/220] Successfully configured PFL | 0.02 sym/s | Total: 2.0h | ETA: 38.1m
[2025-10-11T00:48:42.805465] [INFO ] [sig       ] [169/220] Configuring PFN...
[2025-10-11T00:48:42.805533] [INFO ] [CONFIGURE ] PFN: Configurate test run.
[2025-10-11T00:48:42.805604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-10-11T00:48:42.819052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFN'.
[2025-10-11T00:48:42.819370] [INFO ] [CONFIGURE ] PFN: Testing with 29 available features
[2025-10-11T00:48:42.819434] [INFO ] [CONFIGURE ] PFN: Establishing baseline with no features...
[2025-10-11T00:48:42.929893] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:43.038982] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:48:43.149876] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:43.261115] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:43.372587] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:43.484886] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:43.599724] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:43.714728] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:48:43.888727] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:48:44.042382] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:44.042587] [INFO ] [CONFIGURE ] PFN: Baseline score (no features): 20.00%
[2025-10-11T00:48:44.042688] [INFO ] [CONFIGURE ] PFN: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:48:44.042758] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:48:44.227543] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:44.416273] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:44.580586] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:48:44.709740] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:44.836526] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:44.969399] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:48:45.095228] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:45.231217] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:48:45.359260] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:48:45.490574] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:45.490770] [INFO ] [CONFIGURE ] PFN: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-11T00:48:45.490820] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1548 tests
[2025-10-11T00:48:45.490856] [INFO ] [CONFIGURE ] PFN: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:48:45.490912] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:48:45.630482] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:45.771082] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:48:45.913348] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:46.055391] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:46.199467] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:46.339512] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:46.480399] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:46.629611] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:48:46.790895] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:46.938160] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:46.938323] [INFO ] [CONFIGURE ] PFN: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:48:46.938366] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1547 tests
[2025-10-11T00:48:46.938400] [INFO ] [CONFIGURE ] PFN: Testing feature 3/29: add_daily_returns
[2025-10-11T00:48:46.938431] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:48:47.091375] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:47.236729] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:47.386518] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:47.530607] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:47.677137] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:47.830262] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:47.977110] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:48.128140] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:48.278924] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:48.430947] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:48.431143] [INFO ] [CONFIGURE ] PFN: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:48:48.431199] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1546 tests
[2025-10-11T00:48:48.431236] [INFO ] [CONFIGURE ] PFN: Testing feature 4/29: add_ema
[2025-10-11T00:48:48.431267] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:48:48.623224] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:48.784943] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:48.944358] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:49.112161] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:49.276496] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:49.439140] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:48:49.605935] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:49.785427] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:49.955929] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:50.123355] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:50.123522] [INFO ] [CONFIGURE ] PFN: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:48:50.123565] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1545 tests
[2025-10-11T00:48:50.123601] [INFO ] [CONFIGURE ] PFN: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:48:50.123633] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:48:50.297226] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:50.481908] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:50.660597] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:50.837017] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:51.011845] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:51.194911] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:48:51.368412] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:51.546628] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:51.730057] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:48:51.900341] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:51.900573] [INFO ] [CONFIGURE ] PFN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:48:51.900623] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1544 tests
[2025-10-11T00:48:51.900694] [INFO ] [CONFIGURE ] PFN: Testing feature 6/29: add_failed_moves
[2025-10-11T00:48:51.900740] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:48:52.050288] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:52.198222] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:48:52.348086] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:52.499884] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:52.653598] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:52.806547] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:52.956501] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:53.107510] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:53.257425] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:53.407694] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:53.407851] [INFO ] [CONFIGURE ] PFN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:48:53.407897] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1543 tests
[2025-10-11T00:48:53.407939] [INFO ] [CONFIGURE ] PFN: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:48:53.407973] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:48:53.548261] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:53.688734] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:53.831097] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:53.971026] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:54.114825] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:54.293542] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:54.439602] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:54.580780] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:54.729133] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:54.870373] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:54.870534] [INFO ] [CONFIGURE ] PFN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:48:54.870629] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1542 tests
[2025-10-11T00:48:54.870710] [INFO ] [CONFIGURE ] PFN: Testing feature 8/29: add_macd
[2025-10-11T00:48:54.870751] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:48:55.041958] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:55.220741] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:48:55.398402] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:48:55.581474] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:48:55.764080] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:48:55.948412] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:56.132730] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:56.316375] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:56.502339] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:48:56.691259] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:48:56.691500] [INFO ] [CONFIGURE ] PFN: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:48:56.691551] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1541 tests
[2025-10-11T00:48:56.691589] [INFO ] [CONFIGURE ] PFN: Testing feature 9/29: add_mfi
[2025-10-11T00:48:56.691622] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:48:56.856005] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:48:57.021401] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:48:57.190759] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:48:57.355587] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:57.519419] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:48:57.716303] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:57.882597] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:58.049548] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:48:58.216865] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:48:58.386277] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:48:58.386482] [INFO ] [CONFIGURE ] PFN: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:48:58.386544] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1540 tests
[2025-10-11T00:48:58.386592] [INFO ] [CONFIGURE ] PFN: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:48:58.386671] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:48:58.561379] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:48:58.738465] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:48:58.916430] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:48:59.095728] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:48:59.270538] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:48:59.449191] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:48:59.640297] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:48:59.831094] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:00.012277] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:00.194350] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:00.194598] [INFO ] [CONFIGURE ] PFN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:49:00.194673] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1539 tests
[2025-10-11T00:49:00.194732] [INFO ] [CONFIGURE ] PFN: Testing feature 11/29: add_obv_daily
[2025-10-11T00:49:00.194766] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:49:00.353477] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:00.509051] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:00.708183] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:00.868382] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:01.028671] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:01.185536] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:01.345497] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:01.517382] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:01.683767] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:01.853541] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:01.853770] [INFO ] [CONFIGURE ] PFN: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:49:01.853823] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1538 tests
[2025-10-11T00:49:01.853859] [INFO ] [CONFIGURE ] PFN: Testing feature 12/29: add_obv_interval
[2025-10-11T00:49:01.853890] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:49:02.017703] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:02.175515] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:02.329147] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:02.483179] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:02.638855] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:49:02.794892] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:02.950510] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:03.108089] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:03.264859] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:03.421686] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:03.421833] [INFO ] [CONFIGURE ] PFN: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:49:03.421877] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1537 tests
[2025-10-11T00:49:03.421911] [INFO ] [CONFIGURE ] PFN: Testing feature 13/29: add_opening_strength
[2025-10-11T00:49:03.421941] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:49:03.579817] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:03.767298] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:03.919189] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:04.073812] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:04.228474] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:04.385999] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:04.543481] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:04.699158] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:04.859158] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:05.021034] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:05.021203] [INFO ] [CONFIGURE ] PFN: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:49:05.021245] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1536 tests
[2025-10-11T00:49:05.021280] [INFO ] [CONFIGURE ] PFN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:49:05.021311] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:49:05.190556] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:05.356482] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:05.527560] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:05.700892] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:05.873154] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:06.044372] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:06.217212] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:06.392501] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:06.569201] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:06.749062] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:06.749239] [INFO ] [CONFIGURE ] PFN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:49:06.749284] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1535 tests
[2025-10-11T00:49:06.749319] [INFO ] [CONFIGURE ] PFN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:49:06.749351] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:49:06.900819] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:07.057109] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:07.216759] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:07.376073] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:07.533089] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:07.695952] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:07.858785] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:08.020709] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:08.179556] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:08.340089] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:08.340261] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:49:08.340307] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1534 tests
[2025-10-11T00:49:08.340342] [INFO ] [CONFIGURE ] PFN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:49:08.340373] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:49:08.500466] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:08.661406] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:08.828724] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:09.003722] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:09.178225] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:09.348362] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:09.519703] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:09.683144] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:09.867921] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:10.028720] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:10.028902] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:49:10.028947] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1533 tests
[2025-10-11T00:49:10.028982] [INFO ] [CONFIGURE ] PFN: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:49:10.029013] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:49:10.189376] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:10.362194] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:10.529166] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:10.697265] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:10.876829] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:11.044786] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:11.220427] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:11.393894] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:11.572945] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:49:11.747845] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:11.748032] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:49:11.748113] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1532 tests
[2025-10-11T00:49:11.748189] [INFO ] [CONFIGURE ] PFN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:49:11.748240] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:49:11.907390] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:12.060070] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:12.208923] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:12.364225] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:12.539064] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:12.699284] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:12.896575] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:13.068274] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:13.227884] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:13.393385] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:13.393596] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:49:13.393668] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1531 tests
[2025-10-11T00:49:13.393732] [INFO ] [CONFIGURE ] PFN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:49:13.393770] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:49:13.549370] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:13.700732] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:13.856580] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:14.006098] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:14.158040] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:14.309936] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:14.463733] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:14.616392] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:14.769183] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:14.922163] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:14.922327] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:49:14.922370] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1530 tests
[2025-10-11T00:49:14.922405] [INFO ] [CONFIGURE ] PFN: Testing feature 20/29: add_price_rejection
[2025-10-11T00:49:14.922437] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T00:49:15.087490] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:15.249600] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:15.411802] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:15.573493] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:15.736202] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:49:15.945013] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:16.112049] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:16.281233] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:16.448807] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:16.616129] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:16.616318] [INFO ] [CONFIGURE ] PFN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:49:16.616361] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1529 tests
[2025-10-11T00:49:16.616396] [INFO ] [CONFIGURE ] PFN: Testing feature 21/29: add_range_position
[2025-10-11T00:49:16.616427] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-11T00:49:16.784196] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:16.950829] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:17.120490] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:17.289626] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:17.471122] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:49:17.641924] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:17.815381] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:18.008561] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:18.204988] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:18.399358] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:18.399595] [INFO ] [CONFIGURE ] PFN: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:49:18.399690] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1528 tests
[2025-10-11T00:49:18.399743] [INFO ] [CONFIGURE ] PFN: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:49:18.399856] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:49:18.611314] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:18.828674] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:19.044834] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:19.240849] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:49:19.431067] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:19.624030] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:19.818176] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:20.011430] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:20.207852] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:20.401442] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:20.401703] [INFO ] [CONFIGURE ] PFN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:49:20.401769] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1527 tests
[2025-10-11T00:49:20.401810] [INFO ] [CONFIGURE ] PFN: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:49:20.401843] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:49:20.566699] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:20.726134] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:20.894618] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:21.061099] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:21.223825] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:21.389338] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:21.555258] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:21.724538] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:21.894981] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:49:22.063066] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:22.063273] [INFO ] [CONFIGURE ] PFN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:49:22.063319] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1526 tests
[2025-10-11T00:49:22.063378] [INFO ] [CONFIGURE ] PFN: Testing feature 24/29: add_rsi
[2025-10-11T00:49:22.063435] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:49:22.239430] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:22.417395] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:22.593904] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:22.770362] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:22.948215] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:49:23.126515] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:23.307148] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:23.489609] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:23.674866] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:23.858187] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:23.858402] [INFO ] [CONFIGURE ] PFN: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:49:23.858461] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1525 tests
[2025-10-11T00:49:23.858499] [INFO ] [CONFIGURE ] PFN: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:49:23.858531] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:49:24.017785] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:24.174678] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:24.330961] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:24.485225] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:24.641637] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:24.796075] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:24.950112] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:25.101351] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:25.254880] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:25.408725] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:25.408850] [INFO ] [CONFIGURE ] PFN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:49:25.408893] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1524 tests
[2025-10-11T00:49:25.408927] [INFO ] [CONFIGURE ] PFN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:49:25.408957] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:49:25.562190] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:25.716608] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:25.876133] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:26.033556] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:26.190730] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:26.348076] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:49:26.505781] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:26.666794] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:26.828611] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:49:26.990137] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:26.990281] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:49:26.990324] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1523 tests
[2025-10-11T00:49:26.990358] [INFO ] [CONFIGURE ] PFN: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:49:26.990389] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:49:27.154860] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:27.316844] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:27.480905] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:27.645191] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:27.808909] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:49:27.973600] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:28.139232] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:28.305980] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:28.472979] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:49:28.640706] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:28.640857] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:49:28.640908] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1522 tests
[2025-10-11T00:49:28.640944] [INFO ] [CONFIGURE ] PFN: Testing feature 28/29: add_volume_profile
[2025-10-11T00:49:28.640975] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T00:49:28.793608] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:28.950985] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:29.106628] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:29.261544] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:49:29.418096] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:29.574384] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:29.730797] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:29.888580] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:49:30.045390] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:49:30.204582] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:30.204726] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:49:30.204779] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1521 tests
[2025-10-11T00:49:30.204814] [INFO ] [CONFIGURE ] PFN: Testing feature 29/29: add_vwap
[2025-10-11T00:49:30.204844] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-11T00:49:30.359423] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:30.514946] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:30.671613] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:49:30.834499] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:49:30.993520] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:49:31.152672] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:49:31.311370] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:31.471095] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:49:31.632237] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:49:31.797014] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:31.797192] [INFO ] [CONFIGURE ] PFN: DISCARDED add_vwap (score: 10.00%)
[2025-10-11T00:49:31.797249] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1520 tests
[2025-10-11T00:49:31.797299] [INFO ] [CONFIGURE ] PFN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:49:31.797354] [INFO ] [CONFIGURE ] PFN: Best accuracy: 70.00%
[2025-10-11T00:49:31.797388] [INFO ] [CONFIGURE ] PFN: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:49:31.797417] [INFO ] [CONFIGURE ] PFN: Improvement over baseline: 50.00%
[2025-10-11T00:49:31.797443] [INFO ] [CONFIGURE ] PFN: Total time: 47.8 seconds
[2025-10-11T00:49:31.797469] [INFO ] [CONFIGURE ] PFN: Average time per feature: 1.6 seconds
[2025-10-11T00:49:31.797495] [INFO ] [CONFIGURE ] PFN: Average speed: 0.61 features/sec
[2025-10-11T00:49:31.798041] [INFO ] [LOCAL     ] Saved configuration for PFN: 3 features, 70.00% accuracy -> ./output/feature-sets/PFN.json
[2025-10-11T00:49:31.798097] [INFO ] [CONFIGURE ] PFN: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T00:49:31.798146] [INFO ] [sig       ] [169/220] Successfully configured PFN | 0.02 sym/s | Total: 2.1h | ETA: 37.4m
[2025-10-11T00:49:31.798223] [INFO ] [sig       ] [170/220] Configuring PFO...
[2025-10-11T00:49:31.798291] [INFO ] [CONFIGURE ] PFO: Configurate test run.
[2025-10-11T00:49:31.798364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-10-11T00:49:31.811435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFO'.
[2025-10-11T00:49:31.811772] [INFO ] [CONFIGURE ] PFO: Testing with 29 available features
[2025-10-11T00:49:31.811827] [INFO ] [CONFIGURE ] PFO: Establishing baseline with no features...
[2025-10-11T00:49:31.918920] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:32.017560] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:32.116677] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:32.216805] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:32.316022] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:32.416101] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:32.522238] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:32.626972] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:32.732349] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:32.848404] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:32.848613] [INFO ] [CONFIGURE ] PFO: Baseline score (no features): 50.00%
[2025-10-11T00:49:32.848694] [INFO ] [CONFIGURE ] PFO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:49:32.848745] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:49:32.970517] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:33.091043] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:33.213233] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:49:33.335425] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:33.458250] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:33.579613] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:33.703936] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:33.828430] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:33.954477] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:34.111370] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:34.111603] [INFO ] [CONFIGURE ] PFO: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:49:34.111692] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1519 tests
[2025-10-11T00:49:34.111743] [INFO ] [CONFIGURE ] PFO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:49:34.111777] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:49:34.242304] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:34.372740] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:34.505462] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:49:34.639026] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:34.772109] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:34.908481] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:35.040575] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:35.174227] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:35.303637] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:35.434110] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:35.434270] [INFO ] [CONFIGURE ] PFO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:49:35.434315] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1518 tests
[2025-10-11T00:49:35.434350] [INFO ] [CONFIGURE ] PFO: Testing feature 3/29: add_daily_returns
[2025-10-11T00:49:35.434381] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_daily_returns']
[2025-10-11T00:49:35.549471] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:35.664076] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:35.780906] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:35.900045] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:36.016454] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:36.135012] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:36.264912] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:36.393280] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:36.531262] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:36.684331] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:36.684557] [INFO ] [CONFIGURE ] PFO: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:49:36.684637] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1517 tests
[2025-10-11T00:49:36.684738] [INFO ] [CONFIGURE ] PFO: Testing feature 4/29: add_ema
[2025-10-11T00:49:36.684797] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_ema']
[2025-10-11T00:49:36.871215] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:37.052693] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:37.198632] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:37.333141] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:37.472711] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:37.614379] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:37.752982] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:37.893272] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:38.031442] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:38.173685] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:38.173910] [INFO ] [CONFIGURE ] PFO: DISCARDED add_ema (score: 40.00%)
[2025-10-11T00:49:38.173994] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1516 tests
[2025-10-11T00:49:38.174062] [INFO ] [CONFIGURE ] PFO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:49:38.174103] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:49:38.320312] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:38.465022] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:38.612447] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:49:38.759986] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:38.904193] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:39.054079] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:39.201801] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:39.356767] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:39.489969] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:39.621040] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:39.621225] [INFO ] [CONFIGURE ] PFO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:49:39.621271] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1515 tests
[2025-10-11T00:49:39.621307] [INFO ] [CONFIGURE ] PFO: Testing feature 6/29: add_failed_moves
[2025-10-11T00:49:39.621340] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_failed_moves']
[2025-10-11T00:49:39.728814] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:39.836495] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:39.946831] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:40.056837] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:40.167767] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:40.278186] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:40.389916] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:40.505351] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:40.617139] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:40.731923] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:40.732104] [INFO ] [CONFIGURE ] PFO: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:49:40.732148] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1514 tests
[2025-10-11T00:49:40.732183] [INFO ] [CONFIGURE ] PFO: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:49:40.732215] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_lag_shelf']
[2025-10-11T00:49:40.833038] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:40.937470] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:41.040966] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:41.145108] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:41.247531] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:41.353040] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:41.459389] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:41.567714] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:41.674439] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:41.781462] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:41.781617] [INFO ] [CONFIGURE ] PFO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:49:41.781692] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1513 tests
[2025-10-11T00:49:41.781743] [INFO ] [CONFIGURE ] PFO: Testing feature 8/29: add_macd
[2025-10-11T00:49:41.781777] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:49:41.923525] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:42.066830] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:42.208549] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:42.352145] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:42.493410] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:42.639524] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:42.785501] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:42.932788] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:43.080870] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:43.230538] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:43.230738] [INFO ] [CONFIGURE ] PFO: KEPT add_macd (score: 60.00%)
[2025-10-11T00:49:43.230796] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1512 tests
[2025-10-11T00:49:43.230832] [INFO ] [CONFIGURE ] PFO: Testing feature 9/29: add_mfi
[2025-10-11T00:49:43.230863] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:49:43.393439] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:43.557378] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:43.727820] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:43.902423] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:44.068788] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:44.231749] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:44.415866] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:44.610128] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:44.798117] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:44.989676] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:44.989928] [INFO ] [CONFIGURE ] PFO: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:49:44.989988] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1511 tests
[2025-10-11T00:49:44.990029] [INFO ] [CONFIGURE ] PFO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:49:44.990064] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:49:45.177793] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:45.361863] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:45.539909] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:49:45.721174] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:45.903327] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:46.078674] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:46.263548] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:46.465382] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:46.646345] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:46.827772] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:46.828032] [INFO ] [CONFIGURE ] PFO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:49:46.828084] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1510 tests
[2025-10-11T00:49:46.828121] [INFO ] [CONFIGURE ] PFO: Testing feature 11/29: add_obv_daily
[2025-10-11T00:49:46.828152] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:49:46.994189] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:47.160715] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:47.316818] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:47.473763] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:47.628495] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:47.786280] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:47.946159] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:48.104362] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:48.263731] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:48.422771] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:48.422951] [INFO ] [CONFIGURE ] PFO: KEPT add_obv_daily (score: 70.00%)
[2025-10-11T00:49:48.422995] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1509 tests
[2025-10-11T00:49:48.423031] [INFO ] [CONFIGURE ] PFO: Testing feature 12/29: add_obv_interval
[2025-10-11T00:49:48.423062] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:49:48.586628] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:48.745738] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:48.909623] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:49.077347] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:49.238296] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:49.401828] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:49.563419] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:49.727493] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:49.904097] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:50.069616] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:49:50.069806] [INFO ] [CONFIGURE ] PFO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:49:50.069855] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1508 tests
[2025-10-11T00:49:50.069892] [INFO ] [CONFIGURE ] PFO: Testing feature 13/29: add_opening_strength
[2025-10-11T00:49:50.069923] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:49:50.239735] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:50.409919] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:50.582101] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:50.758488] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:50.931995] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:51.111658] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:51.289379] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:51.464423] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:51.640195] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:51.815076] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:51.815250] [INFO ] [CONFIGURE ] PFO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:49:51.815311] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1507 tests
[2025-10-11T00:49:51.815350] [INFO ] [CONFIGURE ] PFO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:49:51.815382] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T00:49:51.988615] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:52.160216] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:49:52.332391] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:52.537234] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:49:52.716470] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:49:52.896912] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:53.081169] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:49:53.265444] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:53.451735] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:53.632823] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:53.632994] [INFO ] [CONFIGURE ] PFO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:49:53.633039] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1506 tests
[2025-10-11T00:49:53.633075] [INFO ] [CONFIGURE ] PFO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:49:53.633108] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-11T00:49:53.821109] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:54.033041] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:54.197831] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:54.353119] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:54.509819] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:54.675226] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:54.840587] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:55.006174] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:49:55.170924] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:55.336476] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:55.336677] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:49:55.336738] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1505 tests
[2025-10-11T00:49:55.336777] [INFO ] [CONFIGURE ] PFO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:49:55.336808] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:49:55.502810] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:55.665134] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:55.830732] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:56.000603] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:56.164060] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:56.333931] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:56.503609] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:56.674974] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:56.847001] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:57.026024] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:57.026412] [INFO ] [CONFIGURE ] PFO: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:49:57.026475] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1504 tests
[2025-10-11T00:49:57.026516] [INFO ] [CONFIGURE ] PFO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:49:57.026548] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T00:49:57.217213] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:49:57.402464] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:57.582797] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:57.764306] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:57.952328] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:58.139416] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:49:58.321868] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:49:58.507638] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:49:58.690367] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:49:58.876279] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:49:58.876482] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:49:58.876539] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1503 tests
[2025-10-11T00:49:58.876577] [INFO ] [CONFIGURE ] PFO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:49:58.876609] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-11T00:49:59.040786] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:49:59.207493] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:49:59.372883] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:49:59.548747] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:49:59.715837] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:49:59.884478] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:00.059261] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:00.235076] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:00.406541] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:00.581408] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:00.581605] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:50:00.581674] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1502 tests
[2025-10-11T00:50:00.581733] [INFO ] [CONFIGURE ] PFO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:50:00.581768] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-11T00:50:00.751452] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:00.934266] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:01.102464] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:01.279499] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:01.456134] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:01.676559] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:01.881960] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:02.072199] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:02.253963] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:02.429937] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:02.430133] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:50:02.430195] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1501 tests
[2025-10-11T00:50:02.430245] [INFO ] [CONFIGURE ] PFO: Testing feature 20/29: add_price_rejection
[2025-10-11T00:50:02.430395] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-11T00:50:02.608883] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:02.798087] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:03.002319] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:03.201416] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:03.382916] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:03.562011] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:03.742255] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:03.926935] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:04.106367] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:04.286278] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:04.286446] [INFO ] [CONFIGURE ] PFO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:50:04.286490] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1500 tests
[2025-10-11T00:50:04.286525] [INFO ] [CONFIGURE ] PFO: Testing feature 21/29: add_range_position
[2025-10-11T00:50:04.286556] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-11T00:50:04.471173] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:04.688167] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:04.868859] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:05.056166] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:05.238616] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:05.422625] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:05.606635] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:05.794413] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:05.988639] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:06.177950] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:06.178116] [INFO ] [CONFIGURE ] PFO: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:50:06.178160] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1499 tests
[2025-10-11T00:50:06.178196] [INFO ] [CONFIGURE ] PFO: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:50:06.178226] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-11T00:50:06.377748] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:06.583911] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:06.783853] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:06.989415] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:07.192040] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:07.393841] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:07.598267] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:07.802158] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:08.023357] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:08.228631] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:08.228830] [INFO ] [CONFIGURE ] PFO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:50:08.228896] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1498 tests
[2025-10-11T00:50:08.228955] [INFO ] [CONFIGURE ] PFO: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:50:08.228989] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-11T00:50:08.399492] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:08.573732] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:08.755311] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:08.937397] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:09.118796] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:09.298213] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:09.478931] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:09.775305] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:09.971812] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:10.149183] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:10.149366] [INFO ] [CONFIGURE ] PFO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:50:10.149412] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1497 tests
[2025-10-11T00:50:10.149448] [INFO ] [CONFIGURE ] PFO: Testing feature 24/29: add_rsi
[2025-10-11T00:50:10.149482] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-11T00:50:10.341176] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:10.529858] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:10.758172] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:10.957898] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:11.153185] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:11.353892] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:11.556828] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:11.754749] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:11.957264] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:12.169739] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:50:12.169951] [INFO ] [CONFIGURE ] PFO: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:50:12.170008] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1496 tests
[2025-10-11T00:50:12.170045] [INFO ] [CONFIGURE ] PFO: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:50:12.170076] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-11T00:50:12.338141] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:12.509211] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:12.680450] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:12.851111] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:50:13.028019] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:13.199671] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:13.373058] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:13.548989] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:13.761085] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:13.935572] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:13.935771] [INFO ] [CONFIGURE ] PFO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:50:13.935822] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1495 tests
[2025-10-11T00:50:13.935858] [INFO ] [CONFIGURE ] PFO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:50:13.935888] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-11T00:50:14.111383] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:14.287208] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:14.460167] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:14.634254] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:14.810201] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:14.988349] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:15.167441] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:15.347002] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:15.528232] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:15.711538] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:15.711765] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:50:15.711820] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1494 tests
[2025-10-11T00:50:15.711862] [INFO ] [CONFIGURE ] PFO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:50:15.711897] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-11T00:50:15.898090] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:16.081357] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:16.258536] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:16.430727] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:50:16.610024] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:16.820506] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:17.020035] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:17.212137] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:17.391109] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:17.573043] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:17.573256] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:50:17.573301] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1493 tests
[2025-10-11T00:50:17.573337] [INFO ] [CONFIGURE ] PFO: Testing feature 28/29: add_volume_profile
[2025-10-11T00:50:17.573370] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-11T00:50:17.740826] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:50:17.918087] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:18.091801] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:18.273504] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:50:18.451879] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:50:18.627210] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:18.800441] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:18.975949] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:19.152800] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:19.344147] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:50:19.344363] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:50:19.344409] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1492 tests
[2025-10-11T00:50:19.344444] [INFO ] [CONFIGURE ] PFO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:50:19.344475] [INFO ] [CONFIGURE ] PFO: Best accuracy: 80.00%
[2025-10-11T00:50:19.344508] [INFO ] [CONFIGURE ] PFO: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-11T00:50:19.344537] [INFO ] [CONFIGURE ] PFO: Improvement over baseline: 30.00%
[2025-10-11T00:50:19.344564] [INFO ] [CONFIGURE ] PFO: Total time: 46.5 seconds
[2025-10-11T00:50:19.344621] [INFO ] [CONFIGURE ] PFO: Average time per feature: 1.7 seconds
[2025-10-11T00:50:19.344723] [INFO ] [CONFIGURE ] PFO: Average speed: 0.62 features/sec
[2025-10-11T00:50:19.345370] [INFO ] [LOCAL     ] Saved configuration for PFO: 4 features, 80.00% accuracy -> ./output/feature-sets/PFO.json
[2025-10-11T00:50:19.345479] [INFO ] [CONFIGURE ] PFO: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T00:50:19.345578] [INFO ] [sig       ] [170/220] Successfully configured PFO | 0.02 sym/s | Total: 2.1h | ETA: 36.6m
[2025-10-11T00:50:19.345676] [INFO ] [sig       ] [171/220] Configuring PGP...
[2025-10-11T00:50:19.345741] [INFO ] [CONFIGURE ] PGP: Configurate test run.
[2025-10-11T00:50:19.345782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-10-11T00:50:19.358402] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGP'.
[2025-10-11T00:50:19.358752] [INFO ] [CONFIGURE ] PGP: Testing with 29 available features
[2025-10-11T00:50:19.358808] [INFO ] [CONFIGURE ] PGP: Establishing baseline with no features...
[2025-10-11T00:50:19.473065] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:19.583528] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:19.690276] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:19.827779] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:19.931054] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.038316] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:20.140155] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:20.241342] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:20.347194] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.452739] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.452898] [INFO ] [CONFIGURE ] PGP: Baseline score (no features): 50.00%
[2025-10-11T00:50:20.452942] [INFO ] [CONFIGURE ] PGP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:50:20.452975] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:50:20.568203] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.683082] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.799090] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:20.915206] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:21.038008] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:21.162797] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:21.287292] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:21.409738] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:21.540975] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:50:21.666487] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:21.666689] [INFO ] [CONFIGURE ] PGP: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:50:21.666751] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1491 tests
[2025-10-11T00:50:21.666790] [INFO ] [CONFIGURE ] PGP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:50:21.666822] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:50:21.802750] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:21.940013] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:22.081237] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:22.223008] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:22.362770] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:50:22.504910] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:22.640491] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:22.777132] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:22.910673] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.050593] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.050795] [INFO ] [CONFIGURE ] PGP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T00:50:23.050846] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1490 tests
[2025-10-11T00:50:23.050884] [INFO ] [CONFIGURE ] PGP: Testing feature 3/29: add_daily_returns
[2025-10-11T00:50:23.050915] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:50:23.175340] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.294335] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.412954] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.534996] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:23.664817] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:23.796193] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:23.920568] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.045999] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:24.170840] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.301603] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.301801] [INFO ] [CONFIGURE ] PGP: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:50:24.301850] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1489 tests
[2025-10-11T00:50:24.301886] [INFO ] [CONFIGURE ] PGP: Testing feature 4/29: add_ema
[2025-10-11T00:50:24.301917] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T00:50:24.462567] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.618957] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.766144] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:24.915901] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:25.065609] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:25.214062] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:25.357898] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:25.501188] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:25.645331] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:25.791316] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:25.791559] [INFO ] [CONFIGURE ] PGP: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:50:25.791611] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1488 tests
[2025-10-11T00:50:25.791677] [INFO ] [CONFIGURE ] PGP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:50:25.791732] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:50:25.944056] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:26.094189] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:26.243907] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:26.393925] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:26.555508] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:26.710097] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:26.866901] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:27.019996] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:27.173687] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:27.328287] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:27.328462] [INFO ] [CONFIGURE ] PGP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:50:27.328506] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1487 tests
[2025-10-11T00:50:27.328544] [INFO ] [CONFIGURE ] PGP: Testing feature 6/29: add_failed_moves
[2025-10-11T00:50:27.328577] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:50:27.458015] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:27.593285] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:27.725049] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:27.857148] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:27.987554] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:28.120140] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:28.253277] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:28.390068] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:28.527128] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:28.670590] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:28.670796] [INFO ] [CONFIGURE ] PGP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:50:28.670850] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1486 tests
[2025-10-11T00:50:28.670890] [INFO ] [CONFIGURE ] PGP: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:50:28.670923] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:50:28.831133] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:29.020687] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:29.204727] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:29.371489] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:29.534844] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:29.685266] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:29.825116] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:29.951546] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:30.078018] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:30.208461] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:30.208635] [INFO ] [CONFIGURE ] PGP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:50:30.208720] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1485 tests
[2025-10-11T00:50:30.208762] [INFO ] [CONFIGURE ] PGP: Testing feature 8/29: add_macd
[2025-10-11T00:50:30.208795] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:50:30.366301] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:30.526072] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:30.682818] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:30.840728] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:31.005781] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:31.172000] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:31.331874] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:31.499858] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:31.664576] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:31.829287] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:31.829467] [INFO ] [CONFIGURE ] PGP: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:50:31.829512] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1484 tests
[2025-10-11T00:50:31.829549] [INFO ] [CONFIGURE ] PGP: Testing feature 9/29: add_mfi
[2025-10-11T00:50:31.829581] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:50:31.974432] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:32.116130] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:32.260230] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:32.401254] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:32.547617] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:32.696468] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:32.849625] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:33.010794] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:33.172048] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:33.316935] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:33.317163] [INFO ] [CONFIGURE ] PGP: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:50:33.317226] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1483 tests
[2025-10-11T00:50:33.317276] [INFO ] [CONFIGURE ] PGP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:50:33.317333] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:50:33.470664] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:33.624672] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:33.786505] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:50:33.942209] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:50:34.096737] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:34.257732] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:34.408569] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:34.559521] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:34.709666] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:50:34.860396] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:34.860559] [INFO ] [CONFIGURE ] PGP: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:50:34.860604] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1482 tests
[2025-10-11T00:50:34.860638] [INFO ] [CONFIGURE ] PGP: Testing feature 11/29: add_obv_daily
[2025-10-11T00:50:34.860715] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:50:34.986458] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:35.111582] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.237866] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.363804] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.490504] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.623056] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.759787] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:35.899592] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:36.048861] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:36.192672] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:36.192870] [INFO ] [CONFIGURE ] PGP: KEPT add_obv_daily (score: 80.00%)
[2025-10-11T00:50:36.192917] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1481 tests
[2025-10-11T00:50:36.192953] [INFO ] [CONFIGURE ] PGP: Testing feature 12/29: add_obv_interval
[2025-10-11T00:50:36.192985] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T00:50:36.342208] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:36.485197] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:36.631895] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:36.773610] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:36.911485] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:37.050789] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:37.189331] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:37.326408] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:37.471451] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:37.613621] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:50:37.613833] [INFO ] [CONFIGURE ] PGP: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:50:37.613884] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1480 tests
[2025-10-11T00:50:37.613974] [INFO ] [CONFIGURE ] PGP: Testing feature 13/29: add_opening_strength
[2025-10-11T00:50:37.614028] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-10-11T00:50:37.767539] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:37.919037] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.068319] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.218128] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.368257] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.520294] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.675737] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:38.829097] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:38.981966] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:39.133751] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:39.133976] [INFO ] [CONFIGURE ] PGP: KEPT add_opening_strength (score: 90.00%)
[2025-10-11T00:50:39.134954] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1479 tests
[2025-10-11T00:50:39.135008] [INFO ] [CONFIGURE ] PGP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:50:39.135043] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-11T00:50:39.301411] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:39.469072] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:39.635513] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:39.804564] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:39.977404] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:50:40.148010] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:40.317536] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:40.487555] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:40.660185] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:40.836050] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:40.836233] [INFO ] [CONFIGURE ] PGP: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:50:40.836278] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1478 tests
[2025-10-11T00:50:40.836315] [INFO ] [CONFIGURE ] PGP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:50:40.836347] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-11T00:50:40.987400] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.138981] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.296538] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.451445] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.610591] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.765604] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:41.920966] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:42.073933] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:42.230217] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:42.385177] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:50:42.385352] [INFO ] [CONFIGURE ] PGP: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T00:50:42.385394] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1477 tests
[2025-10-11T00:50:42.385429] [INFO ] [CONFIGURE ] PGP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:50:42.385461] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T00:50:42.542427] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:42.705403] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:42.864109] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:43.023315] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:43.183886] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:43.343190] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:43.525462] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:43.688974] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:43.852688] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:44.023502] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:44.023743] [INFO ] [CONFIGURE ] PGP: KEPT add_pbf_overnight_gap (score: 100.00%)
[2025-10-11T00:50:44.023801] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1476 tests
[2025-10-11T00:50:44.023840] [INFO ] [CONFIGURE ] PGP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:50:44.023873] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T00:50:44.205675] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:44.399111] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:44.597505] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:44.780331] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:44.956994] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:45.133331] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:45.304489] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:45.466854] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:45.632153] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:45.801252] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:45.801426] [INFO ] [CONFIGURE ] PGP: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:50:45.801469] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1475 tests
[2025-10-11T00:50:45.801530] [INFO ] [CONFIGURE ] PGP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:50:45.801564] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-11T00:50:45.963132] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:46.124350] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:46.285049] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:46.447024] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:46.613551] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:50:46.784332] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:46.948894] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:47.118174] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:47.288671] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:47.463452] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:47.463663] [INFO ] [CONFIGURE ] PGP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:50:47.463727] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1474 tests
[2025-10-11T00:50:47.463768] [INFO ] [CONFIGURE ] PGP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:50:47.463801] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-11T00:50:47.618717] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:47.777253] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:47.927783] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:48.089413] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:48.242249] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:48.397839] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:48.559523] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:48.722027] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:48.882128] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.046442] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.046672] [INFO ] [CONFIGURE ] PGP: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T00:50:49.046738] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1473 tests
[2025-10-11T00:50:49.046779] [INFO ] [CONFIGURE ] PGP: Testing feature 20/29: add_price_rejection
[2025-10-11T00:50:49.046813] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-11T00:50:49.218598] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.385993] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.574221] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.742037] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:49.920379] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:50.090798] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:50.289884] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:50.465613] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:50.645736] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:50.816049] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:50:50.816210] [INFO ] [CONFIGURE ] PGP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:50:50.816254] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1472 tests
[2025-10-11T00:50:50.816289] [INFO ] [CONFIGURE ] PGP: Testing feature 21/29: add_range_position
[2025-10-11T00:50:50.816320] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-11T00:50:50.990687] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.160820] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.327559] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.493569] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.662784] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.834058] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:51.997876] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:52.163614] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:52.341424] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:52.520849] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:50:52.521034] [INFO ] [CONFIGURE ] PGP: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:50:52.521096] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1471 tests
[2025-10-11T00:50:52.521135] [INFO ] [CONFIGURE ] PGP: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:50:52.521168] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-11T00:50:52.711363] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:52.898952] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:53.091837] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:53.280184] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:53.469239] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:53.666507] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:53.856782] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:54.046212] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:54.243911] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:54.442973] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:54.443227] [INFO ] [CONFIGURE ] PGP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:50:54.443299] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1470 tests
[2025-10-11T00:50:54.443348] [INFO ] [CONFIGURE ] PGP: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:50:54.443389] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-11T00:50:54.606223] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:54.768629] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:54.934311] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:55.096824] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:55.261461] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:55.426850] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:50:55.597761] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:55.762753] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:55.928979] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:56.094775] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:56.094947] [INFO ] [CONFIGURE ] PGP: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T00:50:56.094990] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1469 tests
[2025-10-11T00:50:56.095047] [INFO ] [CONFIGURE ] PGP: Testing feature 24/29: add_rsi
[2025-10-11T00:50:56.095105] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-11T00:50:56.279077] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:56.458740] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:50:56.640586] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:56.837833] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.027444] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.216974] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.409878] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.603239] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:50:57.796001] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.992410] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:57.992667] [INFO ] [CONFIGURE ] PGP: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:50:57.992730] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1468 tests
[2025-10-11T00:50:57.992771] [INFO ] [CONFIGURE ] PGP: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:50:57.992805] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-11T00:50:58.154964] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:50:58.317937] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:50:58.481178] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:50:58.649121] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:50:58.816728] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:50:58.983745] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:50:59.146474] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:50:59.312074] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:50:59.475467] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:50:59.639351] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:50:59.639541] [INFO ] [CONFIGURE ] PGP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T00:50:59.639588] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1467 tests
[2025-10-11T00:50:59.639628] [INFO ] [CONFIGURE ] PGP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:50:59.639703] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-11T00:50:59.807430] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:50:59.974304] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:00.142349] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:00.319337] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:00.492366] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:00.669790] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:51:00.851021] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:01.024872] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:01.202666] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:01.374877] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:01.375105] [INFO ] [CONFIGURE ] PGP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:51:01.375156] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1466 tests
[2025-10-11T00:51:01.375196] [INFO ] [CONFIGURE ] PGP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:51:01.375229] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-11T00:51:01.555630] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:01.744577] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:01.918623] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:02.101005] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:02.285871] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:02.465319] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:51:02.641889] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:51:02.823376] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:03.009742] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:03.195631] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:03.195848] [INFO ] [CONFIGURE ] PGP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:51:03.195897] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1465 tests
[2025-10-11T00:51:03.196004] [INFO ] [CONFIGURE ] PGP: Testing feature 28/29: add_volume_profile
[2025-10-11T00:51:03.196055] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-11T00:51:03.392996] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:03.561789] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:51:03.727515] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:03.892291] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:04.064257] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:04.238465] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:51:04.409385] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:04.579987] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:51:04.749822] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:04.921602] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:51:04.921821] [INFO ] [CONFIGURE ] PGP: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:51:04.921876] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1464 tests
[2025-10-11T00:51:04.921917] [INFO ] [CONFIGURE ] PGP: Testing feature 29/29: add_vwap
[2025-10-11T00:51:04.921950] [INFO ] [CONFIGURE ] PGP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-11T00:51:05.102103] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:05.281123] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:51:05.474745] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:05.643148] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:05.815022] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:05.992368] [DEBUG] [FORECASTER] PGP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:51:06.189520] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:51:06.381277] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:51:06.561852] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:06.748302] [DEBUG] [FORECASTER] PGP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:06.748504] [INFO ] [CONFIGURE ] PGP: DISCARDED add_vwap (score: 90.00%)
[2025-10-11T00:51:06.748567] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1463 tests
[2025-10-11T00:51:06.748620] [INFO ] [CONFIGURE ] PGP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:51:06.748698] [INFO ] [CONFIGURE ] PGP: Best accuracy: 100.00%
[2025-10-11T00:51:06.748742] [INFO ] [CONFIGURE ] PGP: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T00:51:06.748772] [INFO ] [CONFIGURE ] PGP: Improvement over baseline: 50.00%
[2025-10-11T00:51:06.748841] [INFO ] [CONFIGURE ] PGP: Total time: 46.3 seconds
[2025-10-11T00:51:06.748891] [INFO ] [CONFIGURE ] PGP: Average time per feature: 1.6 seconds
[2025-10-11T00:51:06.748921] [INFO ] [CONFIGURE ] PGP: Average speed: 0.63 features/sec
[2025-10-11T00:51:06.749544] [INFO ] [LOCAL     ] Saved configuration for PGP: 5 features, 100.00% accuracy -> ./output/feature-sets/PGP.json
[2025-10-11T00:51:06.749598] [INFO ] [CONFIGURE ] PGP: Configuration saved successfully: 5 features, 100.00% accuracy.
[2025-10-11T00:51:06.749675] [INFO ] [sig       ] [171/220] Successfully configured PGP | 0.02 sym/s | Total: 2.1h | ETA: 35.9m
[2025-10-11T00:51:06.749752] [INFO ] [sig       ] [172/220] Configuring PGRE...
[2025-10-11T00:51:06.749825] [INFO ] [CONFIGURE ] PGRE: Configurate test run.
[2025-10-11T00:51:06.749896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-10-11T00:51:06.763530] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGRE'.
[2025-10-11T00:51:06.763933] [INFO ] [CONFIGURE ] PGRE: Testing with 29 available features
[2025-10-11T00:51:06.763988] [INFO ] [CONFIGURE ] PGRE: Establishing baseline with no features...
[2025-10-11T00:51:06.868812] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:51:06.975034] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:07.086842] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:07.200555] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:07.312304] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:07.419826] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:07.535073] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:51:07.652861] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:07.770294] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:07.881668] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:07.881844] [INFO ] [CONFIGURE ] PGRE: Baseline score (no features): 40.00%
[2025-10-11T00:51:07.881895] [INFO ] [CONFIGURE ] PGRE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:51:07.881929] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:51:07.996527] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:08.111192] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:08.227096] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:08.343016] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:08.469151] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:08.585864] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:08.706166] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:08.825517] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:08.945215] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:09.075213] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:09.075415] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:51:09.075465] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1462 tests
[2025-10-11T00:51:09.075538] [INFO ] [CONFIGURE ] PGRE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:51:09.075590] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:51:09.202858] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:09.330714] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:09.455505] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:09.578611] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:09.701410] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:09.823635] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:09.947134] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:10.070287] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:10.195166] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:10.321415] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:10.321567] [INFO ] [CONFIGURE ] PGRE: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T00:51:10.321610] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1461 tests
[2025-10-11T00:51:10.321667] [INFO ] [CONFIGURE ] PGRE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:51:10.321723] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:51:10.446986] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:51:10.571489] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:10.696594] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:10.824476] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:10.952074] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:11.082840] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:11.211952] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:11.342072] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:11.504069] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:11.635508] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:11.635685] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T00:51:11.635747] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1460 tests
[2025-10-11T00:51:11.635786] [INFO ] [CONFIGURE ] PGRE: Testing feature 4/29: add_ema
[2025-10-11T00:51:11.635818] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:51:11.778431] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:11.920133] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:12.061736] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:12.207504] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:12.350098] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:12.495076] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:12.641278] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:12.791019] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:12.938177] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:13.085235] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:13.085387] [INFO ] [CONFIGURE ] PGRE: KEPT add_ema (score: 60.00%)
[2025-10-11T00:51:13.085431] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1459 tests
[2025-10-11T00:51:13.085468] [INFO ] [CONFIGURE ] PGRE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:51:13.085499] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:51:13.252368] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:13.419618] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:13.588847] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:13.755775] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:13.926268] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:14.099470] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:14.267150] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:14.438744] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:14.616199] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:14.795187] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:51:14.795355] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:51:14.795411] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1458 tests
[2025-10-11T00:51:14.795449] [INFO ] [CONFIGURE ] PGRE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:51:14.795480] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-11T00:51:14.950635] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:15.102616] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:15.256830] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:15.409989] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:15.562085] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:15.714044] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:15.866068] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:16.025130] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:16.179212] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:16.332737] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:16.332883] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:51:16.332929] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1457 tests
[2025-10-11T00:51:16.332965] [INFO ] [CONFIGURE ] PGRE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:51:16.332996] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:51:16.478394] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:16.620369] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:16.769265] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:16.915581] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:17.062897] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:17.209638] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:17.356737] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:17.504519] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:17.650117] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:17.803938] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:17.804136] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:51:17.804189] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1456 tests
[2025-10-11T00:51:17.804225] [INFO ] [CONFIGURE ] PGRE: Testing feature 8/29: add_macd
[2025-10-11T00:51:17.804255] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:51:17.982519] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:18.159351] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:18.334431] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:18.510563] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:51:18.690130] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:18.869794] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:19.057712] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:51:19.237374] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:19.417205] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:19.597087] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:51:19.597241] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:51:19.597284] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1455 tests
[2025-10-11T00:51:19.597319] [INFO ] [CONFIGURE ] PGRE: Testing feature 9/29: add_mfi
[2025-10-11T00:51:19.597350] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-11T00:51:19.753094] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:19.910029] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:20.065797] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:20.227880] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:20.386084] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:20.543624] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:20.702104] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:20.893410] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:21.077306] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:21.244272] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:21.244484] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:51:21.244547] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1454 tests
[2025-10-11T00:51:21.244588] [INFO ] [CONFIGURE ] PGRE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:51:21.244621] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:51:21.421213] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:21.588916] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:21.763911] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:21.938979] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:22.116428] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:22.297121] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:22.476638] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:22.657404] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:22.836045] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:23.012016] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:23.012182] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:51:23.012225] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1453 tests
[2025-10-11T00:51:23.012260] [INFO ] [CONFIGURE ] PGRE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:51:23.012290] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-11T00:51:23.161929] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:23.310982] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:23.457626] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:23.642142] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:23.804528] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:23.959750] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:24.107874] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:24.256455] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:24.413689] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:24.573910] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:24.574080] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:51:24.574124] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1452 tests
[2025-10-11T00:51:24.574158] [INFO ] [CONFIGURE ] PGRE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:51:24.574188] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-11T00:51:24.721835] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:24.862970] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:25.005118] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:25.152262] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:25.294671] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:25.438835] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:25.583763] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:25.727953] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:25.872350] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:26.023000] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:26.023144] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:51:26.023187] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1451 tests
[2025-10-11T00:51:26.023221] [INFO ] [CONFIGURE ] PGRE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:51:26.023251] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:51:26.179939] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:26.340352] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:26.496069] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:26.653983] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:51:26.810302] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:26.985585] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:27.140717] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:27.295800] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:27.452434] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:27.617772] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:27.617936] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:51:27.617991] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1450 tests
[2025-10-11T00:51:27.618027] [INFO ] [CONFIGURE ] PGRE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:51:27.618059] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:51:27.776228] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:27.934601] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:28.098534] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:28.262134] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:28.430429] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:28.595962] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:28.761939] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:28.939787] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:29.109887] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:29.281848] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:29.282105] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:51:29.282170] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1449 tests
[2025-10-11T00:51:29.282221] [INFO ] [CONFIGURE ] PGRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:51:29.282280] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:51:29.442224] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:51:29.597303] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:29.751801] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:29.899946] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:51:30.056118] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:30.206598] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:30.355244] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:30.503220] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:30.648236] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:30.794941] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:30.795097] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-11T00:51:30.795141] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1448 tests
[2025-10-11T00:51:30.795175] [INFO ] [CONFIGURE ] PGRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:51:30.795206] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:51:30.944242] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:31.095402] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:31.245566] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:31.402169] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:31.555361] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:31.713298] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:31.875518] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:32.037243] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:32.196698] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:32.357595] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:32.357830] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:51:32.357880] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1447 tests
[2025-10-11T00:51:32.357916] [INFO ] [CONFIGURE ] PGRE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:51:32.357947] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T00:51:32.522883] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:32.684587] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:32.844365] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:33.047508] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:33.217755] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:33.392258] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:33.558268] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:33.740778] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:33.909099] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:34.081033] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:34.081189] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:51:34.081258] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1446 tests
[2025-10-11T00:51:34.081319] [INFO ] [CONFIGURE ] PGRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:51:34.081356] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:51:34.228204] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:34.375538] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:34.522614] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:34.671996] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:34.825879] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:34.979616] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:35.130601] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:51:35.280256] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:35.430411] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:35.583662] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:35.583845] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:51:35.583889] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1445 tests
[2025-10-11T00:51:35.583925] [INFO ] [CONFIGURE ] PGRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:51:35.583956] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:51:35.731542] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:35.902332] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:36.096434] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:36.272854] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:36.446394] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:36.595022] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:36.744196] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:36.905397] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:37.053069] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:37.206505] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:37.206682] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:51:37.206765] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1444 tests
[2025-10-11T00:51:37.206806] [INFO ] [CONFIGURE ] PGRE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:51:37.206839] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-11T00:51:37.363945] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:37.526748] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:37.684173] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:37.844300] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:38.012676] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:38.185397] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:38.393684] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:38.616928] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:38.842968] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:39.120124] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:39.120375] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:51:39.120445] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1443 tests
[2025-10-11T00:51:39.120587] [INFO ] [CONFIGURE ] PGRE: Testing feature 21/29: add_range_position
[2025-10-11T00:51:39.120682] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-11T00:51:39.309040] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:39.496048] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:39.665505] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:39.832670] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:51:40.001169] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:40.171886] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:40.341688] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:40.513831] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:40.682730] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:40.851782] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:40.851915] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:51:40.851959] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1442 tests
[2025-10-11T00:51:40.851993] [INFO ] [CONFIGURE ] PGRE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:51:40.852023] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-11T00:51:41.028069] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:41.208453] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:41.386384] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:41.565715] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:51:41.746380] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:41.928011] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:42.110210] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:42.294421] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:42.483794] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:42.663278] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:42.663479] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:51:42.663525] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1441 tests
[2025-10-11T00:51:42.663560] [INFO ] [CONFIGURE ] PGRE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:51:42.663592] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-11T00:51:42.816033] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:42.971590] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:43.123201] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:43.276123] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:43.429366] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:43.585838] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:43.739330] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:43.893549] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:44.048536] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:44.205355] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:44.205548] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:51:44.205594] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1440 tests
[2025-10-11T00:51:44.205631] [INFO ] [CONFIGURE ] PGRE: Testing feature 24/29: add_rsi
[2025-10-11T00:51:44.205702] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:51:44.357297] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:51:44.509926] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:44.670794] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:44.842970] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:45.014567] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:45.205585] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:45.366799] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:45.531615] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:45.695866] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:45.865468] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:45.865709] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:51:45.865770] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1439 tests
[2025-10-11T00:51:45.865809] [INFO ] [CONFIGURE ] PGRE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:51:45.865865] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-11T00:51:46.020188] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:46.175426] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:46.332802] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:46.485251] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:46.638933] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:46.796781] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:46.955265] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:47.110308] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:47.269755] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:47.426775] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:47.427008] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:51:47.427067] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1438 tests
[2025-10-11T00:51:47.427103] [INFO ] [CONFIGURE ] PGRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:51:47.427135] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:51:47.578873] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:47.731221] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:47.889417] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:48.044048] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:48.203860] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:51:48.364493] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:48.538714] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:48.699911] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:48.863379] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:49.028023] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:51:49.028233] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T00:51:49.028284] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1437 tests
[2025-10-11T00:51:49.028321] [INFO ] [CONFIGURE ] PGRE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:51:49.028353] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-11T00:51:49.194879] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:49.365029] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:49.530395] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:49.695732] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:49.861667] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:50.028951] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:50.197733] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:50.369298] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:50.537098] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:50.707108] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:50.707294] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T00:51:50.707340] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1436 tests
[2025-10-11T00:51:50.707374] [INFO ] [CONFIGURE ] PGRE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:51:50.707406] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-11T00:51:50.863087] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:51.017669] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:51.172765] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:51.327784] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:51.484357] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:51.643164] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:51.807117] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:51.963451] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:52.121834] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:51:52.285196] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:51:52.285365] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T00:51:52.285428] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1435 tests
[2025-10-11T00:51:52.285477] [INFO ] [CONFIGURE ] PGRE: Testing feature 29/29: add_vwap
[2025-10-11T00:51:52.285535] [INFO ] [CONFIGURE ] PGRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-11T00:51:52.444715] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:51:52.604526] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:52.764262] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:52.925328] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:51:53.091205] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:51:53.249464] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:51:53.409009] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:51:53.567014] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:51:53.726873] [DEBUG] [FORECASTER] PGRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:51:53.912455] [DEBUG] [FORECASTER] PGRE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:51:53.912690] [INFO ] [CONFIGURE ] PGRE: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:51:53.912755] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1434 tests
[2025-10-11T00:51:53.912812] [INFO ] [CONFIGURE ] PGRE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:51:53.912868] [INFO ] [CONFIGURE ] PGRE: Best accuracy: 60.00%
[2025-10-11T00:51:53.912924] [INFO ] [CONFIGURE ] PGRE: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:51:53.912955] [INFO ] [CONFIGURE ] PGRE: Improvement over baseline: 20.00%
[2025-10-11T00:51:53.912982] [INFO ] [CONFIGURE ] PGRE: Total time: 46.0 seconds
[2025-10-11T00:51:53.913010] [INFO ] [CONFIGURE ] PGRE: Average time per feature: 1.6 seconds
[2025-10-11T00:51:53.913037] [INFO ] [CONFIGURE ] PGRE: Average speed: 0.63 features/sec
[2025-10-11T00:51:53.913739] [INFO ] [LOCAL     ] Saved configuration for PGRE: 2 features, 60.00% accuracy -> ./output/feature-sets/PGRE.json
[2025-10-11T00:51:53.913794] [INFO ] [CONFIGURE ] PGRE: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T00:51:53.913900] [INFO ] [sig       ] [172/220] Successfully configured PGRE | 0.02 sym/s | Total: 2.1h | ETA: 35.2m
[2025-10-11T00:51:53.913978] [INFO ] [sig       ] [173/220] Configuring PGZ...
[2025-10-11T00:51:53.914046] [INFO ] [CONFIGURE ] PGZ: Configurate test run.
[2025-10-11T00:51:53.914119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-10-11T00:51:53.929024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGZ'.
[2025-10-11T00:51:53.929451] [INFO ] [CONFIGURE ] PGZ: Testing with 29 available features
[2025-10-11T00:51:53.929507] [INFO ] [CONFIGURE ] PGZ: Establishing baseline with no features...
[2025-10-11T00:51:54.039252] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:51:54.146341] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:54.253692] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:54.360016] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:54.466659] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:51:54.584243] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:54.701195] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:51:54.811186] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:51:54.920430] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:51:55.030258] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:51:55.030439] [INFO ] [CONFIGURE ] PGZ: Baseline score (no features): 40.00%
[2025-10-11T00:51:55.030484] [INFO ] [CONFIGURE ] PGZ: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:51:55.030517] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:51:55.153916] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:55.274284] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:51:55.393754] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:51:55.515032] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:51:55.636678] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:51:55.760180] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:55.885897] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:51:56.014951] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:51:56.143351] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:51:56.269952] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:51:56.270161] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T00:51:56.270206] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1433 tests
[2025-10-11T00:51:56.270241] [INFO ] [CONFIGURE ] PGZ: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:51:56.270271] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:51:56.399067] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:56.529744] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:51:56.662501] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:56.792858] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:56.921153] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:51:57.051319] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:57.183668] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:51:57.321163] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:51:57.452765] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:57.605525] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:51:57.605730] [INFO ] [CONFIGURE ] PGZ: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:51:57.605788] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1432 tests
[2025-10-11T00:51:57.605825] [INFO ] [CONFIGURE ] PGZ: Testing feature 3/29: add_daily_returns
[2025-10-11T00:51:57.605856] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:51:57.729887] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:57.858155] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:51:57.983434] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:58.110255] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:58.246912] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:51:58.386860] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:51:58.525718] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:51:58.663714] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:51:58.805007] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:51:58.946421] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:51:58.946586] [INFO ] [CONFIGURE ] PGZ: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:51:58.946630] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1431 tests
[2025-10-11T00:51:58.946704] [INFO ] [CONFIGURE ] PGZ: Testing feature 4/29: add_ema
[2025-10-11T00:51:58.946748] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:51:59.100528] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:51:59.249456] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:51:59.397201] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:51:59.558843] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:51:59.718019] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:51:59.880219] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:00.030990] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:00.180493] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:00.336341] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:00.487371] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:00.487559] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:52:00.487603] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1430 tests
[2025-10-11T00:52:00.487639] [INFO ] [CONFIGURE ] PGZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:52:00.487716] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:52:00.666402] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:00.828588] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:00.986145] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:01.148553] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:01.318527] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:01.481836] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:01.648383] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:01.818236] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:01.997234] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:02.172843] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:02.173037] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:52:02.173085] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1429 tests
[2025-10-11T00:52:02.173123] [INFO ] [CONFIGURE ] PGZ: Testing feature 6/29: add_failed_moves
[2025-10-11T00:52:02.173156] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:52:02.314824] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:02.451808] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:02.592573] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:02.732425] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:02.868385] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:03.005330] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:03.140323] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:03.276368] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:03.413246] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:03.554785] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:03.554987] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:52:03.555034] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1428 tests
[2025-10-11T00:52:03.555068] [INFO ] [CONFIGURE ] PGZ: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:52:03.555121] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:52:03.682893] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:03.809324] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:03.937110] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:04.065584] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:04.197975] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:04.327573] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:04.456481] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:04.588891] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:04.721044] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:04.857591] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:04.857779] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:52:04.857836] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1427 tests
[2025-10-11T00:52:04.857872] [INFO ] [CONFIGURE ] PGZ: Testing feature 8/29: add_macd
[2025-10-11T00:52:04.857902] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:52:05.022341] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:05.189123] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:05.356905] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:05.523550] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:52:05.690207] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:05.857838] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:06.025638] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:06.196529] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:06.366612] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:06.537338] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:06.537517] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:52:06.537562] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1426 tests
[2025-10-11T00:52:06.537596] [INFO ] [CONFIGURE ] PGZ: Testing feature 9/29: add_mfi
[2025-10-11T00:52:06.537626] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:52:06.710043] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:06.851095] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:06.998438] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:07.146210] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:07.292990] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:07.436232] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:07.580071] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:07.723695] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:07.867929] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:08.013035] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:08.013233] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:52:08.013278] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1425 tests
[2025-10-11T00:52:08.013313] [INFO ] [CONFIGURE ] PGZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:52:08.013344] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:52:08.168290] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:08.322825] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:08.484495] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:08.642923] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:08.801217] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:08.960428] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:09.119101] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:09.278457] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:09.438775] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:09.621855] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:09.622050] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:52:09.622116] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1424 tests
[2025-10-11T00:52:09.622156] [INFO ] [CONFIGURE ] PGZ: Testing feature 11/29: add_obv_daily
[2025-10-11T00:52:09.622188] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:52:09.776540] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:09.934451] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:10.092540] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:10.248622] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:10.401406] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:10.539735] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:10.676735] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:10.815227] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:10.953381] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:11.092130] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:11.092287] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:52:11.092331] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1423 tests
[2025-10-11T00:52:11.092365] [INFO ] [CONFIGURE ] PGZ: Testing feature 12/29: add_obv_interval
[2025-10-11T00:52:11.092395] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:52:11.223777] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:11.379917] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:11.516961] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:11.654829] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:11.793483] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:11.939595] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:12.077943] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:12.215284] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:12.353783] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:12.496633] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:12.496866] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:52:12.496926] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1422 tests
[2025-10-11T00:52:12.496998] [INFO ] [CONFIGURE ] PGZ: Testing feature 13/29: add_opening_strength
[2025-10-11T00:52:12.497042] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:52:12.636406] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:12.775497] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:12.913484] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:13.054975] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:13.195500] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:13.334788] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:13.476591] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:13.620970] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:13.762395] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:13.908906] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:13.909096] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T00:52:13.909142] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1421 tests
[2025-10-11T00:52:13.909180] [INFO ] [CONFIGURE ] PGZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:52:13.909213] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:52:14.067472] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:14.233408] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:14.394791] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:14.548180] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:14.700137] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:14.855610] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:15.016131] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:15.179716] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:15.340071] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:15.501243] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:15.501440] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:52:15.501486] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1420 tests
[2025-10-11T00:52:15.501522] [INFO ] [CONFIGURE ] PGZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:52:15.501555] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:52:15.644717] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:15.794467] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:15.945596] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:16.079130] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:16.212257] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:16.344817] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:16.479180] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:16.613252] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:16.747391] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:16.886939] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:16.887168] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:52:16.887214] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1419 tests
[2025-10-11T00:52:16.887250] [INFO ] [CONFIGURE ] PGZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:52:16.887282] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:52:17.029689] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:17.177483] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:17.318584] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:17.464333] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:17.612395] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:17.751215] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:17.894147] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:18.032909] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:18.183995] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:18.346424] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:18.346639] [INFO ] [CONFIGURE ] PGZ: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:52:18.346726] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1418 tests
[2025-10-11T00:52:18.346771] [INFO ] [CONFIGURE ] PGZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:52:18.346805] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T00:52:18.525752] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:18.687588] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:18.844528] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:18.999543] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:19.157859] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:19.318007] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:19.476788] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:19.639726] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:19.803448] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:19.973459] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:19.973708] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:52:19.973767] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1417 tests
[2025-10-11T00:52:19.973808] [INFO ] [CONFIGURE ] PGZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:52:19.973843] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-11T00:52:20.124466] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:20.274816] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:20.427847] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:20.579840] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:20.730022] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:20.877167] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:21.028312] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:21.178142] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:21.326497] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:21.476292] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:21.476444] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:52:21.476535] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1416 tests
[2025-10-11T00:52:21.476578] [INFO ] [CONFIGURE ] PGZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:52:21.476610] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-11T00:52:21.617427] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:21.759977] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:21.905062] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:22.049287] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:22.195106] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:22.346001] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:22.491423] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:22.636139] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:22.782298] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:22.929730] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:22.929898] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:52:22.929943] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1415 tests
[2025-10-11T00:52:22.929977] [INFO ] [CONFIGURE ] PGZ: Testing feature 20/29: add_price_rejection
[2025-10-11T00:52:22.930008] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-11T00:52:23.083168] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:23.239735] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:23.394338] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:23.549698] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:23.701793] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:23.855562] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:24.010921] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:24.173694] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:24.339460] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:24.496743] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:24.496925] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:52:24.497010] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1414 tests
[2025-10-11T00:52:24.497059] [INFO ] [CONFIGURE ] PGZ: Testing feature 21/29: add_range_position
[2025-10-11T00:52:24.497094] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-11T00:52:24.656783] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:24.832024] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:24.996639] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:25.154901] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:25.315140] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:25.475832] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:25.639995] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:25.804476] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:25.969316] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:26.136407] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:26.136554] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:52:26.136617] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1413 tests
[2025-10-11T00:52:26.136694] [INFO ] [CONFIGURE ] PGZ: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:52:26.136751] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-11T00:52:26.310932] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:26.484348] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:26.659198] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:26.840675] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:27.017744] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:27.203896] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:27.386403] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:27.569847] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:27.753834] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:27.947329] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:27.947473] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:52:27.947516] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1412 tests
[2025-10-11T00:52:27.947550] [INFO ] [CONFIGURE ] PGZ: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:52:27.947580] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-11T00:52:28.102186] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:28.256847] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:28.412557] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:28.569842] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:28.727463] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:28.884190] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:29.050011] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:29.220077] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:29.386909] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:29.555905] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:29.556087] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:52:29.556132] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1411 tests
[2025-10-11T00:52:29.556167] [INFO ] [CONFIGURE ] PGZ: Testing feature 24/29: add_rsi
[2025-10-11T00:52:29.556199] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-11T00:52:29.735123] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:29.913572] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:30.096536] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:30.276784] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:30.463495] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:30.693637] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:30.991448] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:31.262714] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:31.498111] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:31.696055] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:31.696420] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T00:52:31.696486] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1410 tests
[2025-10-11T00:52:31.696529] [INFO ] [CONFIGURE ] PGZ: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:52:31.696563] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-11T00:52:31.851995] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:32.002640] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:32.156279] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:32.308402] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:32.463892] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:32.635476] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:32.789036] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:32.945358] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:33.102587] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:33.258715] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:33.258873] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:52:33.258917] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1409 tests
[2025-10-11T00:52:33.258951] [INFO ] [CONFIGURE ] PGZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:52:33.258981] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-11T00:52:33.407307] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:33.554826] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:33.701283] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:33.850133] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:34.000363] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:34.151266] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:34.299786] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:34.445807] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:34.598688] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:34.746490] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:34.746694] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:52:34.746756] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1408 tests
[2025-10-11T00:52:34.746793] [INFO ] [CONFIGURE ] PGZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:52:34.746824] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-11T00:52:34.899285] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:35.054223] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:52:35.209781] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:35.365595] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:35.521138] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:35.678612] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:35.837615] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:52:35.994351] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:36.158710] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:36.326114] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:36.326296] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:52:36.326340] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1407 tests
[2025-10-11T00:52:36.326375] [INFO ] [CONFIGURE ] PGZ: Testing feature 28/29: add_volume_profile
[2025-10-11T00:52:36.326405] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-11T00:52:36.479303] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:36.632419] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:36.786536] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:36.953494] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:37.111979] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:37.271432] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:37.421954] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:37.580251] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:37.753660] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:37.930584] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:37.930796] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:52:37.930852] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1406 tests
[2025-10-11T00:52:37.930891] [INFO ] [CONFIGURE ] PGZ: Testing feature 29/29: add_vwap
[2025-10-11T00:52:37.930923] [INFO ] [CONFIGURE ] PGZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-11T00:52:38.103596] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:52:38.274693] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:52:38.451248] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:38.622532] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:52:38.785405] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:52:38.951261] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:52:39.117916] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:52:39.277071] [DEBUG] [FORECASTER] PGZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:39.433755] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:52:39.587724] [DEBUG] [FORECASTER] PGZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:39.587893] [INFO ] [CONFIGURE ] PGZ: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T00:52:39.587961] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1405 tests
[2025-10-11T00:52:39.588021] [INFO ] [CONFIGURE ] PGZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:52:39.588077] [INFO ] [CONFIGURE ] PGZ: Best accuracy: 80.00%
[2025-10-11T00:52:39.588111] [INFO ] [CONFIGURE ] PGZ: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:52:39.588141] [INFO ] [CONFIGURE ] PGZ: Improvement over baseline: 40.00%
[2025-10-11T00:52:39.588167] [INFO ] [CONFIGURE ] PGZ: Total time: 44.6 seconds
[2025-10-11T00:52:39.588194] [INFO ] [CONFIGURE ] PGZ: Average time per feature: 1.5 seconds
[2025-10-11T00:52:39.588221] [INFO ] [CONFIGURE ] PGZ: Average speed: 0.65 features/sec
[2025-10-11T00:52:39.588783] [INFO ] [LOCAL     ] Saved configuration for PGZ: 3 features, 80.00% accuracy -> ./output/feature-sets/PGZ.json
[2025-10-11T00:52:39.588838] [INFO ] [CONFIGURE ] PGZ: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:52:39.588888] [INFO ] [sig       ] [173/220] Successfully configured PGZ | 0.02 sym/s | Total: 2.1h | ETA: 34.5m
[2025-10-11T00:52:39.588962] [INFO ] [sig       ] [174/220] Configuring PHD...
[2025-10-11T00:52:39.589030] [INFO ] [CONFIGURE ] PHD: Configurate test run.
[2025-10-11T00:52:39.589095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'.
[2025-10-11T00:52:39.601898] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHD'.
[2025-10-11T00:52:39.602233] [INFO ] [CONFIGURE ] PHD: Testing with 29 available features
[2025-10-11T00:52:39.602289] [INFO ] [CONFIGURE ] PHD: Establishing baseline with no features...
[2025-10-11T00:52:39.705359] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:39.811601] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:39.914626] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:40.035312] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:40.137819] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:40.240630] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:40.342587] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:40.446807] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:40.550545] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:40.655235] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:40.655381] [INFO ] [CONFIGURE ] PHD: Baseline score (no features): 60.00%
[2025-10-11T00:52:40.655426] [INFO ] [CONFIGURE ] PHD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:52:40.655459] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:52:40.771320] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:40.891509] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:41.005914] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:41.122184] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:41.238126] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:41.354776] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:41.471322] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:41.585137] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:41.699863] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:41.814055] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:41.814230] [INFO ] [CONFIGURE ] PHD: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-11T00:52:41.814274] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1404 tests
[2025-10-11T00:52:41.814309] [INFO ] [CONFIGURE ] PHD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:52:41.814340] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:52:41.950998] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:42.079750] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:42.209362] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:42.339862] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:42.469749] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:42.604622] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:42.747611] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:52:42.886483] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:43.044335] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:43.186972] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:43.187170] [INFO ] [CONFIGURE ] PHD: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T00:52:43.187217] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1403 tests
[2025-10-11T00:52:43.187253] [INFO ] [CONFIGURE ] PHD: Testing feature 3/29: add_daily_returns
[2025-10-11T00:52:43.187284] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:52:43.308080] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:43.431911] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:43.555961] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:43.680941] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:43.813230] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:43.942598] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:44.082404] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:52:44.220800] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:44.364111] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:44.495495] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:44.495685] [INFO ] [CONFIGURE ] PHD: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T00:52:44.495749] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1402 tests
[2025-10-11T00:52:44.495790] [INFO ] [CONFIGURE ] PHD: Testing feature 4/29: add_ema
[2025-10-11T00:52:44.495824] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:52:44.632254] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:44.768213] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:44.899152] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:45.035448] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:45.169479] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:45.311237] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:45.449339] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:45.586503] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:45.728884] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:45.879256] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:45.879464] [INFO ] [CONFIGURE ] PHD: DISCARDED add_ema (score: 70.00%)
[2025-10-11T00:52:45.879513] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1401 tests
[2025-10-11T00:52:45.879550] [INFO ] [CONFIGURE ] PHD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:52:45.879583] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:52:46.029012] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:46.171445] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:46.318448] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:46.465891] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:52:46.615328] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:46.772268] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:46.926846] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:47.085373] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:47.242225] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:47.432027] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:47.432237] [INFO ] [CONFIGURE ] PHD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:52:47.432284] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1400 tests
[2025-10-11T00:52:47.432322] [INFO ] [CONFIGURE ] PHD: Testing feature 6/29: add_failed_moves
[2025-10-11T00:52:47.432354] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T00:52:47.561725] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:47.689484] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:47.817899] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:47.947611] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:48.075948] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:48.205755] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:48.337390] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:48.470494] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:48.602168] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:48.734017] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:48.734206] [INFO ] [CONFIGURE ] PHD: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:52:48.734250] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1399 tests
[2025-10-11T00:52:48.734284] [INFO ] [CONFIGURE ] PHD: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:52:48.734314] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T00:52:48.853150] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:48.973404] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:49.097224] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:49.223617] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:52:49.344146] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:49.479363] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:49.603846] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:49.732297] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:49.857911] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:52:49.985347] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:49.985529] [INFO ] [CONFIGURE ] PHD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:52:49.985592] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1398 tests
[2025-10-11T00:52:49.985631] [INFO ] [CONFIGURE ] PHD: Testing feature 8/29: add_macd
[2025-10-11T00:52:49.985714] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T00:52:50.144247] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:50.304927] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:50.468303] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:50.626100] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:52:50.784491] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:50.943222] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:51.105716] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:52:51.267330] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:51.428224] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:51.589187] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:51.589379] [INFO ] [CONFIGURE ] PHD: DISCARDED add_macd (score: 40.00%)
[2025-10-11T00:52:51.589425] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1397 tests
[2025-10-11T00:52:51.589459] [INFO ] [CONFIGURE ] PHD: Testing feature 9/29: add_mfi
[2025-10-11T00:52:51.589490] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T00:52:51.726158] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:51.859385] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:51.993837] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:52.129514] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:52.268330] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:52.406713] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:52.545940] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:52.684957] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:52.824501] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:52.963367] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:52.963583] [INFO ] [CONFIGURE ] PHD: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:52:52.963630] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1396 tests
[2025-10-11T00:52:52.963704] [INFO ] [CONFIGURE ] PHD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:52:52.963748] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:52:53.110672] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:53.259315] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:53.408835] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:53.558447] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:53.711842] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:53.864829] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:54.018246] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:54.177265] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:54.338173] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:54.501481] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:54.501710] [INFO ] [CONFIGURE ] PHD: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:52:54.501771] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1395 tests
[2025-10-11T00:52:54.501809] [INFO ] [CONFIGURE ] PHD: Testing feature 11/29: add_obv_daily
[2025-10-11T00:52:54.501842] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T00:52:54.634212] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:54.763931] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:52:54.893866] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:55.024410] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:55.157940] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:55.289044] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:55.421254] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:55.566221] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:55.702309] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:55.835975] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:52:55.836135] [INFO ] [CONFIGURE ] PHD: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:52:55.836179] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1394 tests
[2025-10-11T00:52:55.836214] [INFO ] [CONFIGURE ] PHD: Testing feature 12/29: add_obv_interval
[2025-10-11T00:52:55.836300] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T00:52:55.967127] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:52:56.104261] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:56.235770] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:56.366124] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:56.496929] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:52:56.634335] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:56.769711] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:56.905967] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:57.038268] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:57.178383] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:57.178559] [INFO ] [CONFIGURE ] PHD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:52:57.178607] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1393 tests
[2025-10-11T00:52:57.178683] [INFO ] [CONFIGURE ] PHD: Testing feature 13/29: add_opening_strength
[2025-10-11T00:52:57.178750] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:52:57.315427] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:57.454061] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:57.593957] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:52:57.735143] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:52:57.876827] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:58.018138] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:58.161898] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:52:58.303621] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:52:58.445367] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:52:58.605497] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:52:58.605681] [INFO ] [CONFIGURE ] PHD: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:52:58.605746] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1392 tests
[2025-10-11T00:52:58.605788] [INFO ] [CONFIGURE ] PHD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:52:58.605820] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T00:52:58.749911] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:52:58.895729] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:52:59.040623] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:52:59.183060] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:52:59.322744] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:52:59.464873] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:52:59.607322] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:52:59.751233] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:52:59.896870] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:00.042527] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:00.042757] [INFO ] [CONFIGURE ] PHD: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:53:00.042811] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1391 tests
[2025-10-11T00:53:00.042846] [INFO ] [CONFIGURE ] PHD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:53:00.042878] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T00:53:00.164838] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:00.285250] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:00.405433] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:00.526455] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:00.652346] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:00.787077] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:00.917789] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:01.044114] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:01.171445] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:01.301156] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:01.301343] [INFO ] [CONFIGURE ] PHD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T00:53:01.301408] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1390 tests
[2025-10-11T00:53:01.301448] [INFO ] [CONFIGURE ] PHD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:53:01.301482] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T00:53:01.443259] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:01.620994] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:01.759438] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:01.903991] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:02.035366] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:02.169929] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:02.317805] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:02.458178] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:02.594478] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:02.731354] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:02.731668] [INFO ] [CONFIGURE ] PHD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:53:02.731744] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1389 tests
[2025-10-11T00:53:02.731793] [INFO ] [CONFIGURE ] PHD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:53:02.731833] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T00:53:02.868120] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:03.000766] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:03.137911] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:03.278282] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:03.418233] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:03.557634] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:03.701954] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:03.850055] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:03.997553] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:04.145347] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:04.145544] [INFO ] [CONFIGURE ] PHD: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-11T00:53:04.145610] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1388 tests
[2025-10-11T00:53:04.145679] [INFO ] [CONFIGURE ] PHD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:53:04.145734] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T00:53:04.270797] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:04.392155] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:04.514587] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:04.666055] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:04.790749] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:04.915815] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:05.041754] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:05.170426] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:05.299681] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:05.425697] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:05.425929] [INFO ] [CONFIGURE ] PHD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:53:05.425982] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1387 tests
[2025-10-11T00:53:05.426019] [INFO ] [CONFIGURE ] PHD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:53:05.426051] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T00:53:05.550321] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:05.676375] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:05.804399] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:05.930070] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:06.054794] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:06.181374] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:06.310485] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:06.439094] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:06.572267] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:06.702594] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:06.702795] [INFO ] [CONFIGURE ] PHD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:53:06.702848] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1386 tests
[2025-10-11T00:53:06.702890] [INFO ] [CONFIGURE ] PHD: Testing feature 20/29: add_price_rejection
[2025-10-11T00:53:06.702921] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T00:53:06.835434] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:06.970107] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:07.104168] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:07.239330] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:07.377799] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:07.514130] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:07.682902] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:07.823841] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:07.964466] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:08.102046] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:08.102205] [INFO ] [CONFIGURE ] PHD: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:53:08.102252] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1385 tests
[2025-10-11T00:53:08.102287] [INFO ] [CONFIGURE ] PHD: Testing feature 21/29: add_range_position
[2025-10-11T00:53:08.102320] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T00:53:08.247090] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:08.387705] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:08.523844] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:08.660287] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:08.802141] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:08.945849] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:09.089141] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:09.233496] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:09.381198] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:09.533418] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:09.533576] [INFO ] [CONFIGURE ] PHD: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T00:53:09.533622] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1384 tests
[2025-10-11T00:53:09.533698] [INFO ] [CONFIGURE ] PHD: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:53:09.533745] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T00:53:09.681534] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:09.829013] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:09.981513] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:10.135002] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:10.295565] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:10.457260] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:10.618948] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:10.778861] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:10.939864] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:11.101610] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:11.101811] [INFO ] [CONFIGURE ] PHD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:53:11.101862] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1383 tests
[2025-10-11T00:53:11.101898] [INFO ] [CONFIGURE ] PHD: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:53:11.101929] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T00:53:11.230776] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:11.359079] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:11.487563] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:11.619086] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:11.747563] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:11.882636] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:12.015371] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:12.147857] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:12.280282] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:12.413488] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:12.413661] [INFO ] [CONFIGURE ] PHD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:53:12.413724] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1382 tests
[2025-10-11T00:53:12.413784] [INFO ] [CONFIGURE ] PHD: Testing feature 24/29: add_rsi
[2025-10-11T00:53:12.413840] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T00:53:12.559800] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:12.707417] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:12.855112] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:13.004479] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:13.155892] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:13.305837] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:13.457260] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:13.612737] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:13.783277] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:13.936476] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:13.936639] [INFO ] [CONFIGURE ] PHD: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:53:13.936723] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1381 tests
[2025-10-11T00:53:13.936763] [INFO ] [CONFIGURE ] PHD: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:53:13.936818] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T00:53:14.062356] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:14.191732] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:14.318031] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:14.446199] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:14.575450] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:14.706191] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:14.840710] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:14.971138] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:15.103549] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:15.238209] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:15.238375] [INFO ] [CONFIGURE ] PHD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:53:15.238419] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1380 tests
[2025-10-11T00:53:15.238454] [INFO ] [CONFIGURE ] PHD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:53:15.238486] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T00:53:15.367764] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:15.499237] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:15.632446] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:15.767971] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:15.901320] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:16.036616] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:16.172603] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:53:16.309559] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:16.448057] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:16.586506] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:16.586694] [INFO ] [CONFIGURE ] PHD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:53:16.586756] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1379 tests
[2025-10-11T00:53:16.586794] [INFO ] [CONFIGURE ] PHD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:53:16.586826] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T00:53:16.730048] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:16.874353] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:17.020410] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:17.170356] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:53:17.314598] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:17.457856] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:17.602350] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:17.739432] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:17.875953] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:18.014416] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:18.014610] [INFO ] [CONFIGURE ] PHD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:53:18.014684] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1378 tests
[2025-10-11T00:53:18.014738] [INFO ] [CONFIGURE ] PHD: Testing feature 28/29: add_volume_profile
[2025-10-11T00:53:18.014771] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T00:53:18.140677] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:18.266030] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:18.393345] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:18.524614] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:18.650155] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:53:18.781953] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:18.909989] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:19.037131] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:19.165574] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:19.294500] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:19.294684] [INFO ] [CONFIGURE ] PHD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:53:19.294753] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1377 tests
[2025-10-11T00:53:19.294813] [INFO ] [CONFIGURE ] PHD: Testing feature 29/29: add_vwap
[2025-10-11T00:53:19.294869] [INFO ] [CONFIGURE ] PHD: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T00:53:19.424958] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:53:19.553411] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:19.680853] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:53:19.827551] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:19.955807] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:20.085185] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:20.214183] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:20.352316] [DEBUG] [FORECASTER] PHD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:20.492205] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:20.632527] [DEBUG] [FORECASTER] PHD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:53:20.632741] [INFO ] [CONFIGURE ] PHD: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:53:20.632799] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1376 tests
[2025-10-11T00:53:20.632837] [INFO ] [CONFIGURE ] PHD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:53:20.632869] [INFO ] [CONFIGURE ] PHD: Best accuracy: 80.00%
[2025-10-11T00:53:20.632902] [INFO ] [CONFIGURE ] PHD: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T00:53:20.632932] [INFO ] [CONFIGURE ] PHD: Improvement over baseline: 20.00%
[2025-10-11T00:53:20.632981] [INFO ] [CONFIGURE ] PHD: Total time: 40.0 seconds
[2025-10-11T00:53:20.633010] [INFO ] [CONFIGURE ] PHD: Average time per feature: 1.4 seconds
[2025-10-11T00:53:20.633040] [INFO ] [CONFIGURE ] PHD: Average speed: 0.73 features/sec
[2025-10-11T00:53:20.633351] [INFO ] [LOCAL     ] Saved configuration for PHD: 1 features, 80.00% accuracy -> ./output/feature-sets/PHD.json
[2025-10-11T00:53:20.633399] [INFO ] [CONFIGURE ] PHD: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T00:53:20.633436] [INFO ] [sig       ] [174/220] Successfully configured PHD | 0.02 sym/s | Total: 2.1h | ETA: 33.7m
[2025-10-11T00:53:20.633469] [INFO ] [sig       ] [175/220] Configuring PHI...
[2025-10-11T00:53:20.633499] [INFO ] [CONFIGURE ] PHI: Configurate test run.
[2025-10-11T00:53:20.633538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-10-11T00:53:20.644450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHI'.
[2025-10-11T00:53:20.644777] [INFO ] [CONFIGURE ] PHI: Testing with 29 available features
[2025-10-11T00:53:20.644832] [INFO ] [CONFIGURE ] PHI: Establishing baseline with no features...
[2025-10-11T00:53:20.755896] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:20.864617] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:20.973282] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:21.082251] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:21.190754] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:21.301617] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:21.412026] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:53:21.522347] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:21.631946] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:21.743101] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:21.743264] [INFO ] [CONFIGURE ] PHI: Baseline score (no features): 50.00%
[2025-10-11T00:53:21.743308] [INFO ] [CONFIGURE ] PHI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:53:21.743340] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:53:21.876666] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:21.992494] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:22.111182] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:22.229721] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:22.346430] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:22.463930] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:22.582456] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:53:22.703069] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:22.850277] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:22.978269] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:22.978455] [INFO ] [CONFIGURE ] PHI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:53:22.978500] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1375 tests
[2025-10-11T00:53:22.978603] [INFO ] [CONFIGURE ] PHI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:53:22.978683] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:53:23.134246] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:23.324131] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:23.513542] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:23.688009] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:23.852891] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:24.021519] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:24.154830] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:24.288505] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:24.409911] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:24.540102] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:24.540278] [INFO ] [CONFIGURE ] PHI: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:53:24.540324] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1374 tests
[2025-10-11T00:53:24.540360] [INFO ] [CONFIGURE ] PHI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:53:24.540392] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:53:24.669543] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:24.794836] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:24.921138] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:25.046223] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:25.189593] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:25.323357] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:25.455394] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:25.584913] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:25.725611] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:25.891104] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:25.891270] [INFO ] [CONFIGURE ] PHI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:53:25.891317] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1373 tests
[2025-10-11T00:53:25.891357] [INFO ] [CONFIGURE ] PHI: Testing feature 4/29: add_ema
[2025-10-11T00:53:25.891392] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:53:26.036478] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:26.181956] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:26.327249] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:26.473443] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:26.620149] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:26.766247] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:26.918971] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:27.070082] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:27.222805] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:27.370608] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:27.370866] [INFO ] [CONFIGURE ] PHI: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:53:27.370927] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1372 tests
[2025-10-11T00:53:27.370966] [INFO ] [CONFIGURE ] PHI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:53:27.370997] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:53:27.527550] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:27.677701] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:27.822989] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:27.972216] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:28.121951] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:28.277183] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:28.425811] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:28.575160] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:28.725294] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:28.906932] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:28.907086] [INFO ] [CONFIGURE ] PHI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:53:28.907133] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1371 tests
[2025-10-11T00:53:28.907166] [INFO ] [CONFIGURE ] PHI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:53:28.907196] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:53:29.036225] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:29.165237] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:29.294803] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:29.423529] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:29.555486] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:29.688129] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:29.816029] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:29.943037] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:30.069570] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:30.197206] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:30.197357] [INFO ] [CONFIGURE ] PHI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:53:30.197401] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1370 tests
[2025-10-11T00:53:30.197435] [INFO ] [CONFIGURE ] PHI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:53:30.197465] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:53:30.313450] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:30.429617] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:30.546224] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:30.662448] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:30.779725] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:30.897192] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:31.015902] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:31.134856] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:31.255301] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:53:31.375114] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:31.375251] [INFO ] [CONFIGURE ] PHI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:53:31.375294] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1369 tests
[2025-10-11T00:53:31.375328] [INFO ] [CONFIGURE ] PHI: Testing feature 8/29: add_macd
[2025-10-11T00:53:31.375360] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:53:31.529481] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:31.684157] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:31.839833] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:32.000326] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:32.166229] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:32.330012] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:32.494344] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:32.658916] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:32.827114] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:32.997334] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:32.997506] [INFO ] [CONFIGURE ] PHI: KEPT add_macd (score: 80.00%)
[2025-10-11T00:53:32.997560] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1368 tests
[2025-10-11T00:53:32.997601] [INFO ] [CONFIGURE ] PHI: Testing feature 9/29: add_mfi
[2025-10-11T00:53:32.997638] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:53:33.179631] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:33.359669] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:33.534211] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:33.708619] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:33.882885] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:34.056582] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:34.231408] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:34.414331] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:34.595932] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:34.777519] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:34.777901] [INFO ] [CONFIGURE ] PHI: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:53:34.777966] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1367 tests
[2025-10-11T00:53:34.778005] [INFO ] [CONFIGURE ] PHI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:53:34.778037] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:53:34.994515] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:35.181536] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:35.372455] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:35.577951] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:35.771048] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:35.965056] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:36.162543] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:36.361381] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:36.554474] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:36.747618] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:36.747834] [INFO ] [CONFIGURE ] PHI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:53:36.747883] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1366 tests
[2025-10-11T00:53:36.747919] [INFO ] [CONFIGURE ] PHI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:53:36.747951] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:53:36.915143] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:37.086619] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:37.259222] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:37.433269] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:37.606354] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:37.780816] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:37.957633] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:38.139203] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:38.317704] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:38.500192] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:38.500406] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T00:53:38.500469] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1365 tests
[2025-10-11T00:53:38.500507] [INFO ] [CONFIGURE ] PHI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:53:38.500539] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:53:38.670537] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:38.888136] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:39.097161] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:39.282345] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:39.454136] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:39.626787] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:39.801351] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:39.973498] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:40.147896] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:40.325530] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:40.325766] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T00:53:40.325834] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1364 tests
[2025-10-11T00:53:40.325881] [INFO ] [CONFIGURE ] PHI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:53:40.325914] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:53:40.508133] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:40.688964] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:40.870289] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:41.082377] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:41.265308] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:41.448405] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:41.632198] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:41.813567] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:42.000756] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:42.198133] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:42.198311] [INFO ] [CONFIGURE ] PHI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:53:42.198356] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1363 tests
[2025-10-11T00:53:42.198393] [INFO ] [CONFIGURE ] PHI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:53:42.198424] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:53:42.386170] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:42.574468] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:42.762958] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:42.953459] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:43.143181] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:43.328076] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:43.514577] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:43.706170] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:43.898109] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:44.129107] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:44.129268] [INFO ] [CONFIGURE ] PHI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:53:44.129312] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1362 tests
[2025-10-11T00:53:44.129369] [INFO ] [CONFIGURE ] PHI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:53:44.129483] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:53:44.295873] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:44.467838] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:44.659945] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:44.837366] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:45.017697] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:45.196387] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:45.376380] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:45.550813] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:45.724266] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:45.899093] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:45.899276] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:53:45.899320] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1361 tests
[2025-10-11T00:53:45.899356] [INFO ] [CONFIGURE ] PHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:53:45.899387] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T00:53:46.071893] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:46.247052] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:46.421784] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:46.598624] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:46.774572] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:46.953016] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:47.163311] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:47.335453] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:47.505604] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:47.675713] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:47.675879] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:53:47.675924] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1360 tests
[2025-10-11T00:53:47.675959] [INFO ] [CONFIGURE ] PHI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:53:47.675992] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:53:47.870679] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:48.056325] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:48.241740] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:48.422029] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:48.602519] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:48.782503] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:48.964531] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:49.144480] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:49.325496] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:49.512775] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:49.512961] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T00:53:49.513006] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1359 tests
[2025-10-11T00:53:49.513041] [INFO ] [CONFIGURE ] PHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:53:49.513072] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T00:53:49.678207] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:49.843436] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:50.011712] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:50.180920] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:50.351032] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:50.539081] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:50.712427] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:50.882211] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:51.055590] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:51.231953] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:51.232144] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:53:51.232192] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1358 tests
[2025-10-11T00:53:51.232258] [INFO ] [CONFIGURE ] PHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:53:51.232314] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T00:53:51.401672] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:51.570570] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:51.742004] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:51.917942] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:52.098038] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:52.274317] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:52.446716] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:52.619038] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:53:52.793237] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:52.982017] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:52.982258] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:53:52.982316] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1357 tests
[2025-10-11T00:53:52.982357] [INFO ] [CONFIGURE ] PHI: Testing feature 20/29: add_price_rejection
[2025-10-11T00:53:52.982426] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T00:53:53.171122] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:53.353447] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:53.566613] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:53.752944] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:53.935775] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:54.116879] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:54.301532] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:54.483524] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:54.679773] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:54.865734] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:54.865893] [INFO ] [CONFIGURE ] PHI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:53:54.865946] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1356 tests
[2025-10-11T00:53:54.865982] [INFO ] [CONFIGURE ] PHI: Testing feature 21/29: add_range_position
[2025-10-11T00:53:54.866013] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T00:53:55.047012] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:55.229510] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:53:55.417599] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:55.604706] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:55.793270] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:55.987036] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:56.179367] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:56.382861] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:56.605139] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:56.795162] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:56.795397] [INFO ] [CONFIGURE ] PHI: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:53:56.795460] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1355 tests
[2025-10-11T00:53:56.795498] [INFO ] [CONFIGURE ] PHI: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:53:56.795530] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T00:53:56.998304] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:57.211036] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:57.422100] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:57.636605] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:57.846865] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:53:58.051137] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:53:58.264200] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:53:58.470938] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:53:58.680748] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:53:58.893040] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:53:58.893242] [INFO ] [CONFIGURE ] PHI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:53:58.893289] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1354 tests
[2025-10-11T00:53:58.893325] [INFO ] [CONFIGURE ] PHI: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:53:58.893356] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T00:53:59.070490] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:53:59.246222] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:53:59.430479] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:53:59.644190] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:53:59.823523] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:00.008986] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:00.187786] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:00.366370] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:00.549715] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:00.729078] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:00.729284] [INFO ] [CONFIGURE ] PHI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:54:00.729335] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1353 tests
[2025-10-11T00:54:00.729370] [INFO ] [CONFIGURE ] PHI: Testing feature 24/29: add_rsi
[2025-10-11T00:54:00.729402] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T00:54:00.921593] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:54:01.119956] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:54:01.314066] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:01.508231] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:01.724266] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:01.940551] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:02.150144] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:02.352378] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:02.564035] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:02.776758] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:02.776996] [INFO ] [CONFIGURE ] PHI: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:54:02.777056] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1352 tests
[2025-10-11T00:54:02.777094] [INFO ] [CONFIGURE ] PHI: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:54:02.777125] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T00:54:02.963469] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:54:03.140743] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:54:03.319691] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:03.494092] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:03.664298] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:03.842392] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:04.012620] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:04.186491] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:04.365497] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:04.537783] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:04.537945] [INFO ] [CONFIGURE ] PHI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T00:54:04.537988] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1351 tests
[2025-10-11T00:54:04.538022] [INFO ] [CONFIGURE ] PHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:54:04.538053] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T00:54:04.718788] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:54:04.888066] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:54:05.059407] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:05.229031] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:05.395567] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:05.562057] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:05.732380] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:05.906011] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:06.081862] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:06.268227] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:06.268448] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T00:54:06.268499] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1350 tests
[2025-10-11T00:54:06.268535] [INFO ] [CONFIGURE ] PHI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:54:06.268566] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T00:54:06.449607] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:54:06.627115] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:54:06.813157] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:07.019194] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:07.221998] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:07.409043] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:07.594589] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:07.781729] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:07.967841] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:08.154379] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:08.154592] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:54:08.154675] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1349 tests
[2025-10-11T00:54:08.154732] [INFO ] [CONFIGURE ] PHI: Testing feature 28/29: add_volume_profile
[2025-10-11T00:54:08.154766] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T00:54:08.326847] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:54:08.499802] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:54:08.679372] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:08.853607] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:09.025745] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:09.196896] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:09.377559] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:09.557228] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:09.736125] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:09.911600] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:09.911825] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T00:54:09.911875] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1348 tests
[2025-10-11T00:54:09.911922] [INFO ] [CONFIGURE ] PHI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:54:09.911977] [INFO ] [CONFIGURE ] PHI: Best accuracy: 80.00%
[2025-10-11T00:54:09.912011] [INFO ] [CONFIGURE ] PHI: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:54:09.912041] [INFO ] [CONFIGURE ] PHI: Improvement over baseline: 30.00%
[2025-10-11T00:54:09.912067] [INFO ] [CONFIGURE ] PHI: Total time: 48.2 seconds
[2025-10-11T00:54:09.912093] [INFO ] [CONFIGURE ] PHI: Average time per feature: 1.7 seconds
[2025-10-11T00:54:09.912120] [INFO ] [CONFIGURE ] PHI: Average speed: 0.60 features/sec
[2025-10-11T00:54:09.912732] [INFO ] [LOCAL     ] Saved configuration for PHI: 3 features, 80.00% accuracy -> ./output/feature-sets/PHI.json
[2025-10-11T00:54:09.912787] [INFO ] [CONFIGURE ] PHI: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:54:09.912837] [INFO ] [sig       ] [175/220] Successfully configured PHI | 0.02 sym/s | Total: 2.1h | ETA: 33.0m
[2025-10-11T00:54:09.912913] [INFO ] [sig       ] [176/220] Configuring PHK...
[2025-10-11T00:54:09.912982] [INFO ] [CONFIGURE ] PHK: Configurate test run.
[2025-10-11T00:54:09.913047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-10-11T00:54:09.928332] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHK'.
[2025-10-11T00:54:09.928672] [INFO ] [CONFIGURE ] PHK: Testing with 29 available features
[2025-10-11T00:54:09.928729] [INFO ] [CONFIGURE ] PHK: Establishing baseline with no features...
[2025-10-11T00:54:10.034300] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:10.139688] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:10.244918] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:10.350899] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:10.457799] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:10.564051] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:10.676723] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:10.784616] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:10.897259] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:11.007905] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:54:11.008068] [INFO ] [CONFIGURE ] PHK: Baseline score (no features): 50.00%
[2025-10-11T00:54:11.008113] [INFO ] [CONFIGURE ] PHK: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:54:11.008145] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:54:11.131912] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:11.250622] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:11.372373] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:11.493818] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:11.631845] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:11.768746] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:11.901408] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:12.039064] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:12.174268] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:12.299534] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:12.299744] [INFO ] [CONFIGURE ] PHK: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T00:54:12.299806] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1347 tests
[2025-10-11T00:54:12.299843] [INFO ] [CONFIGURE ] PHK: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:54:12.299873] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:54:12.423454] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:12.551197] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:12.677530] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:12.801624] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:12.924868] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:13.047961] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:13.175257] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:13.304339] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:13.431802] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:13.560162] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:13.560311] [INFO ] [CONFIGURE ] PHK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:54:13.560353] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1346 tests
[2025-10-11T00:54:13.560387] [INFO ] [CONFIGURE ] PHK: Testing feature 3/29: add_daily_returns
[2025-10-11T00:54:13.560440] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_daily_returns']
[2025-10-11T00:54:13.666890] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:13.773165] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:13.880146] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:13.986723] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:14.093121] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:14.203204] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:14.311007] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:14.422902] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:14.534116] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:14.647830] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:14.648051] [INFO ] [CONFIGURE ] PHK: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:54:14.648097] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1345 tests
[2025-10-11T00:54:14.648141] [INFO ] [CONFIGURE ] PHK: Testing feature 4/29: add_ema
[2025-10-11T00:54:14.648209] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_ema']
[2025-10-11T00:54:14.783038] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:14.906432] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:15.028893] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:15.161690] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:15.309922] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:15.490957] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:15.680593] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:15.843442] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:16.036779] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:16.211231] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:16.211419] [INFO ] [CONFIGURE ] PHK: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:54:16.211468] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1344 tests
[2025-10-11T00:54:16.211507] [INFO ] [CONFIGURE ] PHK: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:54:16.211541] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:54:16.354565] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:16.510854] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:16.653576] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:16.790552] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:16.931818] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:17.067850] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:17.197215] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:17.330105] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:17.464181] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:17.607129] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:17.607324] [INFO ] [CONFIGURE ] PHK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:54:17.607369] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1343 tests
[2025-10-11T00:54:17.607405] [INFO ] [CONFIGURE ] PHK: Testing feature 6/29: add_failed_moves
[2025-10-11T00:54:17.607439] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_failed_moves']
[2025-10-11T00:54:17.724839] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:17.835373] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:17.946197] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:18.056259] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:18.167260] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:18.277971] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:18.392017] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:18.510631] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:18.626050] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:18.740536] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:54:18.740731] [INFO ] [CONFIGURE ] PHK: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:54:18.740787] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1342 tests
[2025-10-11T00:54:18.740823] [INFO ] [CONFIGURE ] PHK: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:54:18.740853] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_lag_shelf']
[2025-10-11T00:54:18.848937] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:18.964985] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:19.068747] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:19.174683] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:19.282836] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:19.389751] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:19.496118] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:19.601161] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:19.717249] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:19.826965] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:54:19.827133] [INFO ] [CONFIGURE ] PHK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T00:54:19.827177] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1341 tests
[2025-10-11T00:54:19.827212] [INFO ] [CONFIGURE ] PHK: Testing feature 8/29: add_macd
[2025-10-11T00:54:19.827245] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:54:19.987735] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:20.135613] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:20.285953] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:20.428105] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:20.568153] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:20.714360] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:20.879470] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:21.040220] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:21.202547] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:21.346930] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:21.347159] [INFO ] [CONFIGURE ] PHK: KEPT add_macd (score: 60.00%)
[2025-10-11T00:54:21.347208] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1340 tests
[2025-10-11T00:54:21.347244] [INFO ] [CONFIGURE ] PHK: Testing feature 9/29: add_mfi
[2025-10-11T00:54:21.347277] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T00:54:21.504895] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:21.660154] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:21.832723] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:21.987577] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:22.147034] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:22.310518] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:22.471554] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:22.632674] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:22.801834] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:22.960054] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:22.960242] [INFO ] [CONFIGURE ] PHK: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:54:22.960286] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1339 tests
[2025-10-11T00:54:22.960323] [INFO ] [CONFIGURE ] PHK: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:54:22.960355] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:54:23.123894] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:23.297291] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:23.470798] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:23.649118] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:23.882938] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:24.091167] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:24.267899] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:24.447131] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:24.618981] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:24.796721] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:24.796951] [INFO ] [CONFIGURE ] PHK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:54:24.797026] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1338 tests
[2025-10-11T00:54:24.797087] [INFO ] [CONFIGURE ] PHK: Testing feature 11/29: add_obv_daily
[2025-10-11T00:54:24.797121] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T00:54:24.953957] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:25.112297] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:25.264009] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:25.416043] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:25.577297] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:25.739470] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:25.903379] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:26.092579] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:26.251411] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:26.405375] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:26.405552] [INFO ] [CONFIGURE ] PHK: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T00:54:26.405616] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1337 tests
[2025-10-11T00:54:26.405686] [INFO ] [CONFIGURE ] PHK: Testing feature 12/29: add_obv_interval
[2025-10-11T00:54:26.405746] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T00:54:26.560470] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:26.719465] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:26.894604] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:27.038165] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:27.183204] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:27.330838] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:27.482476] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:27.631599] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:27.781427] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:27.952996] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:27.953239] [INFO ] [CONFIGURE ] PHK: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:54:27.953307] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1336 tests
[2025-10-11T00:54:27.953363] [INFO ] [CONFIGURE ] PHK: Testing feature 13/29: add_opening_strength
[2025-10-11T00:54:27.953416] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:54:28.129108] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:28.301787] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:28.471415] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:28.642401] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:28.821461] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:28.990417] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:54:29.166805] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:29.343901] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:29.520510] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:29.698910] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:29.699119] [INFO ] [CONFIGURE ] PHK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:54:29.699184] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1335 tests
[2025-10-11T00:54:29.699237] [INFO ] [CONFIGURE ] PHK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:54:29.699295] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T00:54:29.882276] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:30.073874] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:30.244064] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:30.428628] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:30.611593] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:30.783436] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:30.954729] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:31.143361] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:31.310942] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:31.481699] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:31.481853] [INFO ] [CONFIGURE ] PHK: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:54:31.481897] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1334 tests
[2025-10-11T00:54:31.481931] [INFO ] [CONFIGURE ] PHK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:54:31.481962] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T00:54:31.628969] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:31.783447] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:31.931330] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:32.079459] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:32.226801] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:32.385814] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:54:32.537436] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:32.691341] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:32.854094] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:33.014381] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:33.014616] [INFO ] [CONFIGURE ] PHK: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-11T00:54:33.014701] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1333 tests
[2025-10-11T00:54:33.014750] [INFO ] [CONFIGURE ] PHK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:54:33.014784] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T00:54:33.168984] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:33.322587] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:33.476625] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:33.637214] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:33.793667] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:33.949816] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:34.106436] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:34.265261] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:34.423936] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:34.581053] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:34.581218] [INFO ] [CONFIGURE ] PHK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:54:34.581264] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1332 tests
[2025-10-11T00:54:34.581297] [INFO ] [CONFIGURE ] PHK: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:54:34.581327] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T00:54:34.740953] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:34.909092] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:35.079014] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:35.242092] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:35.411141] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:35.579340] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:35.743431] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:35.908803] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:54:36.076502] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:36.247468] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:36.247722] [INFO ] [CONFIGURE ] PHK: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T00:54:36.247782] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1331 tests
[2025-10-11T00:54:36.247820] [INFO ] [CONFIGURE ] PHK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:54:36.247854] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T00:54:36.394823] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:36.542681] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:36.690448] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:36.845735] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:36.995932] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:37.152226] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:37.307030] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:37.463086] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:37.621475] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:37.776902] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:37.777167] [INFO ] [CONFIGURE ] PHK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:54:37.777224] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1330 tests
[2025-10-11T00:54:37.777314] [INFO ] [CONFIGURE ] PHK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:54:37.777355] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T00:54:37.927345] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:38.074699] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:38.223802] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:38.366234] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:38.512936] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:38.656618] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:38.799708] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:38.941518] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:39.088859] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:39.236930] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:39.237140] [INFO ] [CONFIGURE ] PHK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:54:39.237190] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1329 tests
[2025-10-11T00:54:39.237225] [INFO ] [CONFIGURE ] PHK: Testing feature 20/29: add_price_rejection
[2025-10-11T00:54:39.237255] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T00:54:39.393181] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:39.548949] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:39.704718] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:39.862226] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:40.018620] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:40.175786] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:54:40.335113] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:40.498269] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:40.658905] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:40.819732] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:40.819912] [INFO ] [CONFIGURE ] PHK: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-11T00:54:40.819962] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1328 tests
[2025-10-11T00:54:40.819998] [INFO ] [CONFIGURE ] PHK: Testing feature 21/29: add_range_position
[2025-10-11T00:54:40.820028] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T00:54:40.979869] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:41.134720] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:41.294447] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:41.456938] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:41.619379] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:41.778572] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:54:41.938322] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:42.100459] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:42.262919] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:42.425191] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:42.425332] [INFO ] [CONFIGURE ] PHK: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T00:54:42.425376] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1327 tests
[2025-10-11T00:54:42.425410] [INFO ] [CONFIGURE ] PHK: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:54:42.425441] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T00:54:42.604735] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:42.784883] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:42.964256] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:43.143621] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:43.323787] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:43.504554] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:43.686591] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:43.870071] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:44.053490] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:44.236491] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:44.236695] [INFO ] [CONFIGURE ] PHK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:54:44.236756] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1326 tests
[2025-10-11T00:54:44.236794] [INFO ] [CONFIGURE ] PHK: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:54:44.236824] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T00:54:44.391665] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:44.545596] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:44.699031] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:44.851268] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:45.004892] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:45.159594] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:45.315095] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:45.471361] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:45.629377] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:45.789011] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:45.789198] [INFO ] [CONFIGURE ] PHK: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:54:45.789296] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1325 tests
[2025-10-11T00:54:45.789351] [INFO ] [CONFIGURE ] PHK: Testing feature 24/29: add_rsi
[2025-10-11T00:54:45.789385] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T00:54:45.954903] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:46.121659] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:46.289722] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:46.458587] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:46.627001] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:46.796058] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:46.973557] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:47.148578] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:47.323452] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:47.500899] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:54:47.501089] [INFO ] [CONFIGURE ] PHK: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:54:47.501136] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1324 tests
[2025-10-11T00:54:47.501173] [INFO ] [CONFIGURE ] PHK: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:54:47.501205] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T00:54:47.664188] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:47.814482] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:47.967720] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:48.137103] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:48.291124] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:48.445317] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:48.600703] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:48.756275] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:48.913257] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:49.076009] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:49.076202] [INFO ] [CONFIGURE ] PHK: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T00:54:49.076253] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1323 tests
[2025-10-11T00:54:49.076297] [INFO ] [CONFIGURE ] PHK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:54:49.076337] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T00:54:49.245760] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:49.405203] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:49.564547] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:49.725730] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:49.885828] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:54:50.048171] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:50.210945] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:50.376513] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:50.539690] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:50.707866] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:50.708049] [INFO ] [CONFIGURE ] PHK: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:54:50.708093] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1322 tests
[2025-10-11T00:54:50.708128] [INFO ] [CONFIGURE ] PHK: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:54:50.708159] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T00:54:50.872174] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:51.037633] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:51.212084] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:51.381925] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:51.566206] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:51.751325] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:51.931373] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:52.108472] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:52.276067] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:52.442134] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:52.442296] [INFO ] [CONFIGURE ] PHK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:54:52.442341] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1321 tests
[2025-10-11T00:54:52.442377] [INFO ] [CONFIGURE ] PHK: Testing feature 28/29: add_volume_profile
[2025-10-11T00:54:52.442406] [INFO ] [CONFIGURE ] PHK: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T00:54:52.595577] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:54:52.750586] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:52.908320] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:53.065075] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:53.220764] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:54:53.376460] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:54:53.533460] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:53.689363] [DEBUG] [FORECASTER] PHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:54:53.847866] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:54.004507] [DEBUG] [FORECASTER] PHK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:54.004724] [INFO ] [CONFIGURE ] PHK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:54:54.004782] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1320 tests
[2025-10-11T00:54:54.004840] [INFO ] [CONFIGURE ] PHK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:54:54.004931] [INFO ] [CONFIGURE ] PHK: Best accuracy: 60.00%
[2025-10-11T00:54:54.004985] [INFO ] [CONFIGURE ] PHK: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-11T00:54:54.005017] [INFO ] [CONFIGURE ] PHK: Improvement over baseline: 10.00%
[2025-10-11T00:54:54.005044] [INFO ] [CONFIGURE ] PHK: Total time: 43.0 seconds
[2025-10-11T00:54:54.005070] [INFO ] [CONFIGURE ] PHK: Average time per feature: 1.5 seconds
[2025-10-11T00:54:54.005097] [INFO ] [CONFIGURE ] PHK: Average speed: 0.67 features/sec
[2025-10-11T00:54:54.005697] [INFO ] [LOCAL     ] Saved configuration for PHK: 2 features, 60.00% accuracy -> ./output/feature-sets/PHK.json
[2025-10-11T00:54:54.005752] [INFO ] [CONFIGURE ] PHK: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T00:54:54.005802] [INFO ] [sig       ] [176/220] Successfully configured PHK | 0.02 sym/s | Total: 2.2h | ETA: 32.3m
[2025-10-11T00:54:54.005878] [INFO ] [sig       ] [177/220] Configuring PIM...
[2025-10-11T00:54:54.005946] [INFO ] [CONFIGURE ] PIM: Configurate test run.
[2025-10-11T00:54:54.006019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-10-11T00:54:54.020176] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PIM'.
[2025-10-11T00:54:54.020521] [INFO ] [CONFIGURE ] PIM: Testing with 29 available features
[2025-10-11T00:54:54.020576] [INFO ] [CONFIGURE ] PIM: Establishing baseline with no features...
[2025-10-11T00:54:54.127919] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:54:54.240218] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:54:54.350474] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:54.458337] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:54.585744] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:54:54.696667] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:54.806992] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:54.918439] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:54:55.029922] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:55.141038] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:55.141196] [INFO ] [CONFIGURE ] PIM: Baseline score (no features): 30.00%
[2025-10-11T00:54:55.141239] [INFO ] [CONFIGURE ] PIM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:54:55.141272] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:54:55.263627] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:54:55.384052] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:54:55.510174] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:54:55.636567] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:54:55.759869] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:54:55.883930] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:54:56.009485] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:54:56.133338] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:54:56.259745] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:54:56.385421] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:56.385630] [INFO ] [CONFIGURE ] PIM: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-11T00:54:56.385711] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1319 tests
[2025-10-11T00:54:56.385753] [INFO ] [CONFIGURE ] PIM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:54:56.385785] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:54:56.510050] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:54:56.640860] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:56.772591] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:56.901846] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:57.036150] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:54:57.171834] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:57.308397] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:57.441967] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:54:57.604634] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:57.737688] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:54:57.737876] [INFO ] [CONFIGURE ] PIM: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:54:57.737920] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1318 tests
[2025-10-11T00:54:57.737953] [INFO ] [CONFIGURE ] PIM: Testing feature 3/29: add_daily_returns
[2025-10-11T00:54:57.737984] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:54:57.873997] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:54:58.006739] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:58.136838] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:58.270585] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:58.401367] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:54:58.532114] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:54:58.663941] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:54:58.798204] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:54:58.932326] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:54:59.075327] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:54:59.075586] [INFO ] [CONFIGURE ] PIM: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T00:54:59.075673] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1317 tests
[2025-10-11T00:54:59.075743] [INFO ] [CONFIGURE ] PIM: Testing feature 4/29: add_ema
[2025-10-11T00:54:59.075809] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:54:59.225877] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:54:59.373902] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:54:59.524899] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:54:59.675206] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:54:59.826122] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:54:59.980392] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:00.142412] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:00.308607] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:00.466347] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:00.662166] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:00.662342] [INFO ] [CONFIGURE ] PIM: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:55:00.662385] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1316 tests
[2025-10-11T00:55:00.662419] [INFO ] [CONFIGURE ] PIM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:55:00.662450] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:55:00.827149] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:00.987831] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:01.148978] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:01.311916] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:01.480557] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:01.658410] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:01.837413] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:02.018512] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:02.194449] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:02.360063] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:02.360236] [INFO ] [CONFIGURE ] PIM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:55:02.360302] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1315 tests
[2025-10-11T00:55:02.360361] [INFO ] [CONFIGURE ] PIM: Testing feature 6/29: add_failed_moves
[2025-10-11T00:55:02.360395] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:55:02.509182] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:02.639708] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:02.776749] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:02.916052] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:03.060139] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:03.203408] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:03.347739] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:03.493290] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:03.660903] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:03.810309] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:03.810469] [INFO ] [CONFIGURE ] PIM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T00:55:03.810512] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1314 tests
[2025-10-11T00:55:03.810547] [INFO ] [CONFIGURE ] PIM: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:55:03.810601] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:55:03.949240] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:04.088530] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:04.223478] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:04.355637] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:04.486538] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:04.617583] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:04.749738] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:04.897867] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:05.036543] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:05.178025] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:05.178237] [INFO ] [CONFIGURE ] PIM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:55:05.178292] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1313 tests
[2025-10-11T00:55:05.178341] [INFO ] [CONFIGURE ] PIM: Testing feature 8/29: add_macd
[2025-10-11T00:55:05.178399] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:55:05.348720] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:05.513713] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:05.681362] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:05.848461] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:06.013630] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:06.186088] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:06.364300] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:06.538678] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:06.743619] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:06.916507] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:06.916718] [INFO ] [CONFIGURE ] PIM: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:55:06.916782] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1312 tests
[2025-10-11T00:55:06.916819] [INFO ] [CONFIGURE ] PIM: Testing feature 9/29: add_mfi
[2025-10-11T00:55:06.916850] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:55:07.065087] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:07.216263] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:07.376230] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:07.529257] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:07.686357] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:07.843120] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:08.002261] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:08.152112] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:08.303462] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:08.455120] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:08.455296] [INFO ] [CONFIGURE ] PIM: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:55:08.455357] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1311 tests
[2025-10-11T00:55:08.455394] [INFO ] [CONFIGURE ] PIM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:55:08.455425] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:55:08.615194] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:08.773458] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:08.936662] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:09.098838] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:09.259942] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:09.421529] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:09.584982] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:09.784022] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:09.948230] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:10.118330] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:10.118533] [INFO ] [CONFIGURE ] PIM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T00:55:10.118591] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1310 tests
[2025-10-11T00:55:10.118628] [INFO ] [CONFIGURE ] PIM: Testing feature 11/29: add_obv_daily
[2025-10-11T00:55:10.118697] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:55:10.260298] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:10.403505] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:10.547102] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:10.689282] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:10.832560] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:10.977545] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:11.121328] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:11.269853] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:11.421162] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:11.567446] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:11.567610] [INFO ] [CONFIGURE ] PIM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:55:11.567684] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1309 tests
[2025-10-11T00:55:11.567738] [INFO ] [CONFIGURE ] PIM: Testing feature 12/29: add_obv_interval
[2025-10-11T00:55:11.567771] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:55:11.703830] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:11.840394] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:11.976927] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:12.113030] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:12.250554] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:12.387222] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:12.532024] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:12.670754] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:12.824013] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:12.963459] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:12.963596] [INFO ] [CONFIGURE ] PIM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:55:12.963663] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1308 tests
[2025-10-11T00:55:12.963724] [INFO ] [CONFIGURE ] PIM: Testing feature 13/29: add_opening_strength
[2025-10-11T00:55:12.963760] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:55:13.108379] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:13.252211] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:13.396528] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:13.543272] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:13.697478] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:13.843819] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:13.990080] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:14.135426] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:14.282454] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:14.432672] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:14.432827] [INFO ] [CONFIGURE ] PIM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:55:14.432884] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1307 tests
[2025-10-11T00:55:14.432930] [INFO ] [CONFIGURE ] PIM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:55:14.432970] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:55:14.583597] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:14.734792] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:14.897748] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:15.050792] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:15.202053] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:55:15.376026] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:15.531973] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:15.687428] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:15.883346] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:16.037224] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:16.037399] [INFO ] [CONFIGURE ] PIM: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:55:16.037442] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1306 tests
[2025-10-11T00:55:16.037479] [INFO ] [CONFIGURE ] PIM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:55:16.037514] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:55:16.171667] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:16.299373] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:16.429577] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:16.559476] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:16.690563] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:16.830508] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:16.974728] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:17.122227] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:17.267363] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:17.409488] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:17.409718] [INFO ] [CONFIGURE ] PIM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T00:55:17.409776] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1305 tests
[2025-10-11T00:55:17.409815] [INFO ] [CONFIGURE ] PIM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:55:17.409847] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:55:17.547791] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:17.687175] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:17.828886] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:17.972140] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:18.113971] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:18.252200] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:18.393138] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:18.533468] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:18.677034] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:18.818724] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:18.818889] [INFO ] [CONFIGURE ] PIM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T00:55:18.818956] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1304 tests
[2025-10-11T00:55:18.819017] [INFO ] [CONFIGURE ] PIM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:55:18.819052] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:55:18.966379] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:19.112752] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:19.256423] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:19.397682] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:19.544452] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:19.688615] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:19.840316] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:20.001930] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:20.159802] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:20.310992] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:20.311214] [INFO ] [CONFIGURE ] PIM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T00:55:20.311342] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1303 tests
[2025-10-11T00:55:20.311389] [INFO ] [CONFIGURE ] PIM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:55:20.311424] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:55:20.453104] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:20.587581] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:20.722845] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:20.855843] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:20.998537] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:21.137418] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:21.274934] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:21.409975] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:21.556466] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:21.695252] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:21.695428] [INFO ] [CONFIGURE ] PIM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T00:55:21.695470] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1302 tests
[2025-10-11T00:55:21.695505] [INFO ] [CONFIGURE ] PIM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:55:21.695537] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:55:21.828841] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:21.960397] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:22.091255] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:22.228871] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:22.360596] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:22.493363] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:22.626027] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:22.758935] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:22.892141] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:23.029350] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:23.029566] [INFO ] [CONFIGURE ] PIM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:55:23.029615] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1301 tests
[2025-10-11T00:55:23.029678] [INFO ] [CONFIGURE ] PIM: Testing feature 20/29: add_price_rejection
[2025-10-11T00:55:23.029729] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T00:55:23.169451] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:23.311170] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:23.449787] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:23.593292] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:23.740757] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:23.940477] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:24.135827] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:24.349257] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:24.551150] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:24.747245] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:24.747435] [INFO ] [CONFIGURE ] PIM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:55:24.747482] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1300 tests
[2025-10-11T00:55:24.747520] [INFO ] [CONFIGURE ] PIM: Testing feature 21/29: add_range_position
[2025-10-11T00:55:24.747554] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-11T00:55:24.949099] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:25.117989] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:25.286541] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:25.458870] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:25.628311] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:25.795972] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:25.967299] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:26.140274] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:26.316284] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:26.491966] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:26.492150] [INFO ] [CONFIGURE ] PIM: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:55:26.492194] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1299 tests
[2025-10-11T00:55:26.492231] [INFO ] [CONFIGURE ] PIM: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:55:26.492265] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:55:26.681639] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:26.874414] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:27.066892] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:27.255628] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:27.448173] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:27.643377] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:27.828992] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:28.029961] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:28.223383] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:28.416154] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:28.416367] [INFO ] [CONFIGURE ] PIM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:55:28.416431] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1298 tests
[2025-10-11T00:55:28.416472] [INFO ] [CONFIGURE ] PIM: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:55:28.416506] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:55:28.573979] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:28.728128] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:28.865670] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:29.004780] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:29.143006] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:29.281823] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:29.424228] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:29.556206] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:29.705575] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:29.868313] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:29.868519] [INFO ] [CONFIGURE ] PIM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T00:55:29.868574] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1297 tests
[2025-10-11T00:55:29.868612] [INFO ] [CONFIGURE ] PIM: Testing feature 24/29: add_rsi
[2025-10-11T00:55:29.868674] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:55:30.035002] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:30.185201] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:30.337908] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:30.492454] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:30.648484] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:30.803879] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:30.960986] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:31.118290] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:31.280439] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:31.438934] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:31.439113] [INFO ] [CONFIGURE ] PIM: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T00:55:31.439181] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1296 tests
[2025-10-11T00:55:31.439218] [INFO ] [CONFIGURE ] PIM: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:55:31.439248] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:55:31.572856] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:31.704775] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:31.836770] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:31.969944] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:32.107100] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:32.247730] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:32.379805] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:32.512720] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:32.646239] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:32.787130] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:32.787301] [INFO ] [CONFIGURE ] PIM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:55:32.787344] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1295 tests
[2025-10-11T00:55:32.787379] [INFO ] [CONFIGURE ] PIM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:55:32.787409] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:55:32.927819] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:33.064070] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:33.203327] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:33.336776] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:33.471547] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:33.609913] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:33.748967] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:33.887432] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:34.052064] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:34.189776] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:34.189955] [INFO ] [CONFIGURE ] PIM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:55:34.190019] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1294 tests
[2025-10-11T00:55:34.190058] [INFO ] [CONFIGURE ] PIM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:55:34.190090] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:55:34.331307] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:34.472501] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:34.615359] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:55:34.758304] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:34.903417] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:35.055935] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:35.208795] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:35.360950] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:35.511936] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:35.658499] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:35.658670] [INFO ] [CONFIGURE ] PIM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:55:35.658732] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1293 tests
[2025-10-11T00:55:35.658770] [INFO ] [CONFIGURE ] PIM: Testing feature 28/29: add_volume_profile
[2025-10-11T00:55:35.658802] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T00:55:35.789051] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:35.919788] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:36.049823] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:36.187815] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:36.322005] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:36.457336] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:36.593693] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:55:36.730278] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:36.869000] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:37.009406] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:55:37.009580] [INFO ] [CONFIGURE ] PIM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:55:37.009623] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1292 tests
[2025-10-11T00:55:37.009729] [INFO ] [CONFIGURE ] PIM: Testing feature 29/29: add_vwap
[2025-10-11T00:55:37.009788] [INFO ] [CONFIGURE ] PIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-11T00:55:37.149370] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:37.285982] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:37.423350] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:37.575496] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:37.727203] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:55:37.869820] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:38.009913] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:55:38.151389] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:38.297222] [DEBUG] [FORECASTER] PIM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:38.442133] [DEBUG] [FORECASTER] PIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:38.442302] [INFO ] [CONFIGURE ] PIM: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T00:55:38.442345] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1291 tests
[2025-10-11T00:55:38.442404] [INFO ] [CONFIGURE ] PIM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:55:38.442483] [INFO ] [CONFIGURE ] PIM: Best accuracy: 70.00%
[2025-10-11T00:55:38.442527] [INFO ] [CONFIGURE ] PIM: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:55:38.442556] [INFO ] [CONFIGURE ] PIM: Improvement over baseline: 40.00%
[2025-10-11T00:55:38.442582] [INFO ] [CONFIGURE ] PIM: Total time: 43.3 seconds
[2025-10-11T00:55:38.442608] [INFO ] [CONFIGURE ] PIM: Average time per feature: 1.5 seconds
[2025-10-11T00:55:38.442635] [INFO ] [CONFIGURE ] PIM: Average speed: 0.67 features/sec
[2025-10-11T00:55:38.443246] [INFO ] [LOCAL     ] Saved configuration for PIM: 2 features, 70.00% accuracy -> ./output/feature-sets/PIM.json
[2025-10-11T00:55:38.443302] [INFO ] [CONFIGURE ] PIM: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T00:55:38.443352] [INFO ] [sig       ] [177/220] Successfully configured PIM | 0.02 sym/s | Total: 2.2h | ETA: 31.6m
[2025-10-11T00:55:38.443428] [INFO ] [sig       ] [178/220] Configuring PINE...
[2025-10-11T00:55:38.443497] [INFO ] [CONFIGURE ] PINE: Configurate test run.
[2025-10-11T00:55:38.443569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-10-11T00:55:38.456626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PINE'.
[2025-10-11T00:55:38.457078] [INFO ] [CONFIGURE ] PINE: Testing with 29 available features
[2025-10-11T00:55:38.457144] [INFO ] [CONFIGURE ] PINE: Establishing baseline with no features...
[2025-10-11T00:55:38.561353] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:38.664427] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:38.767852] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:38.870512] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:38.977201] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:39.081737] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:39.185674] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:55:39.291218] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:39.406845] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:39.515414] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:39.515555] [INFO ] [CONFIGURE ] PINE: Baseline score (no features): 40.00%
[2025-10-11T00:55:39.515598] [INFO ] [CONFIGURE ] PINE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:55:39.515630] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:55:39.635148] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:39.753010] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:39.873275] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:39.993686] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:40.112936] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:40.232267] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:40.350557] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:40.470633] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:40.588323] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:40.704153] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:40.704292] [INFO ] [CONFIGURE ] PINE: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T00:55:40.704335] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1290 tests
[2025-10-11T00:55:40.704369] [INFO ] [CONFIGURE ] PINE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:55:40.704398] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:55:40.835794] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:40.966758] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:41.099211] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:41.232327] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:41.370897] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:41.508613] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:41.642770] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:41.778041] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:41.913419] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:42.049317] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:42.049483] [INFO ] [CONFIGURE ] PINE: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:55:42.049532] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1289 tests
[2025-10-11T00:55:42.049564] [INFO ] [CONFIGURE ] PINE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:55:42.049594] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:55:42.187490] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:42.325089] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:42.463557] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:42.607037] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:42.750629] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:42.889464] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:43.030479] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:43.176557] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:43.319107] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:43.460011] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:43.460178] [INFO ] [CONFIGURE ] PINE: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T00:55:43.460222] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1288 tests
[2025-10-11T00:55:43.460257] [INFO ] [CONFIGURE ] PINE: Testing feature 4/29: add_ema
[2025-10-11T00:55:43.460287] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T00:55:43.613090] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:43.765342] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:43.924942] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:44.078500] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:44.236148] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:44.391637] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:44.546614] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:44.702340] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:44.856148] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:45.009490] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:45.009666] [INFO ] [CONFIGURE ] PINE: DISCARDED add_ema (score: 80.00%)
[2025-10-11T00:55:45.009730] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1287 tests
[2025-10-11T00:55:45.009769] [INFO ] [CONFIGURE ] PINE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:55:45.009799] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:55:45.167290] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:45.326143] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:45.487503] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:45.649751] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:45.809748] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:45.971623] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:46.165215] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:46.328085] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T00:55:46.496154] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:46.672485] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:46.672701] [INFO ] [CONFIGURE ] PINE: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T00:55:46.672778] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1286 tests
[2025-10-11T00:55:46.672819] [INFO ] [CONFIGURE ] PINE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:55:46.672852] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T00:55:46.823098] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:46.978007] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:47.130171] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:47.282243] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:47.432460] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:47.583195] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:47.735789] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:47.885075] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:48.035562] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:48.189601] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:48.189816] [INFO ] [CONFIGURE ] PINE: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:55:48.189868] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1285 tests
[2025-10-11T00:55:48.189904] [INFO ] [CONFIGURE ] PINE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:55:48.189935] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T00:55:48.326241] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:48.472795] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:48.610941] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:48.750219] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:48.892904] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:49.032843] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:49.198403] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:49.342441] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:49.483953] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:49.625106] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:49.625270] [INFO ] [CONFIGURE ] PINE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T00:55:49.625314] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1284 tests
[2025-10-11T00:55:49.625349] [INFO ] [CONFIGURE ] PINE: Testing feature 8/29: add_macd
[2025-10-11T00:55:49.625383] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T00:55:49.796782] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:49.975875] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:50.153508] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:50.335198] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:50.516693] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:50.702216] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:50.876412] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:51.051728] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:51.228851] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T00:55:51.404662] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:51.404891] [INFO ] [CONFIGURE ] PINE: DISCARDED add_macd (score: 70.00%)
[2025-10-11T00:55:51.404954] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1283 tests
[2025-10-11T00:55:51.404993] [INFO ] [CONFIGURE ] PINE: Testing feature 9/29: add_mfi
[2025-10-11T00:55:51.405024] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-11T00:55:51.558815] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:51.716347] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:51.870915] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:52.026868] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:52.188799] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:52.348942] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:52.534523] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:52.695929] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:52.855232] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:53.016095] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:53.016275] [INFO ] [CONFIGURE ] PINE: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T00:55:53.016332] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1282 tests
[2025-10-11T00:55:53.016369] [INFO ] [CONFIGURE ] PINE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:55:53.016403] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:55:53.183673] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:55:53.364501] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:53.539372] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:53.718112] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:53.886498] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:54.054458] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:54.228566] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:54.405434] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:54.582484] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:54.758102] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:54.758248] [INFO ] [CONFIGURE ] PINE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T00:55:54.758377] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1281 tests
[2025-10-11T00:55:54.758420] [INFO ] [CONFIGURE ] PINE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:55:54.758452] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T00:55:54.908961] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:55.068483] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:55.219347] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:55.370229] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:55.558172] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:55.717129] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:55.871764] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:55:56.027119] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:56.185228] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:56.345295] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:56.345489] [INFO ] [CONFIGURE ] PINE: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:55:56.345593] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1280 tests
[2025-10-11T00:55:56.345671] [INFO ] [CONFIGURE ] PINE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:55:56.345725] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T00:55:56.495034] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:56.645397] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:55:56.798115] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:55:56.950153] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:55:57.105910] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:57.258085] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:55:57.410044] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:57.562619] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:57.720841] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:57.873744] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:57.873932] [INFO ] [CONFIGURE ] PINE: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:55:57.873976] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1279 tests
[2025-10-11T00:55:57.874011] [INFO ] [CONFIGURE ] PINE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:55:57.874041] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:55:58.028348] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:58.185512] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:58.350741] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:55:58.508340] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:55:58.665989] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:55:58.822961] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:55:58.983508] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:55:59.141339] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:55:59.300237] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:55:59.465549] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:55:59.465732] [INFO ] [CONFIGURE ] PINE: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:55:59.465788] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1278 tests
[2025-10-11T00:55:59.465826] [INFO ] [CONFIGURE ] PINE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:55:59.465857] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T00:55:59.639793] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:55:59.810473] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:55:59.979522] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:00.150081] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:00.326472] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:00.491109] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:00.657894] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:00.823119] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:00.987913] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:01.157819] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:01.158033] [INFO ] [CONFIGURE ] PINE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T00:56:01.158091] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1277 tests
[2025-10-11T00:56:01.158129] [INFO ] [CONFIGURE ] PINE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:56:01.158161] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T00:56:01.302514] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:01.447804] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:01.624558] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:01.775235] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:01.926078] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:02.074788] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:02.226838] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:02.383731] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:02.533676] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:02.685467] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:02.685630] [INFO ] [CONFIGURE ] PINE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:56:02.685710] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1276 tests
[2025-10-11T00:56:02.685756] [INFO ] [CONFIGURE ] PINE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:56:02.685789] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T00:56:02.836317] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:02.986312] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:03.141489] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:56:03.294342] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:56:03.446326] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:03.598364] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:03.753838] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:03.905085] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:04.056107] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:04.206497] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:04.206741] [INFO ] [CONFIGURE ] PINE: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T00:56:04.206873] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1275 tests
[2025-10-11T00:56:04.206931] [INFO ] [CONFIGURE ] PINE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:56:04.207003] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T00:56:04.361255] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:04.512799] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:04.693521] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:04.849999] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:05.013659] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:05.179294] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:05.357241] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:05.525147] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:05.680474] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:05.839078] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:05.839259] [INFO ] [CONFIGURE ] PINE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T00:56:05.839308] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1274 tests
[2025-10-11T00:56:05.839343] [INFO ] [CONFIGURE ] PINE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:56:05.839375] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T00:56:05.982772] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:06.127710] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:06.273488] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:06.419373] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:06.566925] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:06.712354] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:06.858872] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:07.009633] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:07.162165] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:07.316415] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:07.316664] [INFO ] [CONFIGURE ] PINE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T00:56:07.316729] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1273 tests
[2025-10-11T00:56:07.316769] [INFO ] [CONFIGURE ] PINE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:56:07.316802] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T00:56:07.456878] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:07.595841] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:07.736811] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:07.877356] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:08.020810] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:08.167578] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:08.316256] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:08.458146] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:08.602172] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:08.749954] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:08.750138] [INFO ] [CONFIGURE ] PINE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:56:08.750182] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1272 tests
[2025-10-11T00:56:08.750220] [INFO ] [CONFIGURE ] PINE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:56:08.750252] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T00:56:08.902591] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:09.056115] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:09.209040] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:09.365303] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:09.522233] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:09.680599] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:09.838750] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:09.997767] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:10.155333] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:10.317745] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:10.317900] [INFO ] [CONFIGURE ] PINE: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:56:10.317944] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1271 tests
[2025-10-11T00:56:10.317980] [INFO ] [CONFIGURE ] PINE: Testing feature 21/29: add_range_position
[2025-10-11T00:56:10.318012] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-11T00:56:10.478262] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:10.639160] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:10.801662] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:10.963580] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:11.129871] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:11.304226] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:11.479465] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:11.653273] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:11.822376] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:11.985227] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:11.985426] [INFO ] [CONFIGURE ] PINE: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T00:56:11.985531] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1270 tests
[2025-10-11T00:56:11.985586] [INFO ] [CONFIGURE ] PINE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:56:11.985622] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T00:56:12.161939] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:12.339176] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:12.516387] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:12.699499] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:56:12.882428] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:13.062942] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:13.260143] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:13.442784] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:13.624755] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:13.812396] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:13.812586] [INFO ] [CONFIGURE ] PINE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T00:56:13.812632] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1269 tests
[2025-10-11T00:56:13.812711] [INFO ] [CONFIGURE ] PINE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:56:13.812754] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T00:56:13.961812] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:14.109717] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:14.256731] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:14.407727] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:14.556159] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:14.704999] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:14.854097] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:15.003817] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:15.165106] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:15.320961] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:15.321143] [INFO ] [CONFIGURE ] PINE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T00:56:15.321187] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1268 tests
[2025-10-11T00:56:15.321238] [INFO ] [CONFIGURE ] PINE: Testing feature 24/29: add_rsi
[2025-10-11T00:56:15.321295] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T00:56:15.486914] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:15.650555] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:15.815590] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:15.981196] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:16.146702] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:16.319956] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:16.494672] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:16.678720] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:16.878880] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:17.086467] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:17.086696] [INFO ] [CONFIGURE ] PINE: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T00:56:17.086761] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1267 tests
[2025-10-11T00:56:17.086860] [INFO ] [CONFIGURE ] PINE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:56:17.086903] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T00:56:17.271048] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:17.474323] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:17.660294] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:17.811019] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:17.962181] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:18.112192] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:18.265289] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:18.418998] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:18.570135] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:18.717165] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:18.717324] [INFO ] [CONFIGURE ] PINE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:56:18.717367] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1266 tests
[2025-10-11T00:56:18.717401] [INFO ] [CONFIGURE ] PINE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:56:18.717432] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T00:56:18.863273] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:19.010222] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:19.159630] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:19.308946] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:56:19.458708] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:19.610530] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:19.793468] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:19.954627] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:20.108769] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:20.263823] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:20.263993] [INFO ] [CONFIGURE ] PINE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T00:56:20.264063] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1265 tests
[2025-10-11T00:56:20.264100] [INFO ] [CONFIGURE ] PINE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:56:20.264131] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T00:56:20.425021] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:20.585459] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:20.749540] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:56:20.912599] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:21.076068] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:21.238565] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:21.405884] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:21.570802] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:21.737767] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:21.906133] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:21.906294] [INFO ] [CONFIGURE ] PINE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T00:56:21.906339] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1264 tests
[2025-10-11T00:56:21.906375] [INFO ] [CONFIGURE ] PINE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:56:21.906410] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T00:56:22.062771] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:56:22.215908] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:22.369112] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:22.520205] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:56:22.669263] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:22.850323] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:23.004187] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:56:23.153961] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:23.306355] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:23.455491] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:23.455700] [INFO ] [CONFIGURE ] PINE: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:56:23.455758] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1263 tests
[2025-10-11T00:56:23.455817] [INFO ] [CONFIGURE ] PINE: Testing feature 29/29: add_vwap
[2025-10-11T00:56:23.455873] [INFO ] [CONFIGURE ] PINE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-11T00:56:23.603508] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:56:23.751926] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:23.900564] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:56:24.051798] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:56:24.207706] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T00:56:24.368507] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:24.525289] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:24.680412] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T00:56:24.838270] [DEBUG] [FORECASTER] PINE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T00:56:24.996868] [DEBUG] [FORECASTER] PINE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:56:24.997082] [INFO ] [CONFIGURE ] PINE: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:56:24.997143] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1262 tests
[2025-10-11T00:56:24.997196] [INFO ] [CONFIGURE ] PINE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:56:24.997253] [INFO ] [CONFIGURE ] PINE: Best accuracy: 80.00%
[2025-10-11T00:56:24.997290] [INFO ] [CONFIGURE ] PINE: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:56:24.997322] [INFO ] [CONFIGURE ] PINE: Improvement over baseline: 40.00%
[2025-10-11T00:56:24.997351] [INFO ] [CONFIGURE ] PINE: Total time: 45.5 seconds
[2025-10-11T00:56:24.997380] [INFO ] [CONFIGURE ] PINE: Average time per feature: 1.6 seconds
[2025-10-11T00:56:24.997409] [INFO ] [CONFIGURE ] PINE: Average speed: 0.64 features/sec
[2025-10-11T00:56:24.998037] [INFO ] [LOCAL     ] Saved configuration for PINE: 3 features, 80.00% accuracy -> ./output/feature-sets/PINE.json
[2025-10-11T00:56:24.998093] [INFO ] [CONFIGURE ] PINE: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:56:24.998164] [INFO ] [sig       ] [178/220] Successfully configured PINE | 0.02 sym/s | Total: 2.2h | ETA: 30.8m
[2025-10-11T00:56:24.998241] [INFO ] [sig       ] [179/220] Configuring PKE...
[2025-10-11T00:56:24.998312] [INFO ] [CONFIGURE ] PKE: Configurate test run.
[2025-10-11T00:56:24.998386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-10-11T00:56:25.014417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKE'.
[2025-10-11T00:56:25.014762] [INFO ] [CONFIGURE ] PKE: Testing with 29 available features
[2025-10-11T00:56:25.014819] [INFO ] [CONFIGURE ] PKE: Establishing baseline with no features...
[2025-10-11T00:56:25.117476] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:25.219097] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:25.322318] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:25.421862] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:25.525636] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:25.629432] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:56:25.736699] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:25.871570] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:25.976992] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:26.084250] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:26.084400] [INFO ] [CONFIGURE ] PKE: Baseline score (no features): 40.00%
[2025-10-11T00:56:26.084442] [INFO ] [CONFIGURE ] PKE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:56:26.084475] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:56:26.201273] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:26.317048] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:56:26.433121] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:26.555036] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:26.679021] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:26.806796] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:26.931306] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:27.059385] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:27.188971] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:27.310562] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:27.310778] [INFO ] [CONFIGURE ] PKE: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T00:56:27.310831] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1261 tests
[2025-10-11T00:56:27.310869] [INFO ] [CONFIGURE ] PKE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:56:27.310901] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:56:27.447472] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:27.586179] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:27.724074] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:27.859484] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:28.003684] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:28.140867] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:28.279328] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:28.418373] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:28.555074] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:28.696146] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:28.696342] [INFO ] [CONFIGURE ] PKE: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:56:28.696415] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1260 tests
[2025-10-11T00:56:28.696472] [INFO ] [CONFIGURE ] PKE: Testing feature 3/29: add_daily_returns
[2025-10-11T00:56:28.696508] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:56:28.835066] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:28.977020] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:29.115403] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:29.253829] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:29.397823] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:29.542591] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:29.686154] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:29.829950] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:29.975972] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:30.122729] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:30.122897] [INFO ] [CONFIGURE ] PKE: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:56:30.122940] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1259 tests
[2025-10-11T00:56:30.122974] [INFO ] [CONFIGURE ] PKE: Testing feature 4/29: add_ema
[2025-10-11T00:56:30.123005] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T00:56:30.279941] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:30.435119] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:30.594353] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:56:30.747576] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:30.901984] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:31.057254] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:31.214880] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:31.370273] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:31.528893] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:31.693107] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:31.693295] [INFO ] [CONFIGURE ] PKE: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:56:31.693342] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1258 tests
[2025-10-11T00:56:31.693380] [INFO ] [CONFIGURE ] PKE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:56:31.693413] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:56:31.856405] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:32.023718] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:32.189059] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:32.354240] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:32.521956] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:32.686253] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:32.862051] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:33.042506] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:33.221961] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:33.403454] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:33.403626] [INFO ] [CONFIGURE ] PKE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T00:56:33.403707] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1257 tests
[2025-10-11T00:56:33.403753] [INFO ] [CONFIGURE ] PKE: Testing feature 6/29: add_failed_moves
[2025-10-11T00:56:33.403785] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:56:33.547779] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:33.691126] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:33.828709] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:33.966744] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:34.104617] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:34.244995] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:34.386028] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:34.527386] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:34.674009] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:34.815476] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:34.815607] [INFO ] [CONFIGURE ] PKE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:56:34.815677] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1256 tests
[2025-10-11T00:56:34.815731] [INFO ] [CONFIGURE ] PKE: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:56:34.815764] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:56:34.980293] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:35.115326] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:35.250133] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:35.384042] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:35.520844] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:35.657815] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:35.797608] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:35.940745] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:36.079246] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:36.218972] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:36.219114] [INFO ] [CONFIGURE ] PKE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:56:36.219157] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1255 tests
[2025-10-11T00:56:36.219191] [INFO ] [CONFIGURE ] PKE: Testing feature 8/29: add_macd
[2025-10-11T00:56:36.219222] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:56:36.391791] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:56:36.563326] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:36.733276] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:36.904090] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:37.079463] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:37.256970] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:37.434368] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:37.609481] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:37.791099] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:37.993185] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:37.993417] [INFO ] [CONFIGURE ] PKE: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:56:37.993519] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1254 tests
[2025-10-11T00:56:37.993576] [INFO ] [CONFIGURE ] PKE: Testing feature 9/29: add_mfi
[2025-10-11T00:56:37.993612] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T00:56:38.144838] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:38.300028] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:38.452375] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:38.611073] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:38.762438] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:38.914915] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:39.067453] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:39.226906] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:39.393405] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:39.565277] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:39.565486] [INFO ] [CONFIGURE ] PKE: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:56:39.565533] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1253 tests
[2025-10-11T00:56:39.565569] [INFO ] [CONFIGURE ] PKE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:56:39.565603] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:56:39.738672] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:39.911046] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:40.088569] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:40.264251] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:40.440965] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:40.612145] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:40.788167] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:40.961626] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:41.135768] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:41.319422] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:41.319573] [INFO ] [CONFIGURE ] PKE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:56:41.319616] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1252 tests
[2025-10-11T00:56:41.319678] [INFO ] [CONFIGURE ] PKE: Testing feature 11/29: add_obv_daily
[2025-10-11T00:56:41.319730] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:56:41.467384] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:56:41.616493] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:41.767142] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:41.915586] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:42.068613] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:42.221930] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:42.375946] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:42.535747] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:42.692748] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:42.848080] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:42.848242] [INFO ] [CONFIGURE ] PKE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T00:56:42.848304] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1251 tests
[2025-10-11T00:56:42.848363] [INFO ] [CONFIGURE ] PKE: Testing feature 12/29: add_obv_interval
[2025-10-11T00:56:42.848397] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:56:42.996090] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:43.144064] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:43.292423] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:43.444101] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:43.592037] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:43.740318] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:43.894595] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:44.079683] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:44.230210] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:44.383064] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:44.383235] [INFO ] [CONFIGURE ] PKE: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T00:56:44.383279] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1250 tests
[2025-10-11T00:56:44.383314] [INFO ] [CONFIGURE ] PKE: Testing feature 13/29: add_opening_strength
[2025-10-11T00:56:44.383344] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:56:44.541077] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:44.698885] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:44.855217] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:45.012156] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:45.170824] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:45.333144] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:45.494285] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:45.657784] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:45.821806] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:45.986523] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:45.986715] [INFO ] [CONFIGURE ] PKE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T00:56:45.986772] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1249 tests
[2025-10-11T00:56:45.986808] [INFO ] [CONFIGURE ] PKE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:56:45.986865] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:56:46.148676] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:46.310000] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:46.470570] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:46.635794] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:46.797554] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:46.959722] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:47.141373] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:47.307530] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:47.471376] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:47.637881] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:47.638027] [INFO ] [CONFIGURE ] PKE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T00:56:47.638071] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1248 tests
[2025-10-11T00:56:47.638104] [INFO ] [CONFIGURE ] PKE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:56:47.638135] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:56:47.782735] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:47.933263] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:48.080288] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:48.231158] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:48.381725] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:48.529566] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:48.678673] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:48.828836] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:48.982397] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:49.132731] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:49.132899] [INFO ] [CONFIGURE ] PKE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T00:56:49.132945] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1247 tests
[2025-10-11T00:56:49.132979] [INFO ] [CONFIGURE ] PKE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:56:49.133008] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T00:56:49.291346] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:49.446124] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:49.603389] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:49.761743] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:49.941630] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:50.151359] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:50.310053] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:50.469613] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:50.635851] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:50.795003] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:56:50.795189] [INFO ] [CONFIGURE ] PKE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:56:50.795234] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1246 tests
[2025-10-11T00:56:50.795266] [INFO ] [CONFIGURE ] PKE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:56:50.795297] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T00:56:50.952239] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:51.110384] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:51.274776] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:51.430502] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:51.586974] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:51.747046] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:51.913666] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:52.075740] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:52.236365] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:52.397868] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:52.398049] [INFO ] [CONFIGURE ] PKE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:56:52.398093] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1245 tests
[2025-10-11T00:56:52.398187] [INFO ] [CONFIGURE ] PKE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:56:52.398228] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T00:56:52.547556] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:52.708834] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:52.863839] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:53.016250] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:53.179418] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:53.351100] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:53.511344] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:53.667868] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:53.823360] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:53.978275] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:53.978448] [INFO ] [CONFIGURE ] PKE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:56:53.978493] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1244 tests
[2025-10-11T00:56:53.978527] [INFO ] [CONFIGURE ] PKE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:56:53.978558] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T00:56:54.129686] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:54.281337] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:54.436981] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:54.585986] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:54.737882] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:54.890122] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:55.053015] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:55.203336] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:55.353992] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:55.504674] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:55.504858] [INFO ] [CONFIGURE ] PKE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:56:55.504909] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1243 tests
[2025-10-11T00:56:55.504943] [INFO ] [CONFIGURE ] PKE: Testing feature 20/29: add_price_rejection
[2025-10-11T00:56:55.504973] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-11T00:56:55.663867] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:55.827135] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:55.986168] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:56.143979] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:56.309447] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:56.473709] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:56.640258] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:56.806474] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:56.972970] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:57.143066] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:57.143285] [INFO ] [CONFIGURE ] PKE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T00:56:57.143336] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1242 tests
[2025-10-11T00:56:57.143371] [INFO ] [CONFIGURE ] PKE: Testing feature 21/29: add_range_position
[2025-10-11T00:56:57.143402] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-11T00:56:57.313905] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:57.481751] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:57.657416] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:57.837035] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:58.009820] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:58.176751] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:56:58.346524] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:56:58.519634] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:56:58.689913] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:56:58.860925] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:56:58.861103] [INFO ] [CONFIGURE ] PKE: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:56:58.861147] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1241 tests
[2025-10-11T00:56:58.861182] [INFO ] [CONFIGURE ] PKE: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:56:58.861212] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:56:59.043501] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:56:59.224842] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:56:59.435853] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:56:59.612673] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:56:59.795946] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:56:59.983457] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:00.171519] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:00.364842] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:00.558626] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:00.745963] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:00.746120] [INFO ] [CONFIGURE ] PKE: KEPT add_realized_volatility (score: 70.00%)
[2025-10-11T00:57:00.746165] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1240 tests
[2025-10-11T00:57:00.746199] [INFO ] [CONFIGURE ] PKE: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:57:00.746231] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-11T00:57:00.939193] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:01.128459] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:01.318700] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:01.516931] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:01.716636] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:01.913270] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:02.118587] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:02.321992] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:02.520724] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:02.720295] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:02.720491] [INFO ] [CONFIGURE ] PKE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T00:57:02.720556] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1239 tests
[2025-10-11T00:57:02.720593] [INFO ] [CONFIGURE ] PKE: Testing feature 24/29: add_rsi
[2025-10-11T00:57:02.720626] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-11T00:57:02.928194] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:03.141331] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:03.352572] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:03.565409] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:03.773878] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:03.983822] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:04.196620] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:04.422030] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:04.650902] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:04.870486] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:04.870667] [INFO ] [CONFIGURE ] PKE: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:57:04.870729] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1238 tests
[2025-10-11T00:57:04.870768] [INFO ] [CONFIGURE ] PKE: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:57:04.870800] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-11T00:57:05.063446] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:05.253615] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:05.471976] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:05.660899] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:05.850552] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:06.044086] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:06.235525] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:06.428959] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:06.623033] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:06.833769] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:06.833929] [INFO ] [CONFIGURE ] PKE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T00:57:06.833974] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1237 tests
[2025-10-11T00:57:06.834008] [INFO ] [CONFIGURE ] PKE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:57:06.834040] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-11T00:57:07.025598] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:07.214675] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:07.408865] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:07.603357] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:07.795061] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:07.994044] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:08.193260] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:08.397197] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:08.606206] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:08.808688] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:08.808879] [INFO ] [CONFIGURE ] PKE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:57:08.808925] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1236 tests
[2025-10-11T00:57:08.808959] [INFO ] [CONFIGURE ] PKE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:57:08.808991] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-11T00:57:09.014742] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:09.243167] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:09.494434] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T00:57:09.789399] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:10.047093] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:10.286330] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:10.503890] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:10.704560] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:10.901584] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:11.110218] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:11.110423] [INFO ] [CONFIGURE ] PKE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T00:57:11.110469] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1235 tests
[2025-10-11T00:57:11.110505] [INFO ] [CONFIGURE ] PKE: Testing feature 28/29: add_volume_profile
[2025-10-11T00:57:11.110537] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_profile']
[2025-10-11T00:57:11.299667] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:11.483777] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:11.668495] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:11.856147] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:12.045878] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:12.235881] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:12.431584] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:12.626428] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:12.822163] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:13.019442] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:13.019619] [INFO ] [CONFIGURE ] PKE: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T00:57:13.019713] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1234 tests
[2025-10-11T00:57:13.019781] [INFO ] [CONFIGURE ] PKE: Testing feature 29/29: add_vwap
[2025-10-11T00:57:13.019838] [INFO ] [CONFIGURE ] PKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_vwap']
[2025-10-11T00:57:13.215865] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:13.413047] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:13.611885] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T00:57:13.800207] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:57:13.985402] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T00:57:14.172603] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:14.363329] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:14.587675] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:14.785423] [DEBUG] [FORECASTER] PKE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:14.984329] [DEBUG] [FORECASTER] PKE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:57:14.984505] [INFO ] [CONFIGURE ] PKE: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:57:14.984549] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1233 tests
[2025-10-11T00:57:14.984603] [INFO ] [CONFIGURE ] PKE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:57:14.984684] [INFO ] [CONFIGURE ] PKE: Best accuracy: 70.00%
[2025-10-11T00:57:14.984736] [INFO ] [CONFIGURE ] PKE: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T00:57:14.984775] [INFO ] [CONFIGURE ] PKE: Improvement over baseline: 30.00%
[2025-10-11T00:57:14.984804] [INFO ] [CONFIGURE ] PKE: Total time: 48.9 seconds
[2025-10-11T00:57:14.984834] [INFO ] [CONFIGURE ] PKE: Average time per feature: 1.7 seconds
[2025-10-11T00:57:14.984862] [INFO ] [CONFIGURE ] PKE: Average speed: 0.59 features/sec
[2025-10-11T00:57:14.985437] [INFO ] [LOCAL     ] Saved configuration for PKE: 3 features, 70.00% accuracy -> ./output/feature-sets/PKE.json
[2025-10-11T00:57:14.985491] [INFO ] [CONFIGURE ] PKE: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T00:57:14.985542] [INFO ] [sig       ] [179/220] Successfully configured PKE | 0.02 sym/s | Total: 2.2h | ETA: 30.1m
[2025-10-11T00:57:14.985620] [INFO ] [sig       ] [180/220] Configuring PML...
[2025-10-11T00:57:14.985725] [INFO ] [CONFIGURE ] PML: Configurate test run.
[2025-10-11T00:57:14.985815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-10-11T00:57:14.998344] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PML'.
[2025-10-11T00:57:14.998748] [INFO ] [CONFIGURE ] PML: Testing with 29 available features
[2025-10-11T00:57:14.998818] [INFO ] [CONFIGURE ] PML: Establishing baseline with no features...
[2025-10-11T00:57:15.107277] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:15.217903] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:15.331962] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:15.444398] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:15.555010] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:15.665467] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:15.778130] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:15.888811] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:16.001812] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:16.114760] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:16.114930] [INFO ] [CONFIGURE ] PML: Baseline score (no features): 20.00%
[2025-10-11T00:57:16.114974] [INFO ] [CONFIGURE ] PML: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:57:16.115006] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:57:16.236791] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:16.358908] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:16.480613] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:16.600166] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:16.722330] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:16.852422] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:16.976292] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:17.100805] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:17.225923] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:17.352823] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:17.352984] [INFO ] [CONFIGURE ] PML: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-11T00:57:17.353027] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1232 tests
[2025-10-11T00:57:17.353060] [INFO ] [CONFIGURE ] PML: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:57:17.353089] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T00:57:17.495854] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:17.652431] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:17.792496] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:17.936719] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:18.081788] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:18.225331] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:18.369683] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:18.515354] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:18.659724] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:18.805745] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:18.805915] [INFO ] [CONFIGURE ] PML: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-11T00:57:18.805958] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1231 tests
[2025-10-11T00:57:18.805991] [INFO ] [CONFIGURE ] PML: Testing feature 3/29: add_daily_returns
[2025-10-11T00:57:18.806021] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T00:57:18.932687] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:19.058774] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:19.185017] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:19.312100] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:19.439157] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:19.566446] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:19.695465] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:19.826421] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:19.958681] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:20.090823] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:20.090979] [INFO ] [CONFIGURE ] PML: DISCARDED add_daily_returns (score: 10.00%)
[2025-10-11T00:57:20.091022] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1230 tests
[2025-10-11T00:57:20.091057] [INFO ] [CONFIGURE ] PML: Testing feature 4/29: add_ema
[2025-10-11T00:57:20.091090] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T00:57:20.233381] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:20.373938] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:20.522065] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:20.665422] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:20.810821] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:20.954990] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:21.101163] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:21.244729] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:21.386904] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:21.525586] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:21.525788] [INFO ] [CONFIGURE ] PML: KEPT add_ema (score: 50.00%)
[2025-10-11T00:57:21.525842] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1229 tests
[2025-10-11T00:57:21.525879] [INFO ] [CONFIGURE ] PML: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:57:21.525912] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:57:21.685282] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:21.847816] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:22.007413] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:22.168179] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:57:22.331600] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:22.496765] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:22.658744] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:22.821938] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:22.986444] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:23.150004] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:23.150166] [INFO ] [CONFIGURE ] PML: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T00:57:23.150213] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1228 tests
[2025-10-11T00:57:23.150247] [INFO ] [CONFIGURE ] PML: Testing feature 6/29: add_failed_moves
[2025-10-11T00:57:23.150278] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-11T00:57:23.295547] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:57:23.446101] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:23.596482] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:23.748959] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:23.899284] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:24.050612] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:24.192768] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:24.338677] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:24.480897] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:24.627954] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:24.628111] [INFO ] [CONFIGURE ] PML: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T00:57:24.628154] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1227 tests
[2025-10-11T00:57:24.628189] [INFO ] [CONFIGURE ] PML: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:57:24.628220] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:57:24.768606] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:24.909260] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:25.061695] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:25.211394] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:57:25.356565] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:25.500956] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:25.639872] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:25.781967] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:25.931635] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:26.078272] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:26.078438] [INFO ] [CONFIGURE ] PML: DISCARDED add_lag_shelf (score: 10.00%)
[2025-10-11T00:57:26.078481] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1226 tests
[2025-10-11T00:57:26.078515] [INFO ] [CONFIGURE ] PML: Testing feature 8/29: add_macd
[2025-10-11T00:57:26.078547] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:57:26.250438] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:26.423882] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:26.602055] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:26.775838] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:26.950825] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:27.130199] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:27.314734] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:27.498564] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:27.683960] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:27.869939] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:27.870145] [INFO ] [CONFIGURE ] PML: DISCARDED add_macd (score: 30.00%)
[2025-10-11T00:57:27.870199] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1225 tests
[2025-10-11T00:57:27.870235] [INFO ] [CONFIGURE ] PML: Testing feature 9/29: add_mfi
[2025-10-11T00:57:27.870267] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-11T00:57:28.030613] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:28.191786] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:28.351285] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:28.516077] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:28.678955] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:28.841226] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:29.003914] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:29.171260] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:29.337072] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:29.502725] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:29.502947] [INFO ] [CONFIGURE ] PML: KEPT add_mfi (score: 60.00%)
[2025-10-11T00:57:29.503016] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1224 tests
[2025-10-11T00:57:29.503061] [INFO ] [CONFIGURE ] PML: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:57:29.503097] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:57:29.741346] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:29.934580] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:30.118594] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:30.301772] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:30.505152] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:30.698276] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:30.885265] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:31.074598] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:31.267199] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:31.455500] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:31.455631] [INFO ] [CONFIGURE ] PML: DISCARDED add_momentum_acceleration (score: 10.00%)
[2025-10-11T00:57:31.455714] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1223 tests
[2025-10-11T00:57:31.455834] [INFO ] [CONFIGURE ] PML: Testing feature 11/29: add_obv_daily
[2025-10-11T00:57:31.455876] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-11T00:57:31.615224] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:31.773524] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:31.933866] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:32.096275] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:32.268929] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:32.434969] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:32.600871] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:32.789600] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:32.958771] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:33.125626] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:33.125793] [INFO ] [CONFIGURE ] PML: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:57:33.125844] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1222 tests
[2025-10-11T00:57:33.125884] [INFO ] [CONFIGURE ] PML: Testing feature 12/29: add_obv_interval
[2025-10-11T00:57:33.125915] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_interval']
[2025-10-11T00:57:33.285878] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:33.450585] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:33.611222] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:33.772560] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:33.935147] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:34.097436] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:34.259236] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:34.423434] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:34.587288] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:34.751418] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:34.751587] [INFO ] [CONFIGURE ] PML: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T00:57:34.751631] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1221 tests
[2025-10-11T00:57:34.751704] [INFO ] [CONFIGURE ] PML: Testing feature 13/29: add_opening_strength
[2025-10-11T00:57:34.751747] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:57:34.922864] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:35.111675] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:35.296069] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:35.467825] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:35.640778] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:35.820205] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:35.991782] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:36.162151] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:36.333963] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:36.514244] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:36.514505] [INFO ] [CONFIGURE ] PML: DISCARDED add_opening_strength (score: 0.00%)
[2025-10-11T00:57:36.514563] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1220 tests
[2025-10-11T00:57:36.514599] [INFO ] [CONFIGURE ] PML: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:57:36.514630] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T00:57:36.686880] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:36.857861] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:37.040846] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:37.229590] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:57:37.410212] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:37.594889] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:37.774340] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:37.954735] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:38.132902] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:38.313193] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:38.313388] [INFO ] [CONFIGURE ] PML: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T00:57:38.313432] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1219 tests
[2025-10-11T00:57:38.313467] [INFO ] [CONFIGURE ] PML: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:57:38.313498] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T00:57:38.473442] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:38.634941] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:38.820145] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:38.974761] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:39.136219] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:39.291025] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:39.445797] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:39.601190] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:39.758154] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:39.918065] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:39.918238] [INFO ] [CONFIGURE ] PML: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:57:39.918304] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1218 tests
[2025-10-11T00:57:39.918344] [INFO ] [CONFIGURE ] PML: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:57:39.918376] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T00:57:40.075615] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:40.238289] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:40.397664] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:40.556717] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:40.716381] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:40.878804] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:41.039931] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:41.202266] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:41.365898] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:41.530448] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:41.530610] [INFO ] [CONFIGURE ] PML: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-11T00:57:41.530682] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1217 tests
[2025-10-11T00:57:41.530737] [INFO ] [CONFIGURE ] PML: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:57:41.530771] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T00:57:41.696845] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:41.874911] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:42.037442] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:42.204827] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:42.375778] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:42.545659] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:42.718570] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:42.890293] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:43.064056] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:43.242383] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:43.242545] [INFO ] [CONFIGURE ] PML: DISCARDED add_pbf_return_2d (score: 10.00%)
[2025-10-11T00:57:43.242591] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1216 tests
[2025-10-11T00:57:43.242628] [INFO ] [CONFIGURE ] PML: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:57:43.242697] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T00:57:43.404036] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:43.571948] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:43.735919] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:43.901469] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:44.070674] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:44.236487] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:44.407533] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:44.576623] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:57:44.757005] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:44.930504] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:44.930736] [INFO ] [CONFIGURE ] PML: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-10-11T00:57:44.930824] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1215 tests
[2025-10-11T00:57:44.930867] [INFO ] [CONFIGURE ] PML: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:57:44.930902] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T00:57:45.102243] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:45.275687] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:45.438212] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:45.611042] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:45.791473] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:45.977633] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:46.157865] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:46.342283] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:46.534047] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:46.720096] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:46.720280] [INFO ] [CONFIGURE ] PML: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T00:57:46.720324] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1214 tests
[2025-10-11T00:57:46.720361] [INFO ] [CONFIGURE ] PML: Testing feature 20/29: add_price_rejection
[2025-10-11T00:57:46.720393] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_price_rejection']
[2025-10-11T00:57:46.902069] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:47.074086] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:47.241171] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:47.408490] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:47.577622] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:47.747835] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:47.946764] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:48.117465] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:48.290142] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:48.463102] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:48.463247] [INFO ] [CONFIGURE ] PML: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:57:48.463290] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1213 tests
[2025-10-11T00:57:48.463324] [INFO ] [CONFIGURE ] PML: Testing feature 21/29: add_range_position
[2025-10-11T00:57:48.463354] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_range_position']
[2025-10-11T00:57:48.638099] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:48.813935] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:48.990345] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:49.166973] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:57:49.344056] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:49.521337] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:49.706202] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:49.884891] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:50.065396] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:57:50.245329] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:50.245479] [INFO ] [CONFIGURE ] PML: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:57:50.245523] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1212 tests
[2025-10-11T00:57:50.245561] [INFO ] [CONFIGURE ] PML: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:57:50.245592] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_realized_volatility']
[2025-10-11T00:57:50.431376] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:50.618775] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:50.809107] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:51.000919] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:51.196467] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:51.390795] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:51.585433] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:57:51.783216] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:51.985240] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:52.186849] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:52.187068] [INFO ] [CONFIGURE ] PML: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-11T00:57:52.187123] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1211 tests
[2025-10-11T00:57:52.187161] [INFO ] [CONFIGURE ] PML: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:57:52.187195] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_recent_range_context']
[2025-10-11T00:57:52.362953] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:52.533365] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:52.724082] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:52.907811] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:53.080527] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:53.256187] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:53.429886] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:53.613336] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:53.793620] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:54.008154] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:54.008381] [INFO ] [CONFIGURE ] PML: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T00:57:54.008427] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1210 tests
[2025-10-11T00:57:54.008465] [INFO ] [CONFIGURE ] PML: Testing feature 24/29: add_rsi
[2025-10-11T00:57:54.008528] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_rsi']
[2025-10-11T00:57:54.187160] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:54.371911] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:57:54.573619] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:54.758059] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:54.950719] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:57:55.148176] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:55.334572] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:55.535897] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:55.754268] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:55.931190] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:55.931447] [INFO ] [CONFIGURE ] PML: DISCARDED add_rsi (score: 10.00%)
[2025-10-11T00:57:55.931528] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1209 tests
[2025-10-11T00:57:55.931592] [INFO ] [CONFIGURE ] PML: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:57:55.931631] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_tick_distribution']
[2025-10-11T00:57:56.093722] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:56.257416] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:56.425777] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:56.594013] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:57:56.761673] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:56.928864] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:57:57.122795] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:57.290866] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:57.458059] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:57.632745] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:57.632935] [INFO ] [CONFIGURE ] PML: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-11T00:57:57.632988] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1208 tests
[2025-10-11T00:57:57.633024] [INFO ] [CONFIGURE ] PML: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:57:57.633055] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-11T00:57:57.801568] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:57.965665] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:58.137760] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:57:58.313181] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:57:58.497910] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:57:58.669581] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:57:58.843740] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:57:59.020385] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:57:59.193521] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:57:59.368272] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:57:59.368441] [INFO ] [CONFIGURE ] PML: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T00:57:59.368494] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1207 tests
[2025-10-11T00:57:59.368528] [INFO ] [CONFIGURE ] PML: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:57:59.368560] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_price_divergence']
[2025-10-11T00:57:59.562995] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:57:59.746200] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:57:59.923570] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:00.110575] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:58:00.296496] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:00.481059] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:00.664306] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T00:58:00.846254] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:01.032667] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:01.219207] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:01.219388] [INFO ] [CONFIGURE ] PML: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T00:58:01.219435] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1206 tests
[2025-10-11T00:58:01.219471] [INFO ] [CONFIGURE ] PML: Testing feature 28/29: add_volume_profile
[2025-10-11T00:58:01.219502] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_profile']
[2025-10-11T00:58:01.383386] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:01.553490] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:01.729805] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:01.928029] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:58:02.132618] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:02.384419] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:02.640277] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:58:02.839672] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:03.050773] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:03.243186] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:03.243347] [INFO ] [CONFIGURE ] PML: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:58:03.243391] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1205 tests
[2025-10-11T00:58:03.243427] [INFO ] [CONFIGURE ] PML: Testing feature 29/29: add_vwap
[2025-10-11T00:58:03.243461] [INFO ] [CONFIGURE ] PML: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_vwap']
[2025-10-11T00:58:03.405793] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:03.586002] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:58:03.765754] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:03.941784] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:58:04.121317] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:04.314580] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:04.488403] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T00:58:04.662861] [DEBUG] [FORECASTER] PML: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:04.839603] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:05.019976] [DEBUG] [FORECASTER] PML: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:05.020136] [INFO ] [CONFIGURE ] PML: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T00:58:05.020181] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1204 tests
[2025-10-11T00:58:05.020235] [INFO ] [CONFIGURE ] PML: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:58:05.020327] [INFO ] [CONFIGURE ] PML: Best accuracy: 60.00%
[2025-10-11T00:58:05.020387] [INFO ] [CONFIGURE ] PML: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-11T00:58:05.020444] [INFO ] [CONFIGURE ] PML: Improvement over baseline: 40.00%
[2025-10-11T00:58:05.020475] [INFO ] [CONFIGURE ] PML: Total time: 48.9 seconds
[2025-10-11T00:58:05.020504] [INFO ] [CONFIGURE ] PML: Average time per feature: 1.7 seconds
[2025-10-11T00:58:05.020532] [INFO ] [CONFIGURE ] PML: Average speed: 0.59 features/sec
[2025-10-11T00:58:05.021191] [INFO ] [LOCAL     ] Saved configuration for PML: 3 features, 60.00% accuracy -> ./output/feature-sets/PML.json
[2025-10-11T00:58:05.021246] [INFO ] [CONFIGURE ] PML: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-11T00:58:05.021306] [INFO ] [sig       ] [180/220] Successfully configured PML | 0.02 sym/s | Total: 2.2h | ETA: 29.4m
[2025-10-11T00:58:05.021384] [INFO ] [sig       ] [181/220] Configuring PMM...
[2025-10-11T00:58:05.021453] [INFO ] [CONFIGURE ] PMM: Configurate test run.
[2025-10-11T00:58:05.021518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-10-11T00:58:05.033828] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMM'.
[2025-10-11T00:58:05.034127] [INFO ] [CONFIGURE ] PMM: Testing with 29 available features
[2025-10-11T00:58:05.034186] [INFO ] [CONFIGURE ] PMM: Establishing baseline with no features...
[2025-10-11T00:58:05.133034] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:05.231269] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:05.333906] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:05.431971] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:05.534754] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:05.640420] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:05.744697] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:05.845008] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:05.947720] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:06.053074] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:06.053183] [INFO ] [CONFIGURE ] PMM: Baseline score (no features): 50.00%
[2025-10-11T00:58:06.053229] [INFO ] [CONFIGURE ] PMM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:58:06.053262] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:58:06.172957] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:06.290550] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:06.410157] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:06.531294] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:06.650026] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:06.782980] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:06.905395] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:07.037269] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:07.169022] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:07.285471] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:07.285622] [INFO ] [CONFIGURE ] PMM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:58:07.285698] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1203 tests
[2025-10-11T00:58:07.285744] [INFO ] [CONFIGURE ] PMM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:58:07.285776] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:58:07.403606] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:07.527395] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:07.661416] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:07.782805] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:07.904927] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:08.027289] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:08.149999] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:08.272856] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:08.395904] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:08.520303] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:08.520451] [INFO ] [CONFIGURE ] PMM: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T00:58:08.520494] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1202 tests
[2025-10-11T00:58:08.520527] [INFO ] [CONFIGURE ] PMM: Testing feature 3/29: add_daily_returns
[2025-10-11T00:58:08.520557] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:58:08.645370] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:08.768286] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:08.891771] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:09.016612] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:09.158617] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:09.285309] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:09.413955] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:09.540774] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:09.667407] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:09.794598] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:09.794779] [INFO ] [CONFIGURE ] PMM: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T00:58:09.794830] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1201 tests
[2025-10-11T00:58:09.794865] [INFO ] [CONFIGURE ] PMM: Testing feature 4/29: add_ema
[2025-10-11T00:58:09.794943] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:58:09.931013] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:58:10.066068] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:10.203661] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:10.340215] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:10.477448] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:10.615922] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:10.753270] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:10.892627] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:11.034294] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:11.179785] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:11.180030] [INFO ] [CONFIGURE ] PMM: DISCARDED add_ema (score: 60.00%)
[2025-10-11T00:58:11.180084] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1200 tests
[2025-10-11T00:58:11.180120] [INFO ] [CONFIGURE ] PMM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:58:11.180151] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:58:11.344026] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:11.514527] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:11.669720] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:11.825163] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:11.980952] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:12.124956] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:12.270858] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:12.418051] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:12.568903] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:12.739747] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:12.739978] [INFO ] [CONFIGURE ] PMM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:58:12.740044] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1199 tests
[2025-10-11T00:58:12.740083] [INFO ] [CONFIGURE ] PMM: Testing feature 6/29: add_failed_moves
[2025-10-11T00:58:12.740114] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T00:58:12.880071] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:13.016543] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:13.160166] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:13.306548] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:13.453910] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:13.605861] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:13.752720] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:13.898403] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:14.032013] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:14.172677] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:14.172832] [INFO ] [CONFIGURE ] PMM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:58:14.172875] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1198 tests
[2025-10-11T00:58:14.172910] [INFO ] [CONFIGURE ] PMM: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:58:14.172940] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T00:58:14.294891] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:14.416754] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:14.540704] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:14.672281] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:14.799607] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:14.924962] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:15.049935] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:15.206067] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:15.331058] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:15.456768] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:15.456895] [INFO ] [CONFIGURE ] PMM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:58:15.456939] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1197 tests
[2025-10-11T00:58:15.457021] [INFO ] [CONFIGURE ] PMM: Testing feature 8/29: add_macd
[2025-10-11T00:58:15.457055] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T00:58:15.623281] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:58:15.786018] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:15.952742] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:16.120679] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:16.289374] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:16.452818] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:16.619151] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:16.786695] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:16.953552] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:17.125358] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:17.125499] [INFO ] [CONFIGURE ] PMM: DISCARDED add_macd (score: 50.00%)
[2025-10-11T00:58:17.125592] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1196 tests
[2025-10-11T00:58:17.125634] [INFO ] [CONFIGURE ] PMM: Testing feature 9/29: add_mfi
[2025-10-11T00:58:17.125709] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T00:58:17.263867] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:17.399237] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:17.541823] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:17.684573] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:17.828050] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:17.971795] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:18.114934] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:18.266421] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:18.409496] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:18.556937] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:18.557098] [INFO ] [CONFIGURE ] PMM: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T00:58:18.557144] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1195 tests
[2025-10-11T00:58:18.557181] [INFO ] [CONFIGURE ] PMM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:58:18.557214] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:58:18.710917] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:18.868242] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:19.025089] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:19.188578] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:19.347109] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:19.504442] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:19.668610] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:19.840114] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:20.011180] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:20.183569] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:20.183755] [INFO ] [CONFIGURE ] PMM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:58:20.183808] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1194 tests
[2025-10-11T00:58:20.183843] [INFO ] [CONFIGURE ] PMM: Testing feature 11/29: add_obv_daily
[2025-10-11T00:58:20.183874] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T00:58:20.326365] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:20.468695] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:20.611897] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:20.755529] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:20.899265] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:21.044348] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:21.188953] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:21.337024] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:21.483572] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:21.625155] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:21.625326] [INFO ] [CONFIGURE ] PMM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T00:58:21.625370] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1193 tests
[2025-10-11T00:58:21.625405] [INFO ] [CONFIGURE ] PMM: Testing feature 12/29: add_obv_interval
[2025-10-11T00:58:21.625436] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T00:58:21.769204] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:21.896852] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:22.025439] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:22.154137] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:22.282869] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:22.415062] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:22.552577] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:22.683486] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:22.812977] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:22.958023] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:22.958264] [INFO ] [CONFIGURE ] PMM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T00:58:22.958329] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1192 tests
[2025-10-11T00:58:22.958379] [INFO ] [CONFIGURE ] PMM: Testing feature 13/29: add_opening_strength
[2025-10-11T00:58:22.958417] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:58:23.101882] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:23.243604] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:23.382560] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:23.529602] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:23.671162] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:23.825445] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:23.981566] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:24.135094] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:24.322473] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:24.474073] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:24.474233] [INFO ] [CONFIGURE ] PMM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T00:58:24.474300] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1191 tests
[2025-10-11T00:58:24.474336] [INFO ] [CONFIGURE ] PMM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:58:24.474366] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T00:58:24.619590] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:24.769074] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:24.914097] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:25.061478] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:25.206582] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:25.352373] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:25.498955] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:25.646013] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:25.793248] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:25.941027] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:25.941137] [INFO ] [CONFIGURE ] PMM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T00:58:25.941180] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1190 tests
[2025-10-11T00:58:25.941214] [INFO ] [CONFIGURE ] PMM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:58:25.941244] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T00:58:26.071800] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:26.199519] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:26.331590] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:26.460905] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:26.589900] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:26.719341] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:26.849962] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:26.982437] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:27.113771] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:27.246491] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:27.246625] [INFO ] [CONFIGURE ] PMM: KEPT add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:58:27.246709] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1189 tests
[2025-10-11T00:58:27.246753] [INFO ] [CONFIGURE ] PMM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:58:27.246785] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-11T00:58:27.387042] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:27.527629] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:27.672219] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:27.812831] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T00:58:27.953193] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:28.095820] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:28.239752] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:28.384129] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:28.528603] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:28.672322] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:28.672476] [INFO ] [CONFIGURE ] PMM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T00:58:28.672521] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1188 tests
[2025-10-11T00:58:28.672556] [INFO ] [CONFIGURE ] PMM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:58:28.672587] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-11T00:58:28.817623] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:28.963762] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:29.107824] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:29.250305] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:29.397482] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:29.551521] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:29.697981] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:29.845263] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:29.995530] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:30.153486] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:30.153684] [INFO ] [CONFIGURE ] PMM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:58:30.153745] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1187 tests
[2025-10-11T00:58:30.153783] [INFO ] [CONFIGURE ] PMM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:58:30.153816] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T00:58:30.291144] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:30.422889] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:30.555924] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:30.689266] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:30.823333] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:30.959265] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:31.096516] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:31.235731] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:31.376540] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:31.515780] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:31.515936] [INFO ] [CONFIGURE ] PMM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T00:58:31.515981] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1186 tests
[2025-10-11T00:58:31.516016] [INFO ] [CONFIGURE ] PMM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:58:31.516070] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T00:58:31.654556] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:31.802101] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:31.946434] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:32.082835] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:32.224476] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:32.366665] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:32.508956] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:32.653249] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:32.793004] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:32.933232] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:32.933435] [INFO ] [CONFIGURE ] PMM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T00:58:32.933489] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1185 tests
[2025-10-11T00:58:32.933528] [INFO ] [CONFIGURE ] PMM: Testing feature 20/29: add_price_rejection
[2025-10-11T00:58:32.933559] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T00:58:33.072784] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:33.213108] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:33.353335] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:33.501793] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:33.646447] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:33.789520] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:33.937909] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:34.082814] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:34.236367] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:34.385517] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:34.385731] [INFO ] [CONFIGURE ] PMM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T00:58:34.385788] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1184 tests
[2025-10-11T00:58:34.385825] [INFO ] [CONFIGURE ] PMM: Testing feature 21/29: add_range_position
[2025-10-11T00:58:34.385857] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T00:58:34.538306] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:34.687284] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:34.837341] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:34.989516] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:35.139517] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:35.291601] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:35.446216] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:35.609982] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:35.775606] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:35.937067] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:35.937268] [INFO ] [CONFIGURE ] PMM: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T00:58:35.937343] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1183 tests
[2025-10-11T00:58:35.937402] [INFO ] [CONFIGURE ] PMM: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:58:35.937437] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-11T00:58:36.114167] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:36.285812] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:36.476348] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:36.650955] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:36.825215] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:36.996418] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:37.169024] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:37.343107] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:37.516522] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:37.690685] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:37.690864] [INFO ] [CONFIGURE ] PMM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T00:58:37.690909] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1182 tests
[2025-10-11T00:58:37.690945] [INFO ] [CONFIGURE ] PMM: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:58:37.690977] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-11T00:58:37.829810] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:37.967480] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:38.106568] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:38.247934] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:38.389452] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:38.533053] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:38.676591] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:38.819692] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:38.970256] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:39.117187] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:39.117311] [INFO ] [CONFIGURE ] PMM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:58:39.117354] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1181 tests
[2025-10-11T00:58:39.117407] [INFO ] [CONFIGURE ] PMM: Testing feature 24/29: add_rsi
[2025-10-11T00:58:39.117463] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-11T00:58:39.276516] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:39.444204] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:39.598790] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:39.752855] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:39.907239] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:40.063535] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:40.219499] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:40.376879] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:40.535335] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:40.699294] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:40.699422] [INFO ] [CONFIGURE ] PMM: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T00:58:40.699465] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1180 tests
[2025-10-11T00:58:40.699499] [INFO ] [CONFIGURE ] PMM: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:58:40.699529] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-11T00:58:40.842196] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:40.980900] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:41.118811] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:41.257436] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:41.396263] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:41.538996] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:41.677600] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:41.810752] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:41.948116] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:42.090429] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:42.090589] [INFO ] [CONFIGURE ] PMM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:58:42.090633] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1179 tests
[2025-10-11T00:58:42.090706] [INFO ] [CONFIGURE ] PMM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:58:42.090747] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T00:58:42.224943] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:42.361535] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:42.526088] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:42.660467] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:42.794058] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:42.926778] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:43.061202] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:43.196638] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:43.332705] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:43.473365] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:43.473534] [INFO ] [CONFIGURE ] PMM: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:58:43.473596] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1178 tests
[2025-10-11T00:58:43.473633] [INFO ] [CONFIGURE ] PMM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:58:43.473703] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-11T00:58:43.623541] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:43.773946] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:43.923727] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:44.082813] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:44.234277] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:44.388067] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:44.547092] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:44.716431] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:44.880797] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:45.047971] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T00:58:45.048149] [INFO ] [CONFIGURE ] PMM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T00:58:45.048196] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1177 tests
[2025-10-11T00:58:45.048231] [INFO ] [CONFIGURE ] PMM: Testing feature 28/29: add_volume_profile
[2025-10-11T00:58:45.048322] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-11T00:58:45.196666] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T00:58:45.345836] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:45.493063] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:45.642337] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:45.793114] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:45.942568] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:46.096848] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:46.249705] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:46.402111] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:58:46.566623] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:46.566849] [INFO ] [CONFIGURE ] PMM: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T00:58:46.566900] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1176 tests
[2025-10-11T00:58:46.566936] [INFO ] [CONFIGURE ] PMM: Testing feature 29/29: add_vwap
[2025-10-11T00:58:46.567023] [INFO ] [CONFIGURE ] PMM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-11T00:58:46.728096] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T00:58:46.891227] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:47.053238] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:47.217852] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T00:58:47.386317] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:47.549088] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:47.708151] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:47.869206] [DEBUG] [FORECASTER] PMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:48.024568] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:48.182385] [DEBUG] [FORECASTER] PMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:48.182525] [INFO ] [CONFIGURE ] PMM: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T00:58:48.182568] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1175 tests
[2025-10-11T00:58:48.182625] [INFO ] [CONFIGURE ] PMM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:58:48.182713] [INFO ] [CONFIGURE ] PMM: Best accuracy: 80.00%
[2025-10-11T00:58:48.182754] [INFO ] [CONFIGURE ] PMM: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T00:58:48.182784] [INFO ] [CONFIGURE ] PMM: Improvement over baseline: 30.00%
[2025-10-11T00:58:48.182810] [INFO ] [CONFIGURE ] PMM: Total time: 42.1 seconds
[2025-10-11T00:58:48.182836] [INFO ] [CONFIGURE ] PMM: Average time per feature: 1.5 seconds
[2025-10-11T00:58:48.182863] [INFO ] [CONFIGURE ] PMM: Average speed: 0.69 features/sec
[2025-10-11T00:58:48.183422] [INFO ] [LOCAL     ] Saved configuration for PMM: 3 features, 80.00% accuracy -> ./output/feature-sets/PMM.json
[2025-10-11T00:58:48.183477] [INFO ] [CONFIGURE ] PMM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T00:58:48.183525] [INFO ] [sig       ] [181/220] Successfully configured PMM | 0.02 sym/s | Total: 2.2h | ETA: 28.7m
[2025-10-11T00:58:48.183600] [INFO ] [sig       ] [182/220] Configuring PMO...
[2025-10-11T00:58:48.183693] [INFO ] [CONFIGURE ] PMO: Configurate test run.
[2025-10-11T00:58:48.183766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-10-11T00:58:48.197372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMO'.
[2025-10-11T00:58:48.197697] [INFO ] [CONFIGURE ] PMO: Testing with 29 available features
[2025-10-11T00:58:48.197753] [INFO ] [CONFIGURE ] PMO: Establishing baseline with no features...
[2025-10-11T00:58:48.302555] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:48.407977] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:58:48.517060] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:48.628927] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:48.737165] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:48.845885] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:48.955734] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:49.066890] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:49.181017] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:49.296739] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:49.296915] [INFO ] [CONFIGURE ] PMO: Baseline score (no features): 60.00%
[2025-10-11T00:58:49.297014] [INFO ] [CONFIGURE ] PMO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:58:49.297067] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:58:49.427140] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:49.547691] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:58:49.669747] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:49.790878] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:58:49.917486] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:50.040218] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:50.162451] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:50.285834] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:50.409592] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:50.533917] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:50.534067] [INFO ] [CONFIGURE ] PMO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T00:58:50.534108] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1174 tests
[2025-10-11T00:58:50.534200] [INFO ] [CONFIGURE ] PMO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:58:50.534239] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:58:50.660426] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:50.786038] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:58:50.913348] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:51.039679] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:51.166686] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:51.299350] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:51.429406] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:51.572404] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:51.707129] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:51.839593] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:51.839768] [INFO ] [CONFIGURE ] PMO: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T00:58:51.839818] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1173 tests
[2025-10-11T00:58:51.839853] [INFO ] [CONFIGURE ] PMO: Testing feature 3/29: add_daily_returns
[2025-10-11T00:58:51.839883] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T00:58:51.970965] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:52.102537] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:58:52.232433] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:58:52.363247] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:52.494338] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:52.626557] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T00:58:52.761604] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:52.893276] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:53.025106] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:53.158362] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:53.158493] [INFO ] [CONFIGURE ] PMO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T00:58:53.158537] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1172 tests
[2025-10-11T00:58:53.158572] [INFO ] [CONFIGURE ] PMO: Testing feature 4/29: add_ema
[2025-10-11T00:58:53.158602] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:58:53.302051] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:53.443876] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:53.587258] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:53.732017] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:53.880009] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:54.039539] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:54.214395] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:54.382770] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:54.553386] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:54.722322] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:54.722532] [INFO ] [CONFIGURE ] PMO: KEPT add_ema (score: 80.00%)
[2025-10-11T00:58:54.722620] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1171 tests
[2025-10-11T00:58:54.722716] [INFO ] [CONFIGURE ] PMO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:58:54.722760] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:58:54.915636] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:55.096615] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:55.271221] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:55.444514] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:58:55.619044] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:58:55.793619] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:55.967867] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:56.143098] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:58:56.317664] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:56.494041] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:56.494191] [INFO ] [CONFIGURE ] PMO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T00:58:56.494234] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1170 tests
[2025-10-11T00:58:56.494269] [INFO ] [CONFIGURE ] PMO: Testing feature 6/29: add_failed_moves
[2025-10-11T00:58:56.494300] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-11T00:58:56.646183] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:56.798133] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:56.953314] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:57.108031] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:57.261159] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:57.416300] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:57.570890] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:57.728215] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:57.885355] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:58.040949] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:58.041112] [INFO ] [CONFIGURE ] PMO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T00:58:58.041159] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1169 tests
[2025-10-11T00:58:58.041194] [INFO ] [CONFIGURE ] PMO: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:58:58.041224] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T00:58:58.186388] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:58.331748] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:58:58.476973] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:58:58.624001] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:58:58.771400] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:58:58.918396] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:58:59.064458] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:58:59.210984] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:58:59.359229] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:58:59.514694] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:58:59.514833] [INFO ] [CONFIGURE ] PMO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T00:58:59.514876] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1168 tests
[2025-10-11T00:58:59.514910] [INFO ] [CONFIGURE ] PMO: Testing feature 8/29: add_macd
[2025-10-11T00:58:59.514940] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T00:58:59.685790] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:58:59.855552] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:00.032771] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:00.219765] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:00.405383] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:00.588263] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:00.795864] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:00.976511] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:01.166854] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:01.350858] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:01.351030] [INFO ] [CONFIGURE ] PMO: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:59:01.351074] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1167 tests
[2025-10-11T00:59:01.351109] [INFO ] [CONFIGURE ] PMO: Testing feature 9/29: add_mfi
[2025-10-11T00:59:01.351139] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-11T00:59:01.503780] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:01.658104] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:01.811329] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:01.965457] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:02.120293] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:02.279594] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:02.435143] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:02.592409] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:02.749239] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:02.905708] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:02.905876] [INFO ] [CONFIGURE ] PMO: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T00:59:02.905922] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1166 tests
[2025-10-11T00:59:02.905957] [INFO ] [CONFIGURE ] PMO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:59:02.905987] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:59:03.072875] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:03.235769] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:03.400855] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:03.570221] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:03.769938] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:03.940629] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:04.112419] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:04.284990] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:04.459010] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:04.633420] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:04.633604] [INFO ] [CONFIGURE ] PMO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T00:59:04.633672] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1165 tests
[2025-10-11T00:59:04.633729] [INFO ] [CONFIGURE ] PMO: Testing feature 11/29: add_obv_daily
[2025-10-11T00:59:04.633763] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-11T00:59:04.780459] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T00:59:04.930629] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:05.078252] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:05.227343] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:05.374462] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:05.522803] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:05.671971] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:05.816753] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:05.968548] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:06.130172] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:06.130385] [INFO ] [CONFIGURE ] PMO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T00:59:06.130450] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1164 tests
[2025-10-11T00:59:06.130491] [INFO ] [CONFIGURE ] PMO: Testing feature 12/29: add_obv_interval
[2025-10-11T00:59:06.130523] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-11T00:59:06.279144] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:06.422935] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:06.580848] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:06.770024] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:06.927722] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:07.097157] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:07.252344] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:07.408046] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:07.563408] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:07.723172] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:07.723346] [INFO ] [CONFIGURE ] PMO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T00:59:07.723392] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1163 tests
[2025-10-11T00:59:07.723430] [INFO ] [CONFIGURE ] PMO: Testing feature 13/29: add_opening_strength
[2025-10-11T00:59:07.723484] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:59:07.891078] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:08.053009] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:08.217601] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:08.384163] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:08.558502] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:08.725046] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:08.888153] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:09.051185] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:09.217163] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:09.381504] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:09.381724] [INFO ] [CONFIGURE ] PMO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T00:59:09.381781] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1162 tests
[2025-10-11T00:59:09.381817] [INFO ] [CONFIGURE ] PMO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:59:09.381848] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T00:59:09.547285] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:09.714608] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:09.885631] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:10.068334] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:10.308274] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:10.530915] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:10.759770] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:10.984957] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:11.196025] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:11.379358] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:11.379544] [INFO ] [CONFIGURE ] PMO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T00:59:11.379589] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1161 tests
[2025-10-11T00:59:11.379624] [INFO ] [CONFIGURE ] PMO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:59:11.379689] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T00:59:11.528890] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:11.678269] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:11.825087] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:11.971967] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:12.119188] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:12.290666] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:12.461977] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:12.640269] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:12.835071] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:13.004985] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:13.005196] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T00:59:13.005258] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1160 tests
[2025-10-11T00:59:13.005297] [INFO ] [CONFIGURE ] PMO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:59:13.005331] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T00:59:13.176042] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:13.352103] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:13.501579] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:13.655588] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:13.812912] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:13.970673] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:14.125173] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:14.284484] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:14.449959] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:14.621504] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:14.621736] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T00:59:14.621795] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1159 tests
[2025-10-11T00:59:14.621835] [INFO ] [CONFIGURE ] PMO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:59:14.621867] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T00:59:14.775791] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:14.925856] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:15.075160] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:15.225694] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:15.386111] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:15.559571] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:15.741984] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:15.920094] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:16.095946] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:16.279069] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:16.279244] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T00:59:16.279289] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1158 tests
[2025-10-11T00:59:16.279325] [INFO ] [CONFIGURE ] PMO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T00:59:16.279357] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T00:59:16.439274] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:16.600351] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:16.761299] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:16.919332] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:17.070736] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:17.225101] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:17.371689] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:17.523091] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:17.671064] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:17.821676] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:17.821854] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T00:59:17.821900] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1157 tests
[2025-10-11T00:59:17.821990] [INFO ] [CONFIGURE ] PMO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T00:59:17.822044] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T00:59:17.971237] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:18.120634] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:18.267880] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:18.416450] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:18.563421] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:18.722019] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:18.896389] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:19.047513] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:19.196412] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:19.346064] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:19.346221] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T00:59:19.346265] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1156 tests
[2025-10-11T00:59:19.346300] [INFO ] [CONFIGURE ] PMO: Testing feature 20/29: add_price_rejection
[2025-10-11T00:59:19.346332] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-11T00:59:19.496749] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:19.649219] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:19.802196] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:19.962038] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:20.122513] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:20.278927] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:20.435321] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:20.592344] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:20.750514] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:20.908182] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:20.908368] [INFO ] [CONFIGURE ] PMO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T00:59:20.908446] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1155 tests
[2025-10-11T00:59:20.908495] [INFO ] [CONFIGURE ] PMO: Testing feature 21/29: add_range_position
[2025-10-11T00:59:20.908530] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-11T00:59:21.073604] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:21.237214] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:21.403822] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:21.569754] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:21.736137] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:21.932407] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:22.103080] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:22.271273] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:22.438888] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:22.611733] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:22.611922] [INFO ] [CONFIGURE ] PMO: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T00:59:22.611976] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1154 tests
[2025-10-11T00:59:22.612012] [INFO ] [CONFIGURE ] PMO: Testing feature 22/29: add_realized_volatility
[2025-10-11T00:59:22.612042] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-11T00:59:22.791988] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:22.971237] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:23.151835] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:23.333081] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:23.513777] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:23.695898] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:23.887733] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:24.084081] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:24.273318] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:24.463608] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:24.463802] [INFO ] [CONFIGURE ] PMO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T00:59:24.463852] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1153 tests
[2025-10-11T00:59:24.463888] [INFO ] [CONFIGURE ] PMO: Testing feature 23/29: add_recent_range_context
[2025-10-11T00:59:24.463920] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-11T00:59:24.629541] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:24.786813] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:24.978321] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:25.140570] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:25.298012] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:25.456313] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:25.618296] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:25.780267] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:25.944590] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:26.107809] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:26.108002] [INFO ] [CONFIGURE ] PMO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T00:59:26.108065] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1152 tests
[2025-10-11T00:59:26.108104] [INFO ] [CONFIGURE ] PMO: Testing feature 24/29: add_rsi
[2025-10-11T00:59:26.108137] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T00:59:26.267075] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:26.430936] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:26.593615] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:26.754399] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:26.914087] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:27.092659] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:27.261243] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:27.428743] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:27.591776] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:27.762352] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:27.762521] [INFO ] [CONFIGURE ] PMO: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T00:59:27.762586] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1151 tests
[2025-10-11T00:59:27.762672] [INFO ] [CONFIGURE ] PMO: Testing feature 25/29: add_tick_distribution
[2025-10-11T00:59:27.762729] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-11T00:59:27.915316] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:28.069046] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T00:59:28.224925] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:28.383102] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:28.540744] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:28.702248] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:28.860824] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:29.023509] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:29.192374] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:29.352818] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:29.352994] [INFO ] [CONFIGURE ] PMO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T00:59:29.353056] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1150 tests
[2025-10-11T00:59:29.353094] [INFO ] [CONFIGURE ] PMO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T00:59:29.353125] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T00:59:29.514450] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:29.678037] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:29.848140] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:30.023797] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:30.184928] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:30.345305] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:30.505224] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:30.664143] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:30.826000] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:30.992301] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:30.992466] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T00:59:30.992509] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1149 tests
[2025-10-11T00:59:30.992543] [INFO ] [CONFIGURE ] PMO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T00:59:30.992574] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-11T00:59:31.158459] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:31.325912] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:31.496136] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:31.664212] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:31.830977] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:31.996348] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:32.164335] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:32.331949] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:32.501725] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:32.673378] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:32.673563] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T00:59:32.673623] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1148 tests
[2025-10-11T00:59:32.673695] [INFO ] [CONFIGURE ] PMO: Testing feature 28/29: add_volume_profile
[2025-10-11T00:59:32.673748] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-11T00:59:32.833990] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:32.990133] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:33.146659] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:33.304470] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:33.462956] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:33.627804] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:33.793899] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:33.960766] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:34.131953] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:34.298709] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:34.298931] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T00:59:34.298984] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1147 tests
[2025-10-11T00:59:34.299048] [INFO ] [CONFIGURE ] PMO: Testing feature 29/29: add_vwap
[2025-10-11T00:59:34.299107] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-11T00:59:34.464507] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:34.633799] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T00:59:34.799925] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:34.968166] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:35.131814] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:35.305437] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T00:59:35.477504] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:35.649188] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:35.816860] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:35.984006] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T00:59:35.984165] [INFO ] [CONFIGURE ] PMO: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T00:59:35.984208] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1146 tests
[2025-10-11T00:59:35.984265] [INFO ] [CONFIGURE ] PMO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T00:59:35.984321] [INFO ] [CONFIGURE ] PMO: Best accuracy: 80.00%
[2025-10-11T00:59:35.984355] [INFO ] [CONFIGURE ] PMO: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-10-11T00:59:35.984383] [INFO ] [CONFIGURE ] PMO: Improvement over baseline: 20.00%
[2025-10-11T00:59:35.984409] [INFO ] [CONFIGURE ] PMO: Total time: 46.7 seconds
[2025-10-11T00:59:35.984435] [INFO ] [CONFIGURE ] PMO: Average time per feature: 1.6 seconds
[2025-10-11T00:59:35.984461] [INFO ] [CONFIGURE ] PMO: Average speed: 0.62 features/sec
[2025-10-11T00:59:35.985193] [INFO ] [LOCAL     ] Saved configuration for PMO: 2 features, 80.00% accuracy -> ./output/feature-sets/PMO.json
[2025-10-11T00:59:35.985248] [INFO ] [CONFIGURE ] PMO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T00:59:35.985307] [INFO ] [sig       ] [182/220] Successfully configured PMO | 0.02 sym/s | Total: 2.2h | ETA: 28.0m
[2025-10-11T00:59:35.985383] [INFO ] [sig       ] [183/220] Configuring PNI...
[2025-10-11T00:59:35.985452] [INFO ] [CONFIGURE ] PNI: Configurate test run.
[2025-10-11T00:59:35.985523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-10-11T00:59:36.000027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNI'.
[2025-10-11T00:59:36.000382] [INFO ] [CONFIGURE ] PNI: Testing with 29 available features
[2025-10-11T00:59:36.000486] [INFO ] [CONFIGURE ] PNI: Establishing baseline with no features...
[2025-10-11T00:59:36.109945] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:36.219416] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:36.329875] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:36.441191] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:36.559003] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:36.673568] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:36.787595] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:36.901678] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:37.017623] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:37.135501] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:37.135668] [INFO ] [CONFIGURE ] PNI: Baseline score (no features): 60.00%
[2025-10-11T00:59:37.135730] [INFO ] [CONFIGURE ] PNI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T00:59:37.135831] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_bollinger_bands']
[2025-10-11T00:59:37.261252] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:37.386679] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:37.512033] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:37.640465] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:37.768238] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:37.901870] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:38.029789] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:38.160678] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:38.291240] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:38.423846] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:38.424002] [INFO ] [CONFIGURE ] PNI: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T00:59:38.424045] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1145 tests
[2025-10-11T00:59:38.424079] [INFO ] [CONFIGURE ] PNI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T00:59:38.424108] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_cumulative_delta']
[2025-10-11T00:59:38.557863] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:38.697730] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:38.832171] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:38.968092] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:39.106873] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:39.237855] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:39.369927] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:39.501161] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:39.642295] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:39.775019] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:39.775170] [INFO ] [CONFIGURE ] PNI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T00:59:39.775213] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1144 tests
[2025-10-11T00:59:39.775246] [INFO ] [CONFIGURE ] PNI: Testing feature 3/29: add_daily_returns
[2025-10-11T00:59:39.775276] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_daily_returns']
[2025-10-11T00:59:39.888359] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:40.000691] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:40.147130] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:40.261163] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:40.381340] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:40.498595] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:40.617245] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:40.734474] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:40.854879] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:40.975788] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:40.975960] [INFO ] [CONFIGURE ] PNI: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T00:59:40.976004] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1143 tests
[2025-10-11T00:59:40.976039] [INFO ] [CONFIGURE ] PNI: Testing feature 4/29: add_ema
[2025-10-11T00:59:40.976071] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_ema']
[2025-10-11T00:59:41.107413] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:41.234521] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:41.362867] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:41.492127] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:41.624391] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:41.752441] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:41.887228] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:42.019090] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:42.150432] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:42.280740] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:42.280925] [INFO ] [CONFIGURE ] PNI: DISCARDED add_ema (score: 50.00%)
[2025-10-11T00:59:42.280970] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1142 tests
[2025-10-11T00:59:42.281006] [INFO ] [CONFIGURE ] PNI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T00:59:42.281108] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T00:59:42.416573] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:42.550015] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:42.684450] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:42.819731] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:42.960771] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:43.095426] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:43.231297] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:43.368428] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:43.507037] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:59:43.648950] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:43.649145] [INFO ] [CONFIGURE ] PNI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T00:59:43.649190] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1141 tests
[2025-10-11T00:59:43.649224] [INFO ] [CONFIGURE ] PNI: Testing feature 6/29: add_failed_moves
[2025-10-11T00:59:43.649254] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_failed_moves']
[2025-10-11T00:59:43.767601] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:43.888195] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:44.006344] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:44.126228] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:44.253228] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:44.377494] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:44.498945] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:44.622188] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:44.749002] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:44.871432] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:44.871606] [INFO ] [CONFIGURE ] PNI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T00:59:44.871676] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1140 tests
[2025-10-11T00:59:44.871733] [INFO ] [CONFIGURE ] PNI: Testing feature 7/29: add_lag_shelf
[2025-10-11T00:59:44.871768] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_lag_shelf']
[2025-10-11T00:59:44.978852] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:45.087824] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:45.202414] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:45.313524] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:45.427819] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:45.542267] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:45.658936] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:45.772834] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:45.887533] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:45.998230] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:45.998397] [INFO ] [CONFIGURE ] PNI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T00:59:45.998439] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1139 tests
[2025-10-11T00:59:45.998473] [INFO ] [CONFIGURE ] PNI: Testing feature 8/29: add_macd
[2025-10-11T00:59:45.998503] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T00:59:46.145704] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:46.294255] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:46.446583] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:46.600544] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:46.752425] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:46.904705] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:47.055668] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:47.209203] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:47.366234] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:47.515914] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:47.516152] [INFO ] [CONFIGURE ] PNI: DISCARDED add_macd (score: 60.00%)
[2025-10-11T00:59:47.516203] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1138 tests
[2025-10-11T00:59:47.516260] [INFO ] [CONFIGURE ] PNI: Testing feature 9/29: add_mfi
[2025-10-11T00:59:47.516295] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi']
[2025-10-11T00:59:47.642519] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:47.766828] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:47.894406] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:48.021935] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:48.148809] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:48.274290] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:48.399926] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:48.524605] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:48.651912] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:48.778263] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:48.778441] [INFO ] [CONFIGURE ] PNI: KEPT add_mfi (score: 70.00%)
[2025-10-11T00:59:48.778484] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1137 tests
[2025-10-11T00:59:48.778574] [INFO ] [CONFIGURE ] PNI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T00:59:48.778616] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T00:59:48.935184] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:49.090526] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:49.274034] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:49.434639] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:49.595587] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:49.753971] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:49.914395] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:50.073704] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:50.232952] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:50.394936] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:50.395134] [INFO ] [CONFIGURE ] PNI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T00:59:50.395184] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1136 tests
[2025-10-11T00:59:50.395219] [INFO ] [CONFIGURE ] PNI: Testing feature 11/29: add_obv_daily
[2025-10-11T00:59:50.395248] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-11T00:59:50.528088] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:50.663438] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:50.795984] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T00:59:50.931250] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:51.064137] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:51.201006] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:51.337619] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:51.475437] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:51.614899] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:51.752911] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:51.753095] [INFO ] [CONFIGURE ] PNI: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T00:59:51.753157] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1135 tests
[2025-10-11T00:59:51.753195] [INFO ] [CONFIGURE ] PNI: Testing feature 12/29: add_obv_interval
[2025-10-11T00:59:51.753224] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-11T00:59:51.885394] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:52.016297] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:52.147189] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:52.297310] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:52.429106] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:52.561951] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:52.695365] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:52.831128] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:52.965041] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:53.103110] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:53.103298] [INFO ] [CONFIGURE ] PNI: KEPT add_obv_interval (score: 80.00%)
[2025-10-11T00:59:53.103347] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1134 tests
[2025-10-11T00:59:53.103382] [INFO ] [CONFIGURE ] PNI: Testing feature 13/29: add_opening_strength
[2025-10-11T00:59:53.103412] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T00:59:53.251743] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:53.400128] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:53.551093] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:53.702336] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:53.853586] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:54.005334] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:54.157205] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:54.309154] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:54.460369] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T00:59:54.616878] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:54.617063] [INFO ] [CONFIGURE ] PNI: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T00:59:54.617116] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1133 tests
[2025-10-11T00:59:54.617153] [INFO ] [CONFIGURE ] PNI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T00:59:54.617184] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-11T00:59:54.770181] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:54.923604] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:55.076241] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:55.228341] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:55.383174] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:55.540307] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:55.696257] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:55.849240] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:56.004120] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:56.159238] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T00:59:56.159394] [INFO ] [CONFIGURE ] PNI: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T00:59:56.159437] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1132 tests
[2025-10-11T00:59:56.159472] [INFO ] [CONFIGURE ] PNI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T00:59:56.159502] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-11T00:59:56.292979] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:56.436334] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:56.572283] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:56.708847] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T00:59:56.844530] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:56.981331] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T00:59:57.118573] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T00:59:57.254604] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T00:59:57.392283] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:57.529921] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:57.530063] [INFO ] [CONFIGURE ] PNI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T00:59:57.530106] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1131 tests
[2025-10-11T00:59:57.530141] [INFO ] [CONFIGURE ] PNI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T00:59:57.530172] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-11T00:59:57.669222] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:57.811481] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T00:59:57.953288] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:58.096835] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:58.240307] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T00:59:58.386114] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T00:59:58.533225] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T00:59:58.711581] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T00:59:58.861510] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T00:59:59.011014] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T00:59:59.011183] [INFO ] [CONFIGURE ] PNI: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-11T00:59:59.011226] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1130 tests
[2025-10-11T00:59:59.011260] [INFO ] [CONFIGURE ] PNI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T00:59:59.011291] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-11T00:59:59.172847] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T00:59:59.324762] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T00:59:59.485178] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T00:59:59.646361] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T00:59:59.799845] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T00:59:59.955752] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:00:00.107167] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:00:00.268212] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:00:00.443454] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:00:00.631852] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:00:00.632026] [INFO ] [CONFIGURE ] PNI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T01:00:00.632071] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1129 tests
[2025-10-11T01:00:00.632110] [INFO ] [CONFIGURE ] PNI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T01:00:00.632146] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-11T01:00:00.906891] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:00:01.093558] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:00:01.301747] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:00:01.522902] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:00:01.783388] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:00:02.676238] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:00:04.024588] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:00:04.590289] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:00:08.057396] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:00:17.401223] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:00:17.401580] [INFO ] [CONFIGURE ] PNI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T01:00:17.401678] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1128 tests
[2025-10-11T01:00:17.401740] [INFO ] [CONFIGURE ] PNI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T01:00:17.401779] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-11T01:00:25.963825] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:00:38.139201] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:00:50.744123] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:01:03.538841] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:01:16.249510] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:01:28.797382] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:01:40.175003] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:01:52.839802] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:02:05.554599] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:02:18.433735] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:02:18.433970] [INFO ] [CONFIGURE ] PNI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T01:02:18.434045] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1127 tests
[2025-10-11T01:02:18.434106] [INFO ] [CONFIGURE ] PNI: Testing feature 20/29: add_price_rejection
[2025-10-11T01:02:18.434143] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_price_rejection']
[2025-10-11T01:02:30.169823] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:02:37.926470] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:02:50.160961] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T01:03:02.403256] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:03:14.826971] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:03:27.343784] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:03:39.783729] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:03:45.016473] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:03:57.884431] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:04:11.068518] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:04:11.068770] [INFO ] [CONFIGURE ] PNI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T01:04:11.068833] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1126 tests
[2025-10-11T01:04:11.068873] [INFO ] [CONFIGURE ] PNI: Testing feature 21/29: add_range_position
[2025-10-11T01:04:11.068905] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_range_position']
[2025-10-11T01:04:22.937744] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:04:35.028437] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T01:04:44.013499] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:04:56.488135] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:05:08.823130] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:05:19.878347] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:05:21.685741] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:05:32.477879] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:05:43.974278] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:05:53.221293] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:05:53.221536] [INFO ] [CONFIGURE ] PNI: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T01:05:53.221670] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.6s/test | Remaining: 1125 tests
[2025-10-11T01:05:53.221733] [INFO ] [CONFIGURE ] PNI: Testing feature 22/29: add_realized_volatility
[2025-10-11T01:05:53.221769] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_realized_volatility']
[2025-10-11T01:06:04.720859] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:06:16.445197] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:06:23.961184] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:06:27.037802] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:06:38.960324] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:06:50.945750] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:07:03.099168] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:07:14.677016] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:07:27.007280] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:07:30.500206] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:07:30.500503] [INFO ] [CONFIGURE ] PNI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T01:07:30.500581] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.6s/test | Remaining: 1124 tests
[2025-10-11T01:07:30.500663] [INFO ] [CONFIGURE ] PNI: Testing feature 23/29: add_recent_range_context
[2025-10-11T01:07:30.500722] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_recent_range_context']
[2025-10-11T01:07:42.335846] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:07:46.013457] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T01:07:46.434132] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:07:58.645539] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:08:02.105791] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T01:08:02.781973] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:08:15.179178] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:08:22.027874] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:08:22.414157] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:08:23.391848] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:08:23.392054] [INFO ] [CONFIGURE ] PNI: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-11T01:08:23.392129] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.6s/test | Remaining: 1123 tests
[2025-10-11T01:08:23.392198] [INFO ] [CONFIGURE ] PNI: Testing feature 24/29: add_rsi
[2025-10-11T01:08:23.392256] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-11T01:08:23.841455] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:08:24.292791] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T01:08:25.055295] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T01:08:26.391131] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:08:31.796671] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T01:08:32.622335] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:08:34.939683] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:08:35.494587] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:08:36.205116] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:08:44.158571] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:08:44.158847] [INFO ] [CONFIGURE ] PNI: DISCARDED add_rsi (score: 10.00%)
[2025-10-11T01:08:44.158928] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.6s/test | Remaining: 1122 tests
[2025-10-11T01:08:44.158989] [INFO ] [CONFIGURE ] PNI: Testing feature 25/29: add_tick_distribution
[2025-10-11T01:08:44.159025] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_tick_distribution']
[2025-10-11T01:08:54.521036] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:09:06.196472] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T01:09:18.763020] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:09:31.109874] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:09:43.654724] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:09:56.472444] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:10:09.202665] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:10:10.123088] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:10:10.739152] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:10:23.463160] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:10:23.463366] [INFO ] [CONFIGURE ] PNI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T01:10:23.463463] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.6s/test | Remaining: 1121 tests
[2025-10-11T01:10:23.463524] [INFO ] [CONFIGURE ] PNI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T01:10:23.463560] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-11T01:10:35.385374] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:10:36.305388] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:10:36.701814] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:10:48.963813] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:11:01.725497] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:11:14.110245] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:11:17.310554] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:11:17.877348] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:11:30.288302] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:11:42.934378] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:11:42.934583] [INFO ] [CONFIGURE ] PNI: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-11T01:11:42.934684] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.6s/test | Remaining: 1120 tests
[2025-10-11T01:11:42.934746] [INFO ] [CONFIGURE ] PNI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T01:11:42.934837] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-11T01:11:55.190461] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:12:01.515122] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:12:07.324329] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T01:12:19.809757] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:12:32.316903] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:12:44.938624] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:12:45.921884] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:12:58.546065] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:13:11.261379] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:13:23.848433] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:13:23.848699] [INFO ] [CONFIGURE ] PNI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T01:13:23.848773] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.6s/test | Remaining: 1119 tests
[2025-10-11T01:13:23.848833] [INFO ] [CONFIGURE ] PNI: Testing feature 28/29: add_volume_profile
[2025-10-11T01:13:23.848869] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_profile']
[2025-10-11T01:13:36.012669] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:13:36.654364] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:13:39.890528] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:13:52.600000] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:14:05.497570] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:14:18.221289] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:14:30.946126] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:14:43.657633] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:14:53.956712] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:15:06.977553] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:15:06.977885] [INFO ] [CONFIGURE ] PNI: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T01:15:06.977955] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.7s/test | Remaining: 1118 tests
[2025-10-11T01:15:06.978006] [INFO ] [CONFIGURE ] PNI: Testing feature 29/29: add_vwap
[2025-10-11T01:15:06.978063] [INFO ] [CONFIGURE ] PNI: Testing with features: ['add_mfi', 'add_obv_interval', 'add_vwap']
[2025-10-11T01:15:07.386669] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:15:08.018967] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T01:15:08.878586] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:15:09.224786] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:15:09.606809] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:15:10.292032] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T01:15:22.733019] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:15:22.978479] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:15:35.431202] [DEBUG] [FORECASTER] PNI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:15:36.411556] [DEBUG] [FORECASTER] PNI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:15:36.411852] [INFO ] [CONFIGURE ] PNI: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T01:15:36.411944] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.7s/test | Remaining: 1117 tests
[2025-10-11T01:15:36.412018] [INFO ] [CONFIGURE ] PNI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T01:15:36.412076] [INFO ] [CONFIGURE ] PNI: Best accuracy: 80.00%
[2025-10-11T01:15:36.412132] [INFO ] [CONFIGURE ] PNI: Best feature set (2 features): ['add_mfi', 'add_obv_interval']
[2025-10-11T01:15:36.412182] [INFO ] [CONFIGURE ] PNI: Improvement over baseline: 20.00%
[2025-10-11T01:15:36.412215] [INFO ] [CONFIGURE ] PNI: Total time: 16.0 minutes
[2025-10-11T01:15:36.412245] [INFO ] [CONFIGURE ] PNI: Average time per feature: 33.1 seconds
[2025-10-11T01:15:36.412273] [INFO ] [CONFIGURE ] PNI: Average speed: 0.03 features/sec
[2025-10-11T01:15:36.412963] [INFO ] [LOCAL     ] Saved configuration for PNI: 2 features, 80.00% accuracy -> ./output/feature-sets/PNI.json
[2025-10-11T01:15:36.413022] [INFO ] [CONFIGURE ] PNI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T01:15:36.413105] [INFO ] [sig       ] [183/220] Successfully configured PNI | 0.02 sym/s | Total: 2.5h | ETA: 30.3m
[2025-10-11T01:15:36.413192] [INFO ] [sig       ] [184/220] Configuring PNNT...
[2025-10-11T01:15:36.413262] [INFO ] [CONFIGURE ] PNNT: Configurate test run.
[2025-10-11T01:15:36.413334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-10-11T01:15:36.428273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNNT'.
[2025-10-11T01:15:36.429041] [INFO ] [CONFIGURE ] PNNT: Testing with 29 available features
[2025-10-11T01:15:36.429101] [INFO ] [CONFIGURE ] PNNT: Establishing baseline with no features...
[2025-10-11T01:15:49.047952] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:15:57.269805] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:15:57.731885] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:15:58.298229] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:15:59.143397] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:16:09.478519] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:16:22.506207] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:16:35.760762] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:16:49.065799] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:16:56.944411] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:16:56.944638] [INFO ] [CONFIGURE ] PNNT: Baseline score (no features): 40.00%
[2025-10-11T01:16:56.944753] [INFO ] [CONFIGURE ] PNNT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T01:16:56.944815] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands']
[2025-10-11T01:17:04.171592] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:17:15.973553] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:17:27.833901] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:17:39.845610] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:17:51.757429] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:18:04.053721] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:18:06.165982] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:18:18.484088] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:18:31.026460] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:18:43.571990] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:18:43.572234] [INFO ] [CONFIGURE ] PNNT: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T01:18:43.572299] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.7s/test | Remaining: 1116 tests
[2025-10-11T01:18:43.572354] [INFO ] [CONFIGURE ] PNNT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T01:18:43.572414] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T01:18:54.691456] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:19:05.865552] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:19:12.094504] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:19:12.499932] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:19:13.074013] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:19:19.190805] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:19:25.574226] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:19:37.515558] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:19:49.141730] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:20:01.190507] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:20:01.190794] [INFO ] [CONFIGURE ] PNNT: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-11T01:20:01.190872] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.7s/test | Remaining: 1115 tests
[2025-10-11T01:20:01.190934] [INFO ] [CONFIGURE ] PNNT: Testing feature 3/29: add_daily_returns
[2025-10-11T01:20:01.190971] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T01:20:12.449713] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:20:23.925525] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:20:35.243002] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:20:46.821119] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:20:58.374972] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:21:00.576591] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:21:08.179918] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:21:12.660940] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:21:12.915099] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:21:24.792718] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:21:24.792917] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T01:21:24.792979] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.7s/test | Remaining: 1114 tests
[2025-10-11T01:21:24.793072] [INFO ] [CONFIGURE ] PNNT: Testing feature 4/29: add_ema
[2025-10-11T01:21:24.793128] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T01:21:33.619740] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:21:44.726788] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:21:46.798050] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:21:47.410551] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:21:48.733055] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:21:49.365727] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:21:58.943734] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:22:05.012563] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:22:16.919369] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:22:28.626899] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:22:28.627110] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_ema (score: 60.00%)
[2025-10-11T01:22:28.627166] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.7s/test | Remaining: 1113 tests
[2025-10-11T01:22:28.627227] [INFO ] [CONFIGURE ] PNNT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T01:22:28.627286] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T01:22:37.022622] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:22:37.473895] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:22:37.976172] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:22:49.322065] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:23:00.691698] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:23:08.380083] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:23:17.154131] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:23:24.342282] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:23:36.066128] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:23:41.214512] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:23:41.214722] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T01:23:41.214779] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.7s/test | Remaining: 1112 tests
[2025-10-11T01:23:41.214819] [INFO ] [CONFIGURE ] PNNT: Testing feature 6/29: add_failed_moves
[2025-10-11T01:23:41.214852] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T01:23:41.616192] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:23:47.197491] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:23:55.562417] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:23:56.072907] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:24:07.336305] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:24:08.298290] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:24:08.948450] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:24:20.980027] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:24:32.714330] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:24:34.291823] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:24:34.292088] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T01:24:34.292166] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.8s/test | Remaining: 1111 tests
[2025-10-11T01:24:34.292219] [INFO ] [CONFIGURE ] PNNT: Testing feature 7/29: add_lag_shelf
[2025-10-11T01:24:34.292261] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T01:24:35.381255] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:24:35.973585] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:24:36.353441] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:24:47.773537] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:24:55.427778] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:25:05.753511] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:25:17.407023] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:25:18.028195] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:25:26.347046] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:25:36.124356] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:25:36.124605] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T01:25:36.124788] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.8s/test | Remaining: 1110 tests
[2025-10-11T01:25:36.124855] [INFO ] [CONFIGURE ] PNNT: Testing feature 8/29: add_macd
[2025-10-11T01:25:36.124915] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T01:25:39.485415] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:25:46.234924] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:25:57.212138] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T01:26:08.321808] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:26:19.422341] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:26:30.737810] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:26:42.297057] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:26:52.946214] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:27:01.651146] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:27:05.855788] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:27:05.856052] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_macd (score: 60.00%)
[2025-10-11T01:27:05.856117] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.8s/test | Remaining: 1109 tests
[2025-10-11T01:27:05.856161] [INFO ] [CONFIGURE ] PNNT: Testing feature 9/29: add_mfi
[2025-10-11T01:27:05.856196] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T01:27:17.082841] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:27:28.366573] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:27:39.655085] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:27:51.030677] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:27:52.171928] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:28:03.750375] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:28:15.634996] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:28:27.588518] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:28:39.312713] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:28:51.334436] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:28:51.334722] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T01:28:51.334785] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.8s/test | Remaining: 1108 tests
[2025-10-11T01:28:51.334844] [INFO ] [CONFIGURE ] PNNT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T01:28:51.334902] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T01:28:51.610635] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:28:57.304206] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:29:08.643995] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:29:19.909786] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:29:21.431878] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:29:22.508327] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:29:23.074296] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:29:23.702348] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:29:24.751586] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:29:36.905276] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:29:36.905486] [INFO ] [CONFIGURE ] PNNT: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-11T01:29:36.905549] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.8s/test | Remaining: 1107 tests
[2025-10-11T01:29:36.905588] [INFO ] [CONFIGURE ] PNNT: Testing feature 11/29: add_obv_daily
[2025-10-11T01:29:36.905620] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T01:29:47.886412] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:29:58.870864] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:30:07.568249] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:30:08.345480] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:30:09.333378] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:30:20.322627] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:30:31.570244] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:30:32.564140] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:30:33.063479] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:30:44.695214] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:30:44.695481] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T01:30:44.695544] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.8s/test | Remaining: 1106 tests
[2025-10-11T01:30:44.695595] [INFO ] [CONFIGURE ] PNNT: Testing feature 12/29: add_obv_interval
[2025-10-11T01:30:44.695676] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T01:30:56.021676] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:31:07.391040] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:31:18.678809] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:31:29.933507] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:31:41.292463] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:31:52.511431] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:32:04.326484] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:32:16.137883] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:32:27.665639] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:32:32.905282] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:32:32.905534] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T01:32:32.905599] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.8s/test | Remaining: 1105 tests
[2025-10-11T01:32:32.905670] [INFO ] [CONFIGURE ] PNNT: Testing feature 13/29: add_opening_strength
[2025-10-11T01:32:32.905731] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T01:32:33.439490] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:32:44.487480] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:32:55.683625] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:33:06.981280] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T01:33:17.466075] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:33:24.732909] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:33:36.164488] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:33:38.004360] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:33:39.050365] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:33:50.712248] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:33:50.712484] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T01:33:50.712547] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.9s/test | Remaining: 1104 tests
[2025-10-11T01:33:50.712607] [INFO ] [CONFIGURE ] PNNT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T01:33:50.712730] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T01:33:52.571259] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:33:53.338883] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:34:04.590715] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:34:15.999674] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:34:18.795774] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:34:22.430016] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:34:23.567404] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:34:24.501236] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:34:24.776296] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:34:25.684919] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:34:25.685128] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T01:34:25.685190] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.9s/test | Remaining: 1103 tests
[2025-10-11T01:34:25.685242] [INFO ] [CONFIGURE ] PNNT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T01:34:25.685299] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T01:34:36.541005] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:34:38.417415] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:34:39.841446] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T01:34:40.328220] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:34:51.565676] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:34:52.339237] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:34:52.587729] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:35:02.988859] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:35:14.584886] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:35:21.268488] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:35:21.268741] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T01:35:21.268807] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.9s/test | Remaining: 1102 tests
[2025-10-11T01:35:21.268848] [INFO ] [CONFIGURE ] PNNT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T01:35:21.268881] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T01:35:32.209179] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:35:43.445554] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:35:47.506563] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:35:58.942887] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:36:10.150800] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:36:21.717262] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:36:33.455377] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:36:44.790008] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:36:56.236553] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:37:06.190572] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:37:06.190828] [INFO ] [CONFIGURE ] PNNT: KEPT add_pbf_return_2d (score: 80.00%)
[2025-10-11T01:37:06.190897] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.9s/test | Remaining: 1101 tests
[2025-10-11T01:37:06.190939] [INFO ] [CONFIGURE ] PNNT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T01:37:06.190974] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T01:37:06.588004] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:37:17.754903] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:37:28.948953] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:37:32.323448] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:37:41.574903] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:37:52.904908] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:38:04.477528] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:38:14.799866] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:38:26.305216] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:38:37.103469] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:38:37.103764] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T01:38:37.103831] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.9s/test | Remaining: 1100 tests
[2025-10-11T01:38:37.103895] [INFO ] [CONFIGURE ] PNNT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T01:38:37.103955] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T01:38:47.990837] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:38:49.492495] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:38:49.969036] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:39:01.506480] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:39:03.205094] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:39:03.814200] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:39:04.284587] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:39:15.988163] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:39:27.784434] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:39:38.799736] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:39:38.799968] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T01:39:38.800078] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.9s/test | Remaining: 1099 tests
[2025-10-11T01:39:38.800147] [INFO ] [CONFIGURE ] PNNT: Testing feature 20/29: add_price_rejection
[2025-10-11T01:39:38.800207] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T01:39:49.866144] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:40:01.151812] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:40:12.270631] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:40:23.626246] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:40:34.930443] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:40:35.500396] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:40:47.256064] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:40:58.889882] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:41:10.313383] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:41:22.078836] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:41:22.079078] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T01:41:22.079143] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.9s/test | Remaining: 1098 tests
[2025-10-11T01:41:22.079204] [INFO ] [CONFIGURE ] PNNT: Testing feature 21/29: add_range_position
[2025-10-11T01:41:22.079262] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_range_position']
[2025-10-11T01:41:33.132987] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:41:44.413963] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:41:55.647351] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:42:03.114515] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:42:14.213761] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:42:25.748223] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:42:33.888234] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:42:45.360503] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:42:57.025104] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:43:08.807739] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:43:08.807990] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T01:43:08.808055] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.0s/test | Remaining: 1097 tests
[2025-10-11T01:43:08.808120] [INFO ] [CONFIGURE ] PNNT: Testing feature 22/29: add_realized_volatility
[2025-10-11T01:43:08.808181] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T01:43:09.662523] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:43:20.678333] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:43:22.650350] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:43:34.256091] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:43:45.436360] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:43:56.639279] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:44:08.213315] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:44:16.307193] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:44:27.618862] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:44:29.883483] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:44:29.883719] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T01:44:29.883805] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.0s/test | Remaining: 1096 tests
[2025-10-11T01:44:29.883889] [INFO ] [CONFIGURE ] PNNT: Testing feature 23/29: add_recent_range_context
[2025-10-11T01:44:29.883948] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T01:44:38.656021] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:44:43.457234] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:44:54.998763] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:44:56.051233] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:45:00.362055] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:45:11.864870] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:45:23.540022] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:45:35.200995] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:45:44.321000] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:45:51.166204] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:45:51.166476] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T01:45:51.166543] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.0s/test | Remaining: 1095 tests
[2025-10-11T01:45:51.166661] [INFO ] [CONFIGURE ] PNNT: Testing feature 24/29: add_rsi
[2025-10-11T01:45:51.166724] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T01:46:02.230312] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:46:13.500237] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:46:24.774815] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:46:36.193391] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:46:47.433131] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:46:58.847862] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:47:08.985884] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:47:19.826845] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:47:28.110891] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:47:32.741871] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:47:32.742148] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T01:47:32.742224] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 2.0s/test | Remaining: 1094 tests
[2025-10-11T01:47:32.742288] [INFO ] [CONFIGURE ] PNNT: Testing feature 25/29: add_tick_distribution
[2025-10-11T01:47:32.742355] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T01:47:40.627637] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:47:49.040624] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:47:53.222288] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:47:54.225444] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:47:55.380775] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:48:05.363362] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:48:17.170818] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:48:28.857112] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:48:40.578903] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:48:52.437579] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:48:52.437960] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T01:48:52.438035] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 2.0s/test | Remaining: 1093 tests
[2025-10-11T01:48:52.438112] [INFO ] [CONFIGURE ] PNNT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T01:48:52.438180] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T01:49:03.516776] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:49:14.583989] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:49:25.839865] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:49:37.028203] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:49:48.317186] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:49:59.928494] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:50:11.373967] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:50:22.920306] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:50:32.907962] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:50:42.548496] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:50:42.548782] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T01:50:42.548847] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.0s/test | Remaining: 1092 tests
[2025-10-11T01:50:42.548899] [INFO ] [CONFIGURE ] PNNT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T01:50:42.548957] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T01:50:43.096153] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:50:51.773835] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:50:54.978343] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:51:06.157893] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:51:17.036466] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:51:28.413403] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:51:39.910506] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:51:51.454319] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:51:59.021865] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:52:06.265316] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:52:06.265676] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T01:52:06.265740] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 2.1s/test | Remaining: 1091 tests
[2025-10-11T01:52:06.265799] [INFO ] [CONFIGURE ] PNNT: Testing feature 28/29: add_volume_profile
[2025-10-11T01:52:06.265857] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T01:52:08.562768] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:52:09.551951] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:52:14.956482] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:52:26.199233] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:52:37.605882] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:52:38.270568] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:52:39.470637] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:52:51.272728] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:52:51.721195] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:53:03.657889] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:53:03.658106] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T01:53:03.658170] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 2.1s/test | Remaining: 1090 tests
[2025-10-11T01:53:03.658237] [INFO ] [CONFIGURE ] PNNT: Testing feature 29/29: add_vwap
[2025-10-11T01:53:03.658309] [INFO ] [CONFIGURE ] PNNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d', 'add_vwap']
[2025-10-11T01:53:04.246292] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:53:13.329830] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:53:24.662974] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T01:53:35.996832] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:53:47.288038] [DEBUG] [FORECASTER] PNNT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:53:58.783265] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:54:00.016256] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:54:10.408215] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:54:11.094694] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:54:11.514533] [DEBUG] [FORECASTER] PNNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:54:11.514794] [INFO ] [CONFIGURE ] PNNT: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T01:54:11.514860] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 2.1s/test | Remaining: 1089 tests
[2025-10-11T01:54:11.514932] [INFO ] [CONFIGURE ] PNNT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T01:54:11.514989] [INFO ] [CONFIGURE ] PNNT: Best accuracy: 80.00%
[2025-10-11T01:54:11.515036] [INFO ] [CONFIGURE ] PNNT: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T01:54:11.515092] [INFO ] [CONFIGURE ] PNNT: Improvement over baseline: 40.00%
[2025-10-11T01:54:11.515123] [INFO ] [CONFIGURE ] PNNT: Total time: 37.2 minutes
[2025-10-11T01:54:11.515151] [INFO ] [CONFIGURE ] PNNT: Average time per feature: 79.8 seconds
[2025-10-11T01:54:11.515180] [INFO ] [CONFIGURE ] PNNT: Average speed: 0.01 features/sec
[2025-10-11T01:54:11.515936] [INFO ] [LOCAL     ] Saved configuration for PNNT: 5 features, 80.00% accuracy -> ./output/feature-sets/PNNT.json
[2025-10-11T01:54:11.515993] [INFO ] [CONFIGURE ] PNNT: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-11T01:54:11.516044] [INFO ] [sig       ] [184/220] Successfully configured PNNT | 0.02 sym/s | Total: 3.1h | ETA: 36.9m
[2025-10-11T01:54:11.516120] [INFO ] [sig       ] [185/220] Configuring PPT...
[2025-10-11T01:54:11.516191] [INFO ] [CONFIGURE ] PPT: Configurate test run.
[2025-10-11T01:54:11.516263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-10-11T01:54:11.530495] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPT'.
[2025-10-11T01:54:11.530905] [INFO ] [CONFIGURE ] PPT: Testing with 29 available features
[2025-10-11T01:54:11.530964] [INFO ] [CONFIGURE ] PPT: Establishing baseline with no features...
[2025-10-11T01:54:24.656727] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:54:37.788234] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:54:38.396381] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:54:38.973592] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:54:52.304391] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:54:59.769124] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:55:13.290634] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:55:26.839458] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:55:39.034457] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:55:43.709136] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T01:55:43.709397] [INFO ] [CONFIGURE ] PPT: Baseline score (no features): 50.00%
[2025-10-11T01:55:43.709477] [INFO ] [CONFIGURE ] PPT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T01:55:43.709535] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_bollinger_bands']
[2025-10-11T01:55:49.964634] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:55:56.452619] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:55:56.741604] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:56:09.471770] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:56:22.448036] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T01:56:35.667515] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:56:46.006533] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:56:59.420305] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:57:12.911133] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:57:13.099262] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T01:57:13.099465] [INFO ] [CONFIGURE ] PPT: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T01:57:13.099528] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.1s/test | Remaining: 1088 tests
[2025-10-11T01:57:13.099568] [INFO ] [CONFIGURE ] PPT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T01:57:13.099601] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_cumulative_delta']
[2025-10-11T01:57:13.387174] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:57:14.182625] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:57:14.724356] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:57:15.189843] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:57:19.190161] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T01:57:31.458348] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:57:43.709805] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:57:48.245836] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:57:48.415014] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T01:57:49.540322] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T01:57:49.540563] [INFO ] [CONFIGURE ] PPT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T01:57:49.540661] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.1s/test | Remaining: 1087 tests
[2025-10-11T01:57:49.540723] [INFO ] [CONFIGURE ] PPT: Testing feature 3/29: add_daily_returns
[2025-10-11T01:57:49.540758] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns']
[2025-10-11T01:57:50.049516] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T01:58:02.341634] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:58:14.696997] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:58:14.918614] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T01:58:15.076814] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T01:58:25.917015] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T01:58:38.757147] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:58:51.627049] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:59:04.691322] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:59:17.445396] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T01:59:17.445638] [INFO ] [CONFIGURE ] PPT: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T01:59:17.445774] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.1s/test | Remaining: 1086 tests
[2025-10-11T01:59:17.445838] [INFO ] [CONFIGURE ] PPT: Testing feature 4/29: add_ema
[2025-10-11T01:59:17.445894] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T01:59:29.510178] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T01:59:39.851616] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T01:59:51.479409] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:00:02.682795] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:00:14.921234] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:00:27.016132] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:00:39.144045] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:00:51.345719] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:01:00.196715] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:01:01.099266] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:01:01.099518] [INFO ] [CONFIGURE ] PPT: KEPT add_ema (score: 80.00%)
[2025-10-11T02:01:01.099582] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 2.1s/test | Remaining: 1085 tests
[2025-10-11T02:01:01.099637] [INFO ] [CONFIGURE ] PPT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T02:01:01.099717] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T02:01:09.517969] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:01:21.144203] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:01:32.652588] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:01:44.128914] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:01:47.966543] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:01:48.435618] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:01:49.163187] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:01:49.693564] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:01:50.251384] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:01:51.164145] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:01:51.164354] [INFO ] [CONFIGURE ] PPT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T02:01:51.164417] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 2.2s/test | Remaining: 1084 tests
[2025-10-11T02:01:51.164553] [INFO ] [CONFIGURE ] PPT: Testing feature 6/29: add_failed_moves
[2025-10-11T02:01:51.164595] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-11T02:01:51.849207] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:02:01.504611] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:02:13.120894] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:02:14.060735] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:02:26.063581] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:02:26.347151] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:02:38.500461] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:02:50.577403] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:03:02.571109] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:03:14.992128] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:03:14.992359] [INFO ] [CONFIGURE ] PPT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T02:03:14.992432] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.2s/test | Remaining: 1083 tests
[2025-10-11T02:03:14.992491] [INFO ] [CONFIGURE ] PPT: Testing feature 7/29: add_lag_shelf
[2025-10-11T02:03:14.992528] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-11T02:03:26.909104] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:03:36.449446] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:03:42.526442] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:03:54.154690] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:04:06.102298] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:04:17.992401] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:04:30.053400] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:04:42.209784] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:04:45.067164] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:04:46.544714] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:04:46.545514] [INFO ] [CONFIGURE ] PPT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T02:04:46.545578] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 2.2s/test | Remaining: 1082 tests
[2025-10-11T02:04:46.545626] [INFO ] [CONFIGURE ] PPT: Testing feature 8/29: add_macd
[2025-10-11T02:04:46.545709] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T02:04:47.293886] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:04:47.772865] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:04:48.286437] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:04:48.631624] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:05:00.109520] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:05:11.610823] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:05:23.025664] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:05:34.504597] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:05:46.042865] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:05:57.566201] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:05:57.566513] [INFO ] [CONFIGURE ] PPT: DISCARDED add_macd (score: 80.00%)
[2025-10-11T02:05:57.566576] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 2.2s/test | Remaining: 1081 tests
[2025-10-11T02:05:57.566617] [INFO ] [CONFIGURE ] PPT: Testing feature 9/29: add_mfi
[2025-10-11T02:05:57.566676] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-11T02:06:09.252710] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:06:21.308621] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:06:33.060253] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:06:44.833553] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:06:56.961930] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:06:57.512310] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:07:09.449577] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:07:21.638097] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:07:34.024796] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:07:34.840170] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:07:34.840396] [INFO ] [CONFIGURE ] PPT: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T02:07:34.840461] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.2s/test | Remaining: 1080 tests
[2025-10-11T02:07:34.840523] [INFO ] [CONFIGURE ] PPT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T02:07:34.840582] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T02:07:35.562082] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:07:36.501408] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:07:37.154746] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:07:37.782349] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:07:38.411547] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:07:41.193770] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:07:53.130209] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:08:01.328080] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:08:07.227504] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:08:08.273414] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:08:08.273730] [INFO ] [CONFIGURE ] PPT: KEPT add_momentum_acceleration (score: 90.00%)
[2025-10-11T02:08:08.273788] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.2s/test | Remaining: 1079 tests
[2025-10-11T02:08:08.273838] [INFO ] [CONFIGURE ] PPT: Testing feature 11/29: add_obv_daily
[2025-10-11T02:08:08.273897] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T02:08:08.855911] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:08:20.622147] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:08:21.157521] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:08:21.733158] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:08:22.952706] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:08:30.723945] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:08:42.687113] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:08:54.654348] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:08:55.377800] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:08:55.814811] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:08:55.815003] [INFO ] [CONFIGURE ] PPT: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T02:08:55.815065] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.2s/test | Remaining: 1078 tests
[2025-10-11T02:08:55.815104] [INFO ] [CONFIGURE ] PPT: Testing feature 12/29: add_obv_interval
[2025-10-11T02:08:55.815136] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T02:08:56.360627] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:08:56.912250] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:08:57.794582] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:09:00.540334] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:09:12.311577] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:09:24.272969] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:09:36.317256] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:09:48.323228] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:09:56.302336] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:10:08.364595] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:10:08.364886] [INFO ] [CONFIGURE ] PPT: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T02:10:08.365032] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.2s/test | Remaining: 1077 tests
[2025-10-11T02:10:08.365105] [INFO ] [CONFIGURE ] PPT: Testing feature 13/29: add_opening_strength
[2025-10-11T02:10:08.365164] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-10-11T02:10:19.924044] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:10:31.470556] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:10:43.258427] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:10:47.821601] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:10:49.023362] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:10:49.961881] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:10:50.462187] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:11:02.439363] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:11:09.412147] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:11:17.630110] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:11:17.630330] [INFO ] [CONFIGURE ] PPT: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-11T02:11:17.630392] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.3s/test | Remaining: 1076 tests
[2025-10-11T02:11:17.630444] [INFO ] [CONFIGURE ] PPT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T02:11:17.630501] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T02:11:29.165601] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:11:40.631684] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:11:52.347853] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:12:03.981362] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:12:14.001621] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:12:23.134248] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:12:26.221094] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:12:26.807001] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:12:38.618256] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:12:46.816040] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:12:46.816237] [INFO ] [CONFIGURE ] PPT: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-11T02:12:46.816299] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 2.3s/test | Remaining: 1075 tests
[2025-10-11T02:12:46.816351] [INFO ] [CONFIGURE ] PPT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T02:12:46.816408] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T02:12:47.436331] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:12:48.073928] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:12:48.906207] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:12:49.458755] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:12:52.894810] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:13:01.438121] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:13:11.500627] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:13:11.916356] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:13:12.588455] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:13:24.581968] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:13:24.582228] [INFO ] [CONFIGURE ] PPT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T02:13:24.582292] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.3s/test | Remaining: 1074 tests
[2025-10-11T02:13:24.582335] [INFO ] [CONFIGURE ] PPT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T02:13:24.582370] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T02:13:36.517515] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:13:37.982221] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:13:49.911841] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:13:53.177406] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:14:02.876280] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:14:03.153374] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:14:03.746383] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:14:15.795003] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:14:27.732363] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:14:39.453152] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:14:39.453407] [INFO ] [CONFIGURE ] PPT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T02:14:39.453470] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.3s/test | Remaining: 1073 tests
[2025-10-11T02:14:39.453518] [INFO ] [CONFIGURE ] PPT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T02:14:39.453574] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T02:14:51.250342] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:14:55.357876] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:14:56.030757] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:14:56.535437] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:14:57.142676] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:14:57.954568] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:14:59.105723] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:15:11.156115] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:15:22.768053] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:15:34.642412] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:15:34.642582] [INFO ] [CONFIGURE ] PPT: KEPT add_pbf_volatility_5d (score: 100.00%)
[2025-10-11T02:15:34.642669] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.3s/test | Remaining: 1072 tests
[2025-10-11T02:15:34.642740] [INFO ] [CONFIGURE ] PPT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T02:15:34.642798] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-11T02:15:35.289445] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:15:35.702227] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:15:35.904835] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:15:36.433811] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:15:36.758098] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:15:49.155615] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:15:49.857990] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:15:50.352205] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:15:51.595256] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:15:52.610377] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:15:52.610589] [INFO ] [CONFIGURE ] PPT: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T02:15:52.610687] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.3s/test | Remaining: 1071 tests
[2025-10-11T02:15:52.610746] [INFO ] [CONFIGURE ] PPT: Testing feature 20/29: add_price_rejection
[2025-10-11T02:15:52.610783] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-11T02:15:53.108218] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:15:53.636418] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:16:05.177032] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:16:16.347818] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:16:27.981837] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:16:40.039067] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:16:50.146762] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:17:02.082044] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:17:14.269623] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:17:26.173151] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:17:26.173384] [INFO ] [CONFIGURE ] PPT: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-11T02:17:26.173447] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 2.3s/test | Remaining: 1070 tests
[2025-10-11T02:17:26.173494] [INFO ] [CONFIGURE ] PPT: Testing feature 21/29: add_range_position
[2025-10-11T02:17:26.173530] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-11T02:17:37.788940] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:17:49.259853] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:18:00.796559] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:18:09.930971] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:18:10.425892] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:18:22.160126] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:18:33.460040] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:18:34.235928] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:18:35.122043] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:18:46.039063] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:18:46.039302] [INFO ] [CONFIGURE ] PPT: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T02:18:46.039365] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 2.3s/test | Remaining: 1069 tests
[2025-10-11T02:18:46.039405] [INFO ] [CONFIGURE ] PPT: Testing feature 22/29: add_realized_volatility
[2025-10-11T02:18:46.039438] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-11T02:18:46.833250] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:18:47.948449] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:18:48.911531] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:19:00.427040] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:19:12.360468] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:19:13.791197] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:19:22.442967] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:19:27.022603] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:19:32.963544] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:19:33.822920] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:19:33.823132] [INFO ] [CONFIGURE ] PPT: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T02:19:33.823202] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.3s/test | Remaining: 1068 tests
[2025-10-11T02:19:33.823243] [INFO ] [CONFIGURE ] PPT: Testing feature 23/29: add_recent_range_context
[2025-10-11T02:19:33.823276] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-11T02:19:34.617922] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:19:46.162544] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:19:57.447137] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:19:57.984191] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:19:58.473931] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:20:10.303305] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T02:20:21.447848] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:20:32.571160] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:20:44.640758] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:20:51.200114] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:20:51.200344] [INFO ] [CONFIGURE ] PPT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T02:20:51.200419] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 2.4s/test | Remaining: 1067 tests
[2025-10-11T02:20:51.200480] [INFO ] [CONFIGURE ] PPT: Testing feature 24/29: add_rsi
[2025-10-11T02:20:51.200518] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_rsi']
[2025-10-11T02:20:52.760780] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:20:53.269878] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:20:58.215954] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:21:04.972062] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:21:16.672667] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:21:22.411115] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:21:23.142712] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:21:35.295592] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:21:47.173733] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:21:59.683116] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:21:59.683325] [INFO ] [CONFIGURE ] PPT: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T02:21:59.683399] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 2.4s/test | Remaining: 1066 tests
[2025-10-11T02:21:59.683462] [INFO ] [CONFIGURE ] PPT: Testing feature 25/29: add_tick_distribution
[2025-10-11T02:21:59.683501] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-11T02:22:11.646343] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:22:23.233145] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:22:34.747856] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:22:46.571947] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:22:58.289154] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:23:05.056622] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:23:05.562743] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:23:17.403034] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:23:26.323884] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:23:29.992159] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:23:29.992393] [INFO ] [CONFIGURE ] PPT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T02:23:29.992457] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 2.4s/test | Remaining: 1065 tests
[2025-10-11T02:23:29.992499] [INFO ] [CONFIGURE ] PPT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T02:23:29.992533] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-11T02:23:30.378841] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T02:23:35.502527] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:23:47.333486] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:23:58.418292] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:24:00.666502] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:24:12.462281] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T02:24:18.287232] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:24:24.756938] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:24:36.776247] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:24:48.613361] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:24:48.613683] [INFO ] [CONFIGURE ] PPT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T02:24:48.613773] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.4s/test | Remaining: 1064 tests
[2025-10-11T02:24:48.613850] [INFO ] [CONFIGURE ] PPT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T02:24:48.613899] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-11T02:25:00.270380] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:25:11.967208] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:25:23.468899] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:25:35.096433] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:25:46.586109] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:25:47.787293] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:25:59.581129] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:26:09.062306] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:26:20.993619] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:26:32.809949] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:26:32.810178] [INFO ] [CONFIGURE ] PPT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T02:26:32.810241] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 2.4s/test | Remaining: 1063 tests
[2025-10-11T02:26:32.810280] [INFO ] [CONFIGURE ] PPT: Testing feature 28/29: add_volume_profile
[2025-10-11T02:26:32.810314] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-11T02:26:44.419040] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:26:45.087009] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:26:52.374155] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:26:57.412436] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T02:27:08.009274] [DEBUG] [FORECASTER] PPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:27:19.921994] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:27:31.791179] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:27:43.655619] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:27:55.661333] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:27:59.575834] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:27:59.576084] [INFO ] [CONFIGURE ] PPT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T02:27:59.576146] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 2.4s/test | Remaining: 1062 tests
[2025-10-11T02:27:59.576196] [INFO ] [CONFIGURE ] PPT: Testing feature 29/29: add_vwap
[2025-10-11T02:27:59.576254] [INFO ] [CONFIGURE ] PPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-11T02:28:10.985127] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T02:28:12.028265] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:28:12.325722] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:28:23.967326] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T02:28:35.599909] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:28:47.274865] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T02:28:59.130760] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:29:10.885826] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T02:29:22.573193] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:29:34.076332] [DEBUG] [FORECASTER] PPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T02:29:34.076560] [INFO ] [CONFIGURE ] PPT: DISCARDED add_vwap (score: 100.00%)
[2025-10-11T02:29:34.076627] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.5s/test | Remaining: 1061 tests
[2025-10-11T02:29:34.076712] [INFO ] [CONFIGURE ] PPT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T02:29:34.076841] [INFO ] [CONFIGURE ] PPT: Best accuracy: 100.00%
[2025-10-11T02:29:34.076895] [INFO ] [CONFIGURE ] PPT: Best feature set (5 features): ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T02:29:34.076928] [INFO ] [CONFIGURE ] PPT: Improvement over baseline: 50.00%
[2025-10-11T02:29:34.076956] [INFO ] [CONFIGURE ] PPT: Total time: 33.8 minutes
[2025-10-11T02:29:34.076984] [INFO ] [CONFIGURE ] PPT: Average time per feature: 72.5 seconds
[2025-10-11T02:29:34.077965] [INFO ] [CONFIGURE ] PPT: Average speed: 0.01 features/sec
[2025-10-11T02:29:34.078542] [INFO ] [LOCAL     ] Saved configuration for PPT: 5 features, 100.00% accuracy -> ./output/feature-sets/PPT.json
[2025-10-11T02:29:34.078601] [INFO ] [CONFIGURE ] PPT: Configuration saved successfully: 5 features, 100.00% accuracy.
[2025-10-11T02:29:34.078693] [INFO ] [sig       ] [185/220] Successfully configured PPT | 0.01 sym/s | Total: 3.7h | ETA: 42.3m
[2025-10-11T02:29:34.078769] [INFO ] [sig       ] [186/220] Configuring PRCS...
[2025-10-11T02:29:34.078837] [INFO ] [CONFIGURE ] PRCS: Configurate test run.
[2025-10-11T02:29:34.078908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCS' from 'https://tdm.silogroup.org/data/derivative_storage/PRCS.csv'.
[2025-10-11T02:29:34.109901] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'PRCS'.
[2025-10-11T02:29:34.110468] [INFO ] [CONFIGURE ] PRCS: Testing with 29 available features
[2025-10-11T02:29:34.110527] [INFO ] [CONFIGURE ] PRCS: Establishing baseline with no features...
[2025-10-11T02:29:35.732247] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:29:36.721005] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:29:41.215461] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:29:49.231303] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:29:59.761441] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:30:01.746335] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:30:02.246150] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:30:17.239423] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:30:31.865846] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:30:46.580448] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:30:46.580673] [INFO ] [CONFIGURE ] PRCS: Baseline score (no features): 30.00%
[2025-10-11T02:30:46.580759] [INFO ] [CONFIGURE ] PRCS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T02:30:46.580817] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands']
[2025-10-11T02:30:58.567538] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:31:10.664380] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:31:22.879030] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:31:35.241729] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:31:36.871996] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:31:48.989159] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:31:57.682812] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:32:10.518183] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:32:23.627035] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:32:35.804038] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:32:35.804278] [INFO ] [CONFIGURE ] PRCS: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T02:32:35.804356] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 2.5s/test | Remaining: 1060 tests
[2025-10-11T02:32:35.804417] [INFO ] [CONFIGURE ] PRCS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T02:32:35.804456] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T02:32:47.327026] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:32:59.129990] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:33:10.962587] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:33:23.039215] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:33:35.148447] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:33:42.414032] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:33:42.886515] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:33:55.411392] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:34:07.904371] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:34:20.687439] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:34:20.687631] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T02:34:20.687716] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.5s/test | Remaining: 1059 tests
[2025-10-11T02:34:20.687771] [INFO ] [CONFIGURE ] PRCS: Testing feature 3/29: add_daily_returns
[2025-10-11T02:34:20.687827] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T02:34:32.617132] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:34:37.214884] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:34:43.440336] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:34:47.024794] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:34:47.404984] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:34:47.580317] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:34:48.865252] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:35:01.610894] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:35:01.799009] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:35:02.068401] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:35:02.068574] [INFO ] [CONFIGURE ] PRCS: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T02:35:02.068622] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 2.5s/test | Remaining: 1058 tests
[2025-10-11T02:35:02.068696] [INFO ] [CONFIGURE ] PRCS: Testing feature 4/29: add_ema
[2025-10-11T02:35:02.068745] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T02:35:03.393827] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:35:03.904470] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:35:15.538064] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:35:27.052878] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:35:38.640941] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:35:41.404065] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:35:42.117106] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:35:42.740837] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:35:43.066137] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:35:43.953814] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:35:43.953997] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_ema (score: 50.00%)
[2025-10-11T02:35:43.954043] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 2.5s/test | Remaining: 1057 tests
[2025-10-11T02:35:43.954082] [INFO ] [CONFIGURE ] PRCS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T02:35:43.954116] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T02:35:53.014173] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:36:04.279569] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:36:15.425495] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:36:24.117584] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:36:35.598924] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:36:44.489591] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:36:56.101111] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:36:59.406097] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:37:10.944256] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:37:22.683861] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:37:22.684138] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T02:37:22.684201] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.5s/test | Remaining: 1056 tests
[2025-10-11T02:37:22.684253] [INFO ] [CONFIGURE ] PRCS: Testing feature 6/29: add_failed_moves
[2025-10-11T02:37:22.684310] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T02:37:34.419358] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:37:46.228440] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:37:57.893213] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:38:09.787422] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:38:21.610782] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:38:33.856151] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:38:39.395703] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:38:50.843920] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:38:56.644660] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:39:02.482025] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:39:02.482309] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T02:39:02.482373] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 2.5s/test | Remaining: 1055 tests
[2025-10-11T02:39:02.482427] [INFO ] [CONFIGURE ] PRCS: Testing feature 7/29: add_lag_shelf
[2025-10-11T02:39:02.482485] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T02:39:14.170945] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:39:25.869970] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:39:27.418161] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:39:39.289876] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:39:51.227744] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:40:02.958091] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:40:05.547131] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:40:18.339237] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:40:31.051548] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:40:41.216848] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:40:41.217066] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T02:40:41.217128] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.6s/test | Remaining: 1054 tests
[2025-10-11T02:40:41.217180] [INFO ] [CONFIGURE ] PRCS: Testing feature 8/29: add_macd
[2025-10-11T02:40:41.217243] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T02:40:52.430841] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:41:03.592955] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:41:14.778027] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:41:26.147069] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:41:28.879446] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:41:40.192939] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:41:51.938126] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:42:03.600283] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:42:15.229118] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:42:27.274096] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:42:27.274342] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_macd (score: 50.00%)
[2025-10-11T02:42:27.274417] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.6s/test | Remaining: 1053 tests
[2025-10-11T02:42:27.274489] [INFO ] [CONFIGURE ] PRCS: Testing feature 9/29: add_mfi
[2025-10-11T02:42:27.274546] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-11T02:42:39.251754] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:42:51.291110] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:43:03.180823] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:43:14.724390] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:43:14.907195] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:43:24.315162] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:43:36.894470] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:43:49.581296] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:44:02.496217] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:44:15.626086] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:44:15.626350] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T02:44:15.626426] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 2.6s/test | Remaining: 1052 tests
[2025-10-11T02:44:15.626487] [INFO ] [CONFIGURE ] PRCS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T02:44:15.626525] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T02:44:27.529341] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:44:39.399970] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:44:51.209763] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:45:03.146084] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:45:15.101538] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:45:26.980570] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:45:39.336359] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:45:51.640758] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:45:51.932418] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:45:52.465213] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:45:52.465446] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T02:45:52.465510] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 2.6s/test | Remaining: 1051 tests
[2025-10-11T02:45:52.465565] [INFO ] [CONFIGURE ] PRCS: Testing feature 11/29: add_obv_daily
[2025-10-11T02:45:52.465623] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T02:45:53.412469] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:45:59.153632] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:45:59.897885] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:46:10.424027] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:46:22.000145] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:46:22.192569] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:46:33.788619] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:46:44.894092] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:46:45.477961] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:46:47.242887] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:46:47.243078] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T02:46:47.243125] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.6s/test | Remaining: 1050 tests
[2025-10-11T02:46:47.243221] [INFO ] [CONFIGURE ] PRCS: Testing feature 12/29: add_obv_interval
[2025-10-11T02:46:47.243276] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T02:46:56.870152] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:47:07.081286] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:47:19.121865] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:47:20.304056] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:47:32.307204] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:47:36.169668] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:47:36.393940] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:47:36.578952] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:47:38.232987] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:47:38.940390] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:47:38.940605] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T02:47:38.940692] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 2.6s/test | Remaining: 1049 tests
[2025-10-11T02:47:38.940757] [INFO ] [CONFIGURE ] PRCS: Testing feature 13/29: add_opening_strength
[2025-10-11T02:47:38.940814] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T02:47:50.751547] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:48:02.415118] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:48:14.063534] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:48:19.288717] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:48:23.294266] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:48:35.083673] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:48:47.246295] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:48:59.535634] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:49:11.782040] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:49:17.610981] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:49:17.611736] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T02:49:17.611810] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.7s/test | Remaining: 1048 tests
[2025-10-11T02:49:17.611881] [INFO ] [CONFIGURE ] PRCS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T02:49:17.611938] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T02:49:29.459197] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:49:41.327471] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:49:53.077903] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:50:04.837076] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:50:16.566476] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:50:25.729298] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:50:26.262339] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:50:27.283523] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:50:27.822102] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:50:40.414258] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:50:40.414610] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T02:50:40.414713] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 2.7s/test | Remaining: 1047 tests
[2025-10-11T02:50:40.414788] [INFO ] [CONFIGURE ] PRCS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T02:50:40.414847] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T02:50:50.374769] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:50:51.857463] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:50:52.396157] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:50:53.875927] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:50:54.319860] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:50:54.826473] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:51:07.119101] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:51:19.495280] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:51:31.757728] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:51:31.949675] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:51:31.949864] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T02:51:31.949937] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 2.7s/test | Remaining: 1046 tests
[2025-10-11T02:51:31.950009] [INFO ] [CONFIGURE ] PRCS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T02:51:31.950066] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T02:51:43.667271] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:51:45.308519] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:51:46.483806] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:51:58.257585] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:52:10.129598] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:52:21.737581] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:52:24.231709] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:52:25.858929] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:52:37.968384] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:52:50.556214] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:52:50.556416] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T02:52:50.556492] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 2.7s/test | Remaining: 1045 tests
[2025-10-11T02:52:50.556565] [INFO ] [CONFIGURE ] PRCS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T02:52:50.556714] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T02:53:02.396143] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:53:02.979757] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:53:03.855209] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:53:04.447404] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:53:08.621559] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:53:20.208072] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:53:32.444305] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:53:36.165412] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:53:43.744424] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:53:56.397612] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:53:56.398032] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T02:53:56.398099] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.7s/test | Remaining: 1044 tests
[2025-10-11T02:53:56.398151] [INFO ] [CONFIGURE ] PRCS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T02:53:56.398228] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T02:54:08.206889] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:54:20.034590] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:54:31.897327] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:54:43.775117] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:54:55.890016] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:54:56.746288] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:55:09.281195] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:55:09.459222] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:55:10.736061] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:55:12.046251] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:55:12.046478] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T02:55:12.046541] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 2.7s/test | Remaining: 1043 tests
[2025-10-11T02:55:12.046593] [INFO ] [CONFIGURE ] PRCS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T02:55:12.046673] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T02:55:24.034909] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:55:33.591315] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:55:45.354225] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:55:57.096826] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:56:08.793636] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:56:20.899949] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:56:33.360956] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:56:46.215205] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:56:59.065312] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:57:12.192144] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:57:12.192355] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T02:57:12.192419] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 2.7s/test | Remaining: 1042 tests
[2025-10-11T02:57:12.192474] [INFO ] [CONFIGURE ] PRCS: Testing feature 20/29: add_price_rejection
[2025-10-11T02:57:12.192532] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T02:57:23.958426] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:57:34.562639] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:57:35.191091] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:57:35.466179] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:57:36.260326] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:57:36.754801] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:57:48.491267] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:58:00.958059] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:58:02.321349] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:58:02.709945] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:58:02.710146] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T02:58:02.710232] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 2.8s/test | Remaining: 1041 tests
[2025-10-11T02:58:02.710304] [INFO ] [CONFIGURE ] PRCS: Testing feature 21/29: add_range_position
[2025-10-11T02:58:02.710363] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-11T02:58:02.913114] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:58:03.320812] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:58:04.487478] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T02:58:15.862817] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:58:27.214019] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:58:38.765391] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:58:49.718501] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:59:02.125946] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:59:14.503292] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:59:27.156575] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:59:27.156845] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T02:59:27.156922] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 2.8s/test | Remaining: 1040 tests
[2025-10-11T02:59:27.156996] [INFO ] [CONFIGURE ] PRCS: Testing feature 22/29: add_realized_volatility
[2025-10-11T02:59:27.157054] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T02:59:35.059385] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:59:46.621842] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:59:58.198494] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:00:09.860988] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:00:21.418396] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:00:32.382214] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:00:32.953478] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T03:00:37.995957] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:00:43.470996] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:00:56.026017] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:00:56.026244] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T03:00:56.026323] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.8s/test | Remaining: 1039 tests
[2025-10-11T03:00:56.026401] [INFO ] [CONFIGURE ] PRCS: Testing feature 23/29: add_recent_range_context
[2025-10-11T03:00:56.026461] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T03:00:56.202890] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:01:05.012516] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T03:01:16.851389] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:01:28.658355] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:01:40.385778] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:01:41.911548] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:01:42.736858] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T03:01:42.934827] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:01:53.807013] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:02:05.405686] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:02:05.405882] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T03:02:05.405943] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 2.8s/test | Remaining: 1038 tests
[2025-10-11T03:02:05.405984] [INFO ] [CONFIGURE ] PRCS: Testing feature 24/29: add_rsi
[2025-10-11T03:02:05.406019] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T03:02:16.922880] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:02:24.763145] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T03:02:36.398891] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:02:36.993091] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:02:45.771424] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:02:57.505162] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:03:09.279290] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:03:21.250273] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:03:33.212692] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:03:41.227285] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:03:41.227537] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T03:03:41.227614] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.8s/test | Remaining: 1037 tests
[2025-10-11T03:03:41.227711] [INFO ] [CONFIGURE ] PRCS: Testing feature 25/29: add_tick_distribution
[2025-10-11T03:03:41.227769] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T03:03:52.997782] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:04:04.914390] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:04:16.829840] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:04:28.805828] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:04:33.964254] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:04:34.745978] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:04:47.220124] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T03:04:59.925811] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:05:12.538255] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:05:21.392228] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:05:21.392471] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T03:05:21.392544] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.8s/test | Remaining: 1036 tests
[2025-10-11T03:05:21.392617] [INFO ] [CONFIGURE ] PRCS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T03:05:21.392697] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T03:05:21.869439] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:05:33.371391] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:05:34.059853] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:05:45.799577] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:05:46.097428] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:05:46.373291] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:05:46.595199] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:05:47.136599] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:05:59.824180] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T03:06:12.718630] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:06:12.718896] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T03:06:12.718962] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.8s/test | Remaining: 1035 tests
[2025-10-11T03:06:12.719006] [INFO ] [CONFIGURE ] PRCS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T03:06:12.719039] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T03:06:12.832961] [FATAL] [FORECASTER] Failed to test lookback=11: [03:06:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:12.965879] [FATAL] [FORECASTER] Failed to test lookback=10: [03:06:12] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.094910] [FATAL] [FORECASTER] Failed to test lookback=9: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.229873] [FATAL] [FORECASTER] Failed to test lookback=8: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.356910] [FATAL] [FORECASTER] Failed to test lookback=7: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.492873] [FATAL] [FORECASTER] Failed to test lookback=6: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.625881] [FATAL] [FORECASTER] Failed to test lookback=5: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.758872] [FATAL] [FORECASTER] Failed to test lookback=4: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:13.888886] [FATAL] [FORECASTER] Failed to test lookback=3: [03:06:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:14.019911] [FATAL] [FORECASTER] Failed to test lookback=2: [03:06:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T03:06:14.020345] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T03:06:14.020401] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.8s/test | Remaining: 1034 tests
[2025-10-11T03:06:14.020441] [INFO ] [CONFIGURE ] PRCS: Testing feature 28/29: add_volume_profile
[2025-10-11T03:06:14.020471] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T03:06:25.764907] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:06:36.307059] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T03:06:37.033502] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:06:48.638960] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:07:00.463036] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:07:12.315734] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:07:24.455506] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:07:36.938918] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:07:49.528108] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:08:02.245047] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:08:02.245275] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T03:08:02.245350] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.9s/test | Remaining: 1033 tests
[2025-10-11T03:08:02.245427] [INFO ] [CONFIGURE ] PRCS: Testing feature 29/29: add_vwap
[2025-10-11T03:08:02.245483] [INFO ] [CONFIGURE ] PRCS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-11T03:08:03.070813] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:08:03.285409] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:08:03.503278] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:08:15.359256] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:08:22.932115] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:08:31.111892] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:08:43.093289] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:08:54.982070] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:09:07.194935] [DEBUG] [FORECASTER] PRCS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T03:09:16.093153] [DEBUG] [FORECASTER] PRCS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:09:16.093507] [INFO ] [CONFIGURE ] PRCS: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T03:09:16.093579] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 2.9s/test | Remaining: 1032 tests
[2025-10-11T03:09:16.093669] [INFO ] [CONFIGURE ] PRCS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T03:09:16.093729] [INFO ] [CONFIGURE ] PRCS: Best accuracy: 60.00%
[2025-10-11T03:09:16.093766] [INFO ] [CONFIGURE ] PRCS: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T03:09:16.093798] [INFO ] [CONFIGURE ] PRCS: Improvement over baseline: 30.00%
[2025-10-11T03:09:16.093829] [INFO ] [CONFIGURE ] PRCS: Total time: 38.5 minutes
[2025-10-11T03:09:16.093858] [INFO ] [CONFIGURE ] PRCS: Average time per feature: 79.6 seconds
[2025-10-11T03:09:16.093888] [INFO ] [CONFIGURE ] PRCS: Average speed: 0.01 features/sec
[2025-10-11T03:09:16.094528] [INFO ] [LOCAL     ] Saved configuration for PRCS: 2 features, 60.00% accuracy -> ./output/feature-sets/PRCS.json
[2025-10-11T03:09:16.094592] [INFO ] [CONFIGURE ] PRCS: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T03:09:16.094670] [INFO ] [sig       ] [186/220] Successfully configured PRCS | 0.01 sym/s | Total: 4.4h | ETA: 48.2m
[2025-10-11T03:09:16.094746] [INFO ] [sig       ] [187/220] Configuring PRH...
[2025-10-11T03:09:16.094817] [INFO ] [CONFIGURE ] PRH: Configurate test run.
[2025-10-11T03:09:16.094896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-10-11T03:09:16.109346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRH'.
[2025-10-11T03:09:16.109853] [INFO ] [CONFIGURE ] PRH: Testing with 29 available features
[2025-10-11T03:09:16.109912] [INFO ] [CONFIGURE ] PRH: Establishing baseline with no features...
[2025-10-11T03:09:20.074203] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:09:32.956275] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:09:39.620485] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:09:53.011984] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:09:55.447472] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:09:56.293996] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:09:57.005041] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:09:57.463676] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:10:10.679560] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:10:24.250567] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:10:24.250859] [INFO ] [CONFIGURE ] PRH: Baseline score (no features): 40.00%
[2025-10-11T03:10:24.250924] [INFO ] [CONFIGURE ] PRH: Testing feature 1/29: add_bollinger_bands
[2025-10-11T03:10:24.250963] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands']
[2025-10-11T03:10:34.044619] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:10:46.351558] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:10:58.915815] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:11:11.272593] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:11:24.077480] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:11:24.471301] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:11:37.186758] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:11:47.979304] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:12:00.953588] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:12:01.772127] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:12:01.772372] [INFO ] [CONFIGURE ] PRH: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T03:12:01.772436] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.9s/test | Remaining: 1031 tests
[2025-10-11T03:12:01.772477] [INFO ] [CONFIGURE ] PRH: Testing feature 2/29: add_cumulative_delta
[2025-10-11T03:12:01.772510] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T03:12:02.163951] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:12:13.077926] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:12:14.082228] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:12:23.183805] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:12:26.102742] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:12:26.475117] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:12:26.847606] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:12:27.333374] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:12:27.788028] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:12:40.203348] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:12:40.203532] [INFO ] [CONFIGURE ] PRH: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T03:12:40.203586] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.9s/test | Remaining: 1030 tests
[2025-10-11T03:12:40.203631] [INFO ] [CONFIGURE ] PRH: Testing feature 3/29: add_daily_returns
[2025-10-11T03:12:40.203702] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T03:12:52.306772] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:12:53.337097] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:12:54.595162] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:12:54.985591] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:13:01.037415] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:13:13.870037] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:13:26.873192] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:13:38.618675] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:13:51.585639] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:13:56.088991] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:13:56.089201] [INFO ] [CONFIGURE ] PRH: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T03:13:56.089263] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.9s/test | Remaining: 1029 tests
[2025-10-11T03:13:56.089304] [INFO ] [CONFIGURE ] PRH: Testing feature 4/29: add_ema
[2025-10-11T03:13:56.089336] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T03:13:57.247556] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:13:57.857562] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:14:09.965475] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:14:22.041032] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:14:34.374668] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:14:46.838783] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:14:59.409143] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:15:04.226265] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:15:04.929463] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:15:17.095831] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:15:17.096122] [INFO ] [CONFIGURE ] PRH: DISCARDED add_ema (score: 70.00%)
[2025-10-11T03:15:17.096188] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.9s/test | Remaining: 1028 tests
[2025-10-11T03:15:17.096228] [INFO ] [CONFIGURE ] PRH: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T03:15:17.096262] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T03:15:28.543453] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:15:37.570763] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:15:38.011549] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:15:38.449833] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:15:50.595066] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:15:57.893955] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:16:10.552511] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:16:22.815982] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:16:35.425493] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:16:47.919390] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:16:47.919628] [INFO ] [CONFIGURE ] PRH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T03:16:47.919725] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.9s/test | Remaining: 1027 tests
[2025-10-11T03:16:47.919789] [INFO ] [CONFIGURE ] PRH: Testing feature 6/29: add_failed_moves
[2025-10-11T03:16:47.919825] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T03:16:48.478794] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:16:48.878417] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:17:01.196842] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:17:05.966959] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:17:18.701686] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:17:31.542973] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:17:41.864303] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:17:42.534989] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:17:55.467524] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:17:55.659256] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:17:55.659442] [INFO ] [CONFIGURE ] PRH: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T03:17:55.659504] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 3.0s/test | Remaining: 1026 tests
[2025-10-11T03:17:55.659543] [INFO ] [CONFIGURE ] PRH: Testing feature 7/29: add_lag_shelf
[2025-10-11T03:17:55.659575] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T03:18:07.160827] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:18:17.743020] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:18:30.050941] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:18:42.061635] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:18:49.488276] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:18:49.942389] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:18:50.676737] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:18:51.543123] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:18:51.721393] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:18:51.893833] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:18:51.894015] [INFO ] [CONFIGURE ] PRH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T03:18:51.894078] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 3.0s/test | Remaining: 1025 tests
[2025-10-11T03:18:51.894117] [INFO ] [CONFIGURE ] PRH: Testing feature 8/29: add_macd
[2025-10-11T03:18:51.894150] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T03:19:00.747857] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:19:12.320764] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:19:17.371819] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:19:18.319767] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:19:19.044602] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:19:31.290230] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:19:43.589139] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:19:55.599046] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:20:07.858494] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:20:20.127169] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:20:20.127413] [INFO ] [CONFIGURE ] PRH: DISCARDED add_macd (score: 60.00%)
[2025-10-11T03:20:20.127491] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 3.0s/test | Remaining: 1024 tests
[2025-10-11T03:20:20.127553] [INFO ] [CONFIGURE ] PRH: Testing feature 9/29: add_mfi
[2025-10-11T03:20:20.127591] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T03:20:32.431515] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:20:36.643157] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:20:48.986404] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:21:01.753416] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:21:14.376831] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:21:16.216274] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:21:23.163450] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:21:36.142063] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:21:49.054614] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:21:58.262330] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:21:58.262714] [INFO ] [CONFIGURE ] PRH: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T03:21:58.262798] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 3.0s/test | Remaining: 1023 tests
[2025-10-11T03:21:58.262858] [INFO ] [CONFIGURE ] PRH: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T03:21:58.262919] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T03:22:10.010349] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:22:10.308707] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:22:10.537840] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:22:11.788317] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:22:23.450503] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:22:23.870585] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:22:25.125326] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:22:28.807785] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:22:41.409486] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:22:53.752230] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:22:53.752554] [INFO ] [CONFIGURE ] PRH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T03:22:53.752629] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 3.0s/test | Remaining: 1022 tests
[2025-10-11T03:22:53.752763] [INFO ] [CONFIGURE ] PRH: Testing feature 11/29: add_obv_daily
[2025-10-11T03:22:53.752816] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T03:23:01.889288] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:23:02.085077] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:23:13.967458] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:23:14.404236] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:23:14.610727] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:23:15.093010] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:23:27.277344] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:23:28.000800] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:23:40.337181] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:23:41.325231] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:23:41.325420] [INFO ] [CONFIGURE ] PRH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T03:23:41.325484] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 3.0s/test | Remaining: 1021 tests
[2025-10-11T03:23:41.325523] [INFO ] [CONFIGURE ] PRH: Testing feature 12/29: add_obv_interval
[2025-10-11T03:23:41.325556] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T03:23:41.770550] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:23:54.174600] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:24:05.756972] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:24:05.956406] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:24:18.796328] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:24:31.368987] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:24:40.887780] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:24:53.451798] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:25:05.919542] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:25:18.576526] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:25:18.576854] [INFO ] [CONFIGURE ] PRH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T03:25:18.576918] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 3.0s/test | Remaining: 1020 tests
[2025-10-11T03:25:18.576959] [INFO ] [CONFIGURE ] PRH: Testing feature 13/29: add_opening_strength
[2025-10-11T03:25:18.576991] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T03:25:28.442217] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:25:28.811829] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:25:29.404793] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:25:30.239162] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:25:31.252079] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:25:31.962920] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:25:32.358595] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:25:44.271874] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:25:56.381086] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:26:08.621987] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:26:08.622213] [INFO ] [CONFIGURE ] PRH: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T03:26:08.622279] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 3.0s/test | Remaining: 1019 tests
[2025-10-11T03:26:08.622320] [INFO ] [CONFIGURE ] PRH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T03:26:08.622358] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T03:26:17.461290] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:26:17.891092] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:26:18.314158] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:26:30.448697] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:26:30.844277] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:26:31.925485] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:26:32.623587] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:26:33.017570] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:26:33.498195] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:26:33.694421] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:26:33.694613] [INFO ] [CONFIGURE ] PRH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T03:26:33.694701] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 3.0s/test | Remaining: 1018 tests
[2025-10-11T03:26:33.694751] [INFO ] [CONFIGURE ] PRH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T03:26:33.694785] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T03:26:39.324293] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:26:40.940452] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:26:41.537676] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:26:41.813177] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:26:41.984456] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:26:42.406021] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:26:49.491621] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:27:02.125842] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:27:10.367631] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:27:22.572607] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:27:22.572945] [INFO ] [CONFIGURE ] PRH: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T03:27:22.573017] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 3.1s/test | Remaining: 1017 tests
[2025-10-11T03:27:22.573076] [INFO ] [CONFIGURE ] PRH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T03:27:22.573112] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-11T03:27:30.658100] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:27:31.242375] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:27:35.981101] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:27:47.831820] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:27:59.831950] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:28:12.021812] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:28:24.253739] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:28:29.221392] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:28:30.089871] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:28:42.128034] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:28:42.128258] [INFO ] [CONFIGURE ] PRH: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T03:28:42.128323] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 3.1s/test | Remaining: 1016 tests
[2025-10-11T03:28:42.128363] [INFO ] [CONFIGURE ] PRH: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T03:28:42.128395] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-11T03:28:53.748895] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:29:02.158353] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:29:07.028490] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:29:18.737225] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:29:30.535198] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:29:37.924306] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:29:50.136178] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:30:02.258027] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:30:14.566509] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:30:17.245014] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:30:17.245267] [INFO ] [CONFIGURE ] PRH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T03:30:17.245333] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 3.1s/test | Remaining: 1015 tests
[2025-10-11T03:30:17.245374] [INFO ] [CONFIGURE ] PRH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T03:30:17.245409] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-11T03:30:18.047326] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:30:29.798859] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:30:41.642437] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:30:53.581047] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:31:05.758596] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:31:05.941137] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:31:06.257281] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:31:09.357998] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:31:09.916197] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:31:10.770539] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:31:10.770807] [INFO ] [CONFIGURE ] PRH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T03:31:10.770882] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 3.1s/test | Remaining: 1014 tests
[2025-10-11T03:31:10.770940] [INFO ] [CONFIGURE ] PRH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T03:31:10.770977] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-11T03:31:11.215735] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:31:23.141418] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:31:23.581471] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:31:26.384129] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:31:38.484728] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:31:42.334238] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:31:42.540060] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:31:43.353516] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:31:55.954806] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:32:08.557228] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:32:08.557501] [INFO ] [CONFIGURE ] PRH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T03:32:08.557566] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 3.1s/test | Remaining: 1013 tests
[2025-10-11T03:32:08.557604] [INFO ] [CONFIGURE ] PRH: Testing feature 20/29: add_price_rejection
[2025-10-11T03:32:08.557636] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-11T03:32:09.402702] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:32:21.385143] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:32:22.094255] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:32:22.613955] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:32:23.000607] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:32:35.268259] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:32:45.807114] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:32:53.691813] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:33:06.194146] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:33:18.702971] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:33:18.703235] [INFO ] [CONFIGURE ] PRH: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T03:33:18.703314] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 3.1s/test | Remaining: 1012 tests
[2025-10-11T03:33:18.703376] [INFO ] [CONFIGURE ] PRH: Testing feature 21/29: add_range_position
[2025-10-11T03:33:18.703416] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-11T03:33:30.393222] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:33:42.178619] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:33:54.104004] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:34:06.329189] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:34:18.328919] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:34:22.568908] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:34:23.453526] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:34:24.059612] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:34:24.524897] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:34:25.358054] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:34:25.358350] [INFO ] [CONFIGURE ] PRH: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T03:34:25.358416] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 3.1s/test | Remaining: 1011 tests
[2025-10-11T03:34:25.358586] [INFO ] [CONFIGURE ] PRH: Testing feature 22/29: add_realized_volatility
[2025-10-11T03:34:25.358672] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-11T03:34:25.613999] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:34:37.660300] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:34:49.864482] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:35:02.204075] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:35:14.321721] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:35:26.908147] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:35:39.233302] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:35:51.523251] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:35:59.903752] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:36:12.496536] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:36:12.496813] [INFO ] [CONFIGURE ] PRH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T03:36:12.496877] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 3.1s/test | Remaining: 1010 tests
[2025-10-11T03:36:12.496916] [INFO ] [CONFIGURE ] PRH: Testing feature 23/29: add_recent_range_context
[2025-10-11T03:36:12.496949] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-11T03:36:24.256611] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:36:36.589978] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:36:48.724380] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:36:54.456421] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:37:06.362710] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:37:14.350997] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:37:14.705797] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:37:15.350349] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:37:15.827206] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:37:16.644668] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:37:16.644885] [INFO ] [CONFIGURE ] PRH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T03:37:16.644947] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 3.2s/test | Remaining: 1009 tests
[2025-10-11T03:37:16.644985] [INFO ] [CONFIGURE ] PRH: Testing feature 24/29: add_rsi
[2025-10-11T03:37:16.645016] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-11T03:37:17.158574] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:37:24.148486] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:37:36.084259] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:37:43.436328] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:37:55.273746] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:37:57.692980] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:38:09.991368] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:38:22.114190] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:38:34.231560] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:38:46.249277] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:38:46.249520] [INFO ] [CONFIGURE ] PRH: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T03:38:46.249593] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 3.2s/test | Remaining: 1008 tests
[2025-10-11T03:38:46.249676] [INFO ] [CONFIGURE ] PRH: Testing feature 25/29: add_tick_distribution
[2025-10-11T03:38:46.249730] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-11T03:38:57.614452] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:39:08.903180] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:39:09.268383] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:39:21.616474] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:39:33.621352] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:39:40.439082] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:39:52.731247] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:40:04.892096] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:40:09.228902] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:40:21.866979] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:40:21.867195] [INFO ] [CONFIGURE ] PRH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T03:40:21.867287] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 3.2s/test | Remaining: 1007 tests
[2025-10-11T03:40:21.867361] [INFO ] [CONFIGURE ] PRH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T03:40:21.867407] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-11T03:40:33.580542] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:40:45.744195] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:40:57.802050] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:41:09.623866] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:41:21.774952] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:41:34.265244] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:41:46.862203] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:41:59.247742] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:42:01.263059] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:42:13.539542] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:42:13.539801] [INFO ] [CONFIGURE ] PRH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T03:42:13.539865] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 3.2s/test | Remaining: 1006 tests
[2025-10-11T03:42:13.539911] [INFO ] [CONFIGURE ] PRH: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T03:42:13.539945] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-11T03:42:25.541250] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:42:26.805021] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:42:39.072996] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:42:51.061586] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:43:03.427962] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:43:15.722476] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:43:27.914101] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:43:40.140924] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:43:46.824422] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:43:59.384199] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:43:59.384443] [INFO ] [CONFIGURE ] PRH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T03:43:59.384520] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 3.2s/test | Remaining: 1005 tests
[2025-10-11T03:43:59.384566] [INFO ] [CONFIGURE ] PRH: Testing feature 28/29: add_volume_profile
[2025-10-11T03:43:59.384600] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-11T03:44:00.827132] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:44:01.410254] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:44:02.322735] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:44:03.604500] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:44:15.635377] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:44:16.969008] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:44:17.551988] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:44:27.569783] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:44:39.905247] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:44:40.080599] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:44:40.080937] [INFO ] [CONFIGURE ] PRH: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T03:44:40.080997] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 3.2s/test | Remaining: 1004 tests
[2025-10-11T03:44:40.081048] [INFO ] [CONFIGURE ] PRH: Testing feature 29/29: add_vwap
[2025-10-11T03:44:40.081106] [INFO ] [CONFIGURE ] PRH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-11T03:44:40.294247] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:44:41.196629] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:44:41.616185] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:44:42.496421] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:44:42.677014] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:44:54.833943] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:44:55.584330] [DEBUG] [FORECASTER] PRH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:44:55.992771] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:44:56.803296] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:45:09.215700] [DEBUG] [FORECASTER] PRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:45:09.216041] [INFO ] [CONFIGURE ] PRH: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T03:45:09.216105] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 3.2s/test | Remaining: 1003 tests
[2025-10-11T03:45:09.216157] [INFO ] [CONFIGURE ] PRH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T03:45:09.216213] [INFO ] [CONFIGURE ] PRH: Best accuracy: 80.00%
[2025-10-11T03:45:09.216249] [INFO ] [CONFIGURE ] PRH: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T03:45:09.216281] [INFO ] [CONFIGURE ] PRH: Improvement over baseline: 40.00%
[2025-10-11T03:45:09.216309] [INFO ] [CONFIGURE ] PRH: Total time: 34.7 minutes
[2025-10-11T03:45:09.216337] [INFO ] [CONFIGURE ] PRH: Average time per feature: 71.9 seconds
[2025-10-11T03:45:09.216365] [INFO ] [CONFIGURE ] PRH: Average speed: 0.01 features/sec
[2025-10-11T03:45:09.217205] [INFO ] [LOCAL     ] Saved configuration for PRH: 2 features, 80.00% accuracy -> ./output/feature-sets/PRH.json
[2025-10-11T03:45:09.217262] [INFO ] [CONFIGURE ] PRH: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T03:45:09.217323] [INFO ] [sig       ] [187/220] Successfully configured PRH | 0.01 sym/s | Total: 5.0h | ETA: 52.8m
[2025-10-11T03:45:09.217405] [INFO ] [sig       ] [188/220] Configuring PRT...
[2025-10-11T03:45:09.217474] [INFO ] [CONFIGURE ] PRT: Configurate test run.
[2025-10-11T03:45:09.217553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-10-11T03:45:09.241428] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRT'.
[2025-10-11T03:45:09.241855] [INFO ] [CONFIGURE ] PRT: Testing with 29 available features
[2025-10-11T03:45:09.241912] [INFO ] [CONFIGURE ] PRT: Establishing baseline with no features...
[2025-10-11T03:45:09.795443] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:45:10.399258] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:45:22.500266] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:45:34.695981] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:45:46.921034] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:45:59.063505] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:46:03.772305] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T03:46:15.951325] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T03:46:28.206779] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:46:40.527054] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:46:40.527314] [INFO ] [CONFIGURE ] PRT: Baseline score (no features): 60.00%
[2025-10-11T03:46:40.527404] [INFO ] [CONFIGURE ] PRT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T03:46:40.527483] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands']
[2025-10-11T03:46:52.335562] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:47:04.293427] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:47:16.153433] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:47:27.852534] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:47:39.663210] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:47:50.613027] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:48:02.850829] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:48:14.827181] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T03:48:26.907513] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:48:32.766905] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:48:32.767166] [INFO ] [CONFIGURE ] PRT: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T03:48:32.767231] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 3.3s/test | Remaining: 1002 tests
[2025-10-11T03:48:32.767272] [INFO ] [CONFIGURE ] PRT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T03:48:32.767307] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T03:48:43.836342] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:48:54.443166] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:48:54.880018] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:49:05.482881] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:49:05.863136] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:49:10.207923] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:49:20.307138] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:49:31.464895] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:49:42.648038] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:49:49.796161] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:49:49.796383] [INFO ] [CONFIGURE ] PRT: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-11T03:49:49.796447] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 3.3s/test | Remaining: 1001 tests
[2025-10-11T03:49:49.796485] [INFO ] [CONFIGURE ] PRT: Testing feature 3/29: add_daily_returns
[2025-10-11T03:49:49.796517] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T03:50:00.693143] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:50:11.603573] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T03:50:22.516039] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:50:28.895455] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:50:35.374927] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:50:35.822428] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:50:36.846754] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:50:45.651361] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:50:50.048639] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:51:01.166475] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:51:01.166753] [INFO ] [CONFIGURE ] PRT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T03:51:01.166822] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 3.3s/test | Remaining: 1000 tests
[2025-10-11T03:51:01.166865] [INFO ] [CONFIGURE ] PRT: Testing feature 4/29: add_ema
[2025-10-11T03:51:01.166900] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T03:51:11.843918] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:51:22.505274] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:51:33.392175] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:51:37.770351] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:51:47.145631] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:51:58.003528] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:52:08.982945] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:52:20.014007] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:52:30.990561] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:52:31.881515] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:52:31.881726] [INFO ] [CONFIGURE ] PRT: KEPT add_ema (score: 90.00%)
[2025-10-11T03:52:31.881786] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 3.3s/test | Remaining: 999 tests
[2025-10-11T03:52:31.881846] [INFO ] [CONFIGURE ] PRT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T03:52:31.881903] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T03:52:42.710349] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:52:53.582421] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:53:04.373115] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:53:15.259769] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:53:26.050860] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:53:32.892794] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:53:33.351078] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:53:44.374700] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:53:46.468609] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:53:56.968780] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:53:56.969077] [INFO ] [CONFIGURE ] PRT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T03:53:56.969141] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 3.3s/test | Remaining: 998 tests
[2025-10-11T03:53:56.969182] [INFO ] [CONFIGURE ] PRT: Testing feature 6/29: add_failed_moves
[2025-10-11T03:53:56.969217] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-11T03:54:00.081432] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:54:05.524238] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:54:16.420053] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:54:27.382483] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:54:38.328704] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:54:49.232230] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:55:00.314077] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:55:09.719663] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:55:16.352456] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:55:27.322376] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:55:27.322673] [INFO ] [CONFIGURE ] PRT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T03:55:27.322750] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 3.3s/test | Remaining: 997 tests
[2025-10-11T03:55:27.322812] [INFO ] [CONFIGURE ] PRT: Testing feature 7/29: add_lag_shelf
[2025-10-11T03:55:27.322850] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T03:55:27.955795] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:55:38.725961] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:55:49.656445] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:56:00.654107] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:56:11.477459] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:56:22.352517] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:56:33.397838] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:56:44.448077] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:56:55.295037] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:57:01.780294] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:57:01.780549] [INFO ] [CONFIGURE ] PRT: KEPT add_lag_shelf (score: 100.00%)
[2025-10-11T03:57:01.780612] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 3.4s/test | Remaining: 996 tests
[2025-10-11T03:57:01.780695] [INFO ] [CONFIGURE ] PRT: Testing feature 8/29: add_macd
[2025-10-11T03:57:01.780754] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-11T03:57:12.590761] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:57:15.413726] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:57:26.359241] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:57:37.316839] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:57:48.188563] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:57:54.196475] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:58:00.139276] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:58:00.470429] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:58:06.234879] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:58:17.270852] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:58:17.271083] [INFO ] [CONFIGURE ] PRT: DISCARDED add_macd (score: 90.00%)
[2025-10-11T03:58:17.271149] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 3.4s/test | Remaining: 995 tests
[2025-10-11T03:58:17.271193] [INFO ] [CONFIGURE ] PRT: Testing feature 9/29: add_mfi
[2025-10-11T03:58:17.271229] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_mfi']
[2025-10-11T03:58:27.966403] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:58:36.919221] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:58:37.429538] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:58:45.380447] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T03:58:50.185489] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T03:59:00.980047] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T03:59:02.495365] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:59:13.458796] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T03:59:24.650503] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:59:35.443028] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:59:35.443248] [INFO ] [CONFIGURE ] PRT: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T03:59:35.443306] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 3.4s/test | Remaining: 994 tests
[2025-10-11T03:59:35.443347] [INFO ] [CONFIGURE ] PRT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T03:59:35.443384] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T03:59:45.922305] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:59:56.452030] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:00:06.970062] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:00:17.667386] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:00:28.259105] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:00:28.959596] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:00:39.840793] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:00:50.704037] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:00:51.285310] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:01:01.052851] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:01:01.053074] [INFO ] [CONFIGURE ] PRT: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T04:01:01.053186] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 3.4s/test | Remaining: 993 tests
[2025-10-11T04:01:01.053241] [INFO ] [CONFIGURE ] PRT: Testing feature 11/29: add_obv_daily
[2025-10-11T04:01:01.053276] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_obv_daily']
[2025-10-11T04:01:01.834356] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:01:02.181197] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:01:12.188139] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:01:23.155580] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:01:29.201559] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:01:32.936251] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:01:43.868098] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:01:46.528298] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:01:47.592138] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:01:58.626574] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:01:58.626809] [INFO ] [CONFIGURE ] PRT: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T04:01:58.626873] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 3.4s/test | Remaining: 992 tests
[2025-10-11T04:01:58.626912] [INFO ] [CONFIGURE ] PRT: Testing feature 12/29: add_obv_interval
[2025-10-11T04:01:58.626945] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_obv_interval']
[2025-10-11T04:02:00.989560] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:02:11.709019] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:02:22.281622] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:02:33.206288] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:02:42.454078] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:02:53.267921] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:03:04.175512] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:03:15.085554] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:03:26.068200] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:03:37.228760] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:03:37.228993] [INFO ] [CONFIGURE ] PRT: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T04:03:37.229070] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 3.4s/test | Remaining: 991 tests
[2025-10-11T04:03:37.229140] [INFO ] [CONFIGURE ] PRT: Testing feature 13/29: add_opening_strength
[2025-10-11T04:03:37.229197] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T04:03:48.230080] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:03:57.686559] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:04:08.409559] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:04:19.182713] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:04:27.459251] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:04:38.457771] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:04:48.148666] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:04:59.246952] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:05:01.243851] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:05:10.469917] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:05:10.470173] [INFO ] [CONFIGURE ] PRT: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-11T04:05:10.470238] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 3.4s/test | Remaining: 990 tests
[2025-10-11T04:05:10.470281] [INFO ] [CONFIGURE ] PRT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T04:05:10.470314] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-11T04:05:11.149735] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:05:22.176591] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:05:31.351017] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:05:36.326563] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:05:43.482415] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:05:54.479949] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:06:05.600906] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:06:16.591714] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:06:21.477359] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:06:32.459191] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:06:32.459403] [INFO ] [CONFIGURE ] PRT: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-11T04:06:32.459466] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 3.5s/test | Remaining: 989 tests
[2025-10-11T04:06:32.459606] [INFO ] [CONFIGURE ] PRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T04:06:32.459681] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-11T04:06:33.454536] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:06:36.684069] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:06:47.338844] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:06:58.195078] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:07:07.140752] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:07:17.707557] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:07:27.742752] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:07:36.771040] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:07:37.703669] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:07:38.703217] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:07:38.703444] [INFO ] [CONFIGURE ] PRT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T04:07:38.703578] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 3.5s/test | Remaining: 988 tests
[2025-10-11T04:07:38.703660] [INFO ] [CONFIGURE ] PRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T04:07:38.703724] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-11T04:07:40.006910] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:07:50.811699] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:08:01.880992] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:08:12.817017] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:08:23.795371] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:08:34.845958] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:08:37.626229] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:08:37.931226] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:08:38.835557] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:08:49.972193] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:08:49.972666] [INFO ] [CONFIGURE ] PRT: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-11T04:08:49.972731] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 3.5s/test | Remaining: 987 tests
[2025-10-11T04:08:49.972782] [INFO ] [CONFIGURE ] PRT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T04:08:49.972840] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-11T04:09:00.807370] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:09:05.387164] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:09:16.260974] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:09:27.082020] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:09:37.856340] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:09:48.804297] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:09:59.619490] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:10:10.642294] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:10:15.050492] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:10:15.903384] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:10:15.903588] [INFO ] [CONFIGURE ] PRT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T04:10:15.903688] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 3.5s/test | Remaining: 986 tests
[2025-10-11T04:10:15.903749] [INFO ] [CONFIGURE ] PRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T04:10:15.903786] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-11T04:10:16.162312] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:10:17.140831] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:10:17.455031] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:10:28.110554] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:10:39.272157] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:10:41.183139] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:10:41.399369] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:10:45.993523] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:10:55.963507] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:10:56.366190] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:10:56.366381] [INFO ] [CONFIGURE ] PRT: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-11T04:10:56.366455] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 3.5s/test | Remaining: 985 tests
[2025-10-11T04:10:56.366514] [INFO ] [CONFIGURE ] PRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T04:10:56.366551] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-11T04:11:05.053290] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:11:15.856139] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:11:17.729162] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:11:19.341205] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:11:19.740492] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:11:25.631319] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:11:36.656389] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:11:47.651044] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:11:55.588340] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:12:06.424142] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:12:06.424371] [INFO ] [CONFIGURE ] PRT: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T04:12:06.424444] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 3.5s/test | Remaining: 984 tests
[2025-10-11T04:12:06.424504] [INFO ] [CONFIGURE ] PRT: Testing feature 20/29: add_price_rejection
[2025-10-11T04:12:06.424541] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_price_rejection']
[2025-10-11T04:12:17.119332] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:12:23.198666] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:12:33.900463] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:12:35.473984] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:12:36.332984] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:12:47.474700] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:12:58.590351] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:13:09.648108] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:13:20.809965] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:13:31.766200] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:13:31.766420] [INFO ] [CONFIGURE ] PRT: DISCARDED add_price_rejection (score: 100.00%)
[2025-10-11T04:13:31.766494] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 3.5s/test | Remaining: 983 tests
[2025-10-11T04:13:31.766635] [INFO ] [CONFIGURE ] PRT: Testing feature 21/29: add_range_position
[2025-10-11T04:13:31.766713] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_range_position']
[2025-10-11T04:13:42.305955] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:13:52.844914] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:14:03.342945] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:14:13.853110] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:14:24.306071] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:14:35.244599] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:14:46.177601] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:14:57.135579] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:15:07.901783] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:15:18.953136] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:15:18.953375] [INFO ] [CONFIGURE ] PRT: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T04:15:18.953439] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 3.5s/test | Remaining: 982 tests
[2025-10-11T04:15:18.953482] [INFO ] [CONFIGURE ] PRT: Testing feature 22/29: add_realized_volatility
[2025-10-11T04:15:18.953516] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-11T04:15:29.679917] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:15:40.629160] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:15:51.473632] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:16:02.399376] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:16:13.508780] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:16:14.936721] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:16:26.196013] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:16:37.347161] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:16:48.506352] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:16:59.496988] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:16:59.497222] [INFO ] [CONFIGURE ] PRT: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T04:16:59.497286] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 3.6s/test | Remaining: 981 tests
[2025-10-11T04:16:59.497338] [INFO ] [CONFIGURE ] PRT: Testing feature 23/29: add_recent_range_context
[2025-10-11T04:16:59.497397] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-11T04:17:00.861454] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:17:01.686680] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:17:12.744871] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:17:23.791004] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:17:29.336896] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:17:29.628028] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:17:40.706026] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:17:51.715262] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:18:02.675680] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:18:03.129057] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:18:03.129277] [INFO ] [CONFIGURE ] PRT: DISCARDED add_recent_range_context (score: 100.00%)
[2025-10-11T04:18:03.129341] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 3.6s/test | Remaining: 980 tests
[2025-10-11T04:18:03.129387] [INFO ] [CONFIGURE ] PRT: Testing feature 24/29: add_rsi
[2025-10-11T04:18:03.129424] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_rsi']
[2025-10-11T04:18:13.937634] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:18:24.787735] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:18:32.089200] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:18:32.395793] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:18:41.717491] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:18:42.579116] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:18:50.346671] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:19:01.001921] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:19:11.907513] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:19:18.932165] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:19:18.932594] [INFO ] [CONFIGURE ] PRT: DISCARDED add_rsi (score: 90.00%)
[2025-10-11T04:19:18.932683] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 3.6s/test | Remaining: 979 tests
[2025-10-11T04:19:18.932740] [INFO ] [CONFIGURE ] PRT: Testing feature 25/29: add_tick_distribution
[2025-10-11T04:19:18.932777] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-11T04:19:19.500362] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:19:20.381754] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:19:31.400970] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:19:42.547247] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:19:43.228888] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:19:43.470146] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:19:43.917246] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:19:51.852590] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:19:59.935828] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:20:11.145816] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:20:11.146068] [INFO ] [CONFIGURE ] PRT: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-11T04:20:11.146133] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 3.6s/test | Remaining: 978 tests
[2025-10-11T04:20:11.146172] [INFO ] [CONFIGURE ] PRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T04:20:11.146266] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-11T04:20:22.044141] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:20:32.860771] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:20:43.601243] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:20:54.409744] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:21:05.174195] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T04:21:15.964564] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:21:26.907180] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:21:37.773820] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:21:48.894184] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:21:59.949067] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:21:59.949449] [INFO ] [CONFIGURE ] PRT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T04:21:59.949515] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 3.6s/test | Remaining: 977 tests
[2025-10-11T04:21:59.949567] [INFO ] [CONFIGURE ] PRT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T04:21:59.949627] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-11T04:22:11.040914] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:22:22.032427] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:22:32.383828] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:22:43.023351] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:22:53.702560] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:23:01.776552] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:23:08.462266] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:23:19.418454] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:23:30.321981] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:23:41.362319] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:23:41.362569] [INFO ] [CONFIGURE ] PRT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T04:23:41.362633] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 3.6s/test | Remaining: 976 tests
[2025-10-11T04:23:41.362724] [INFO ] [CONFIGURE ] PRT: Testing feature 28/29: add_volume_profile
[2025-10-11T04:23:41.362766] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_volume_profile']
[2025-10-11T04:23:52.084936] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:24:02.796204] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:24:13.455890] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:24:14.772065] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:24:25.572563] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:24:36.575786] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:24:47.721336] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:24:52.844549] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:25:00.970126] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:25:11.964337] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:25:11.964737] [INFO ] [CONFIGURE ] PRT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T04:25:11.964814] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 3.7s/test | Remaining: 975 tests
[2025-10-11T04:25:11.964891] [INFO ] [CONFIGURE ] PRT: Testing feature 29/29: add_vwap
[2025-10-11T04:25:11.964949] [INFO ] [CONFIGURE ] PRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf', 'add_vwap']
[2025-10-11T04:25:13.034781] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:25:14.783832] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:25:15.811298] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:25:16.202619] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:25:27.241958] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T04:25:28.715298] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:25:29.220003] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:25:29.490114] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T04:25:40.721863] [DEBUG] [FORECASTER] PRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:25:51.885740] [DEBUG] [FORECASTER] PRT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:25:51.886054] [INFO ] [CONFIGURE ] PRT: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T04:25:51.886151] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 3.7s/test | Remaining: 974 tests
[2025-10-11T04:25:51.886257] [INFO ] [CONFIGURE ] PRT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T04:25:51.886331] [INFO ] [CONFIGURE ] PRT: Best accuracy: 100.00%
[2025-10-11T04:25:51.888123] [INFO ] [CONFIGURE ] PRT: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-11T04:25:51.888203] [INFO ] [CONFIGURE ] PRT: Improvement over baseline: 40.00%
[2025-10-11T04:25:51.888260] [INFO ] [CONFIGURE ] PRT: Total time: 39.2 minutes
[2025-10-11T04:25:51.888315] [INFO ] [CONFIGURE ] PRT: Average time per feature: 81.1 seconds
[2025-10-11T04:25:51.888368] [INFO ] [CONFIGURE ] PRT: Average speed: 0.01 features/sec
[2025-10-11T04:25:51.889240] [INFO ] [LOCAL     ] Saved configuration for PRT: 4 features, 100.00% accuracy -> ./output/feature-sets/PRT.json
[2025-10-11T04:25:51.889315] [INFO ] [CONFIGURE ] PRT: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-11T04:25:51.889418] [INFO ] [sig       ] [188/220] Successfully configured PRT | 0.01 sym/s | Total: 5.7h | ETA: 57.9m
[2025-10-11T04:25:51.889512] [INFO ] [sig       ] [189/220] Configuring PSBD...
[2025-10-11T04:25:51.889601] [INFO ] [CONFIGURE ] PSBD: Configurate test run.
[2025-10-11T04:25:51.889722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'.
[2025-10-11T04:25:51.922755] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSBD'.
[2025-10-11T04:25:51.923325] [INFO ] [CONFIGURE ] PSBD: Testing with 29 available features
[2025-10-11T04:25:51.923385] [INFO ] [CONFIGURE ] PSBD: Establishing baseline with no features...
[2025-10-11T04:26:03.816376] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:26:15.871117] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:26:25.820931] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:26:27.827733] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:26:28.135105] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:26:40.246224] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:26:47.423156] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:27:00.131432] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T04:27:00.744464] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:27:13.392414] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:27:13.392619] [INFO ] [CONFIGURE ] PSBD: Baseline score (no features): 40.00%
[2025-10-11T04:27:13.392712] [INFO ] [CONFIGURE ] PSBD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T04:27:13.392770] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_bollinger_bands']
[2025-10-11T04:27:24.584109] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:27:35.811444] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:27:47.277093] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:27:58.613318] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:28:10.203386] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:28:21.831632] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:28:28.451941] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:28:28.966391] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:28:29.758453] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:28:30.270994] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:28:30.271197] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T04:28:30.271260] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 3.7s/test | Remaining: 973 tests
[2025-10-11T04:28:30.271298] [INFO ] [CONFIGURE ] PSBD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T04:28:30.271330] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta']
[2025-10-11T04:28:38.780124] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:28:50.070733] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:28:59.076850] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:29:10.301443] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:29:21.491110] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:29:29.094302] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:29:34.656934] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:29:46.268775] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:29:57.941428] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:30:01.872517] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:30:01.872876] [INFO ] [CONFIGURE ] PSBD: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T04:30:01.872966] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 3.7s/test | Remaining: 972 tests
[2025-10-11T04:30:01.873038] [INFO ] [CONFIGURE ] PSBD: Testing feature 3/29: add_daily_returns
[2025-10-11T04:30:01.873085] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T04:30:10.592666] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:30:11.319778] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:30:12.095463] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:30:12.631427] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:30:23.534765] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:30:34.642795] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:30:45.840861] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:30:57.313633] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:31:08.811675] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:31:20.144164] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:31:20.144474] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T04:31:20.144540] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 3.7s/test | Remaining: 971 tests
[2025-10-11T04:31:20.144593] [INFO ] [CONFIGURE ] PSBD: Testing feature 4/29: add_ema
[2025-10-11T04:31:20.144699] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T04:31:31.142355] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:31:42.061073] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:31:49.329164] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:32:00.510919] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:32:11.909209] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:32:23.402064] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:32:34.705416] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:32:46.124637] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:32:57.444211] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:33:08.730167] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:33:08.730516] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_ema (score: 50.00%)
[2025-10-11T04:33:08.730590] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.7s/test | Remaining: 970 tests
[2025-10-11T04:33:08.730684] [INFO ] [CONFIGURE ] PSBD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T04:33:08.730742] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T04:33:19.839586] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:33:30.959431] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:33:42.147817] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:33:53.324059] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:34:04.287261] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:34:15.586843] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:34:26.982990] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:34:38.379210] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:34:49.863267] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:35:01.354991] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:35:01.355271] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T04:35:01.355346] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.7s/test | Remaining: 969 tests
[2025-10-11T04:35:01.355405] [INFO ] [CONFIGURE ] PSBD: Testing feature 6/29: add_failed_moves
[2025-10-11T04:35:01.355441] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T04:35:12.581111] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:35:23.915289] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:35:31.736666] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:35:31.991041] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:35:33.433164] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:35:34.045378] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:35:34.381166] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:35:35.430171] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:35:36.669694] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:35:37.046532] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:35:37.046763] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T04:35:37.046829] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 968 tests
[2025-10-11T04:35:37.046870] [INFO ] [CONFIGURE ] PSBD: Testing feature 7/29: add_lag_shelf
[2025-10-11T04:35:37.046903] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T04:35:37.457133] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:35:37.915283] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:35:43.288083] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:35:54.545406] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:36:03.361921] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:36:14.843783] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:36:26.158812] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:36:37.839235] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:36:49.409750] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:37:00.442225] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:37:00.442545] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T04:37:00.442621] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 967 tests
[2025-10-11T04:37:00.442896] [INFO ] [CONFIGURE ] PSBD: Testing feature 8/29: add_macd
[2025-10-11T04:37:00.442955] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T04:37:07.167937] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:37:18.092472] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:37:29.007174] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:37:40.090993] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:37:51.208940] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:37:58.344636] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:37:58.990848] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:37:59.452009] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:38:10.719017] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:38:14.781415] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:38:14.781686] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_macd (score: 50.00%)
[2025-10-11T04:38:14.781772] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 966 tests
[2025-10-11T04:38:14.781833] [INFO ] [CONFIGURE ] PSBD: Testing feature 9/29: add_mfi
[2025-10-11T04:38:14.781869] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T04:38:15.473619] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:38:22.210508] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:38:33.763070] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:38:45.057772] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:38:47.467120] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:38:58.826458] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:39:09.941114] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:39:21.286791] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:39:32.706157] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:39:44.248472] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:39:44.248804] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T04:39:44.248879] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 965 tests
[2025-10-11T04:39:44.248941] [INFO ] [CONFIGURE ] PSBD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T04:39:44.248979] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T04:39:53.810384] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:39:54.581214] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:39:54.959971] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:39:55.532018] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:40:02.871828] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:40:07.048560] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:40:18.285512] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:40:27.616061] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:40:29.226574] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:40:29.717549] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:40:29.717867] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T04:40:29.717954] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 964 tests
[2025-10-11T04:40:29.718035] [INFO ] [CONFIGURE ] PSBD: Testing feature 11/29: add_obv_daily
[2025-10-11T04:40:29.718095] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T04:40:30.192794] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:40:30.889952] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:40:31.342378] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:40:32.092268] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:40:43.057767] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:40:54.189495] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:41:05.585857] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:41:16.913211] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:41:28.303524] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:41:39.927104] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:41:39.927333] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T04:41:39.927399] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 963 tests
[2025-10-11T04:41:39.927439] [INFO ] [CONFIGURE ] PSBD: Testing feature 12/29: add_obv_interval
[2025-10-11T04:41:39.927472] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T04:41:50.303843] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:41:50.668613] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:41:51.152216] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:41:51.817106] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:41:52.623672] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:42:03.516999] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:42:13.068377] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:42:22.026977] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:42:33.353324] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:42:38.781201] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:42:38.781619] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T04:42:38.781723] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 962 tests
[2025-10-11T04:42:38.781784] [INFO ] [CONFIGURE ] PSBD: Testing feature 13/29: add_opening_strength
[2025-10-11T04:42:38.781820] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T04:42:46.692892] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:42:57.256083] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:43:07.713279] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:43:18.071817] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:43:28.898336] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:43:39.611886] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:43:50.209857] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:44:00.959684] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:44:11.894036] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:44:22.920597] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:44:22.920849] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T04:44:22.920924] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.8s/test | Remaining: 961 tests
[2025-10-11T04:44:22.920982] [INFO ] [CONFIGURE ] PSBD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T04:44:22.921019] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T04:44:34.046074] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:44:45.292716] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:44:45.753608] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:44:54.926272] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:45:06.493146] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:45:09.641864] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:45:10.101541] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:45:10.818621] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:45:22.360046] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:45:23.054542] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:45:23.054778] [INFO ] [CONFIGURE ] PSBD: KEPT add_order_flow_imbalance (score: 60.00%)
[2025-10-11T04:45:23.054844] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 960 tests
[2025-10-11T04:45:23.054885] [INFO ] [CONFIGURE ] PSBD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T04:45:23.054920] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T04:45:23.790364] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:45:35.063782] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:45:46.361221] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:45:57.468208] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:46:08.799308] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:46:20.061921] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:46:29.346395] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:46:40.933216] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:46:52.454271] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:47:03.811410] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:47:03.811662] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T04:47:03.811726] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 959 tests
[2025-10-11T04:47:03.811765] [INFO ] [CONFIGURE ] PSBD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T04:47:03.811797] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T04:47:14.859475] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:47:26.054127] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:47:37.495999] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:47:48.936768] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:48:00.313358] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:48:11.581890] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:48:12.724288] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:48:24.067375] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:48:35.502515] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:48:46.807950] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:48:46.808184] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T04:48:46.808248] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 958 tests
[2025-10-11T04:48:46.808288] [INFO ] [CONFIGURE ] PSBD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T04:48:46.808321] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T04:48:57.657046] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:49:08.625554] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:49:14.055307] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:49:25.130456] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:49:36.325294] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:49:47.625392] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:49:59.068341] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:50:00.219465] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:50:11.679194] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:50:22.941138] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:50:22.941401] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T04:50:22.941466] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 957 tests
[2025-10-11T04:50:22.941505] [INFO ] [CONFIGURE ] PSBD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T04:50:22.941538] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T04:50:34.206770] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:50:40.563290] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:50:49.197295] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:50:49.392217] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:50:50.369894] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:50:55.593501] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:51:06.981175] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:51:18.500004] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:51:29.995304] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:51:41.509575] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:51:41.509785] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T04:51:41.509858] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 956 tests
[2025-10-11T04:51:41.509917] [INFO ] [CONFIGURE ] PSBD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T04:51:41.509954] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T04:51:47.677576] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:51:52.736761] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:51:53.125372] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:51:58.190976] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:52:09.641786] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:52:10.217036] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:52:10.646306] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:52:21.066775] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:52:21.523780] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:52:22.237870] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:52:22.238055] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T04:52:22.238103] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 955 tests
[2025-10-11T04:52:22.238142] [INFO ] [CONFIGURE ] PSBD: Testing feature 20/29: add_price_rejection
[2025-10-11T04:52:22.238176] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T04:52:22.791866] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:52:23.667994] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:52:24.533565] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:52:25.470990] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:52:26.318790] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:52:26.765325] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:52:37.928564] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:52:49.178212] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:53:00.674757] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:53:12.052409] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:53:12.052753] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T04:53:12.052830] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 954 tests
[2025-10-11T04:53:12.052893] [INFO ] [CONFIGURE ] PSBD: Testing feature 21/29: add_range_position
[2025-10-11T04:53:12.052931] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T04:53:23.139408] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:53:34.252114] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:53:45.281089] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:53:56.451137] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:54:07.611970] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:54:08.478631] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:54:10.088565] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:54:21.180764] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:54:32.490935] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:54:33.362332] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:54:33.362589] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T04:54:33.362699] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 3.9s/test | Remaining: 953 tests
[2025-10-11T04:54:33.362763] [INFO ] [CONFIGURE ] PSBD: Testing feature 22/29: add_realized_volatility
[2025-10-11T04:54:33.362808] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T04:54:34.068296] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:54:45.009924] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:54:46.726267] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:54:47.241379] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T04:54:58.092552] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:54:59.950244] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:55:00.203404] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:55:00.937284] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:55:12.055772] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:55:14.173528] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:55:14.173740] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T04:55:14.173798] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 4.0s/test | Remaining: 952 tests
[2025-10-11T04:55:14.173838] [INFO ] [CONFIGURE ] PSBD: Testing feature 23/29: add_recent_range_context
[2025-10-11T04:55:14.173871] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T04:55:15.014947] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:55:15.438798] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:55:16.614137] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:55:27.709059] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:55:28.996887] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:55:36.122539] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:55:36.597723] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:55:48.005896] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:55:59.547962] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:56:01.688264] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:56:01.688503] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T04:56:01.688566] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 4.0s/test | Remaining: 951 tests
[2025-10-11T04:56:01.688606] [INFO ] [CONFIGURE ] PSBD: Testing feature 24/29: add_rsi
[2025-10-11T04:56:01.688661] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T04:56:02.102308] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:56:07.829452] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:56:15.006872] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:56:26.030780] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:56:27.339630] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:56:28.120407] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:56:39.192504] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:56:40.062919] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:56:40.820675] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:56:52.459617] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:56:52.459871] [INFO ] [CONFIGURE ] PSBD: KEPT add_rsi (score: 70.00%)
[2025-10-11T04:56:52.459952] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 4.0s/test | Remaining: 950 tests
[2025-10-11T04:56:52.460014] [INFO ] [CONFIGURE ] PSBD: Testing feature 25/29: add_tick_distribution
[2025-10-11T04:56:52.460055] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-11T04:57:03.987985] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:57:05.239937] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:57:06.851627] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:57:07.140028] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:57:07.741154] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:57:18.991980] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:57:30.141865] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:57:31.930970] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:57:43.367742] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:57:51.291874] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:57:51.292129] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T04:57:51.292206] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.0s/test | Remaining: 949 tests
[2025-10-11T04:57:51.292267] [INFO ] [CONFIGURE ] PSBD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T04:57:51.292305] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-11T04:58:02.639351] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:58:13.789037] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:58:25.106450] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:58:36.065218] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T04:58:47.339461] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:58:47.903892] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T04:58:48.770492] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:58:55.657998] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:59:07.240402] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:59:18.906095] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T04:59:18.906315] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T04:59:18.906469] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.0s/test | Remaining: 948 tests
[2025-10-11T04:59:18.906514] [INFO ] [CONFIGURE ] PSBD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T04:59:18.906548] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-11T04:59:30.233009] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:59:41.445631] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:59:52.625720] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T05:00:03.064543] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:00:14.530745] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:00:25.477168] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:00:36.581757] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:00:47.802581] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:00:51.330785] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:00:52.029339] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:00:52.029628] [INFO ] [CONFIGURE ] PSBD: KEPT add_volume_price_divergence (score: 80.00%)
[2025-10-11T05:00:52.029717] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.0s/test | Remaining: 947 tests
[2025-10-11T05:00:52.029764] [INFO ] [CONFIGURE ] PSBD: Testing feature 28/29: add_volume_profile
[2025-10-11T05:00:52.029801] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-11T05:00:52.330373] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:00:52.690246] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:01:03.961907] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T05:01:14.842754] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:01:25.745284] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:01:37.090320] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:01:38.756128] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:01:50.043340] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:01:51.032623] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:02:02.498544] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:02:02.498811] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T05:02:02.498875] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.0s/test | Remaining: 946 tests
[2025-10-11T05:02:02.498926] [INFO ] [CONFIGURE ] PSBD: Testing feature 29/29: add_vwap
[2025-10-11T05:02:02.498984] [INFO ] [CONFIGURE ] PSBD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_price_divergence', 'add_vwap']
[2025-10-11T05:02:03.110767] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:02:14.339554] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:02:25.528474] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T05:02:36.614608] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:02:40.152982] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:02:51.465164] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:03:02.538876] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:03:13.870007] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:03:25.145052] [DEBUG] [FORECASTER] PSBD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:03:36.458955] [DEBUG] [FORECASTER] PSBD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:03:36.459223] [INFO ] [CONFIGURE ] PSBD: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T05:03:36.459287] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.0s/test | Remaining: 945 tests
[2025-10-11T05:03:36.459346] [INFO ] [CONFIGURE ] PSBD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T05:03:36.459404] [INFO ] [CONFIGURE ] PSBD: Best accuracy: 80.00%
[2025-10-11T05:03:36.459440] [INFO ] [CONFIGURE ] PSBD: Best feature set (5 features): ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-11T05:03:36.459472] [INFO ] [CONFIGURE ] PSBD: Improvement over baseline: 40.00%
[2025-10-11T05:03:36.459502] [INFO ] [CONFIGURE ] PSBD: Total time: 36.4 minutes
[2025-10-11T05:03:36.459530] [INFO ] [CONFIGURE ] PSBD: Average time per feature: 75.3 seconds
[2025-10-11T05:03:36.459559] [INFO ] [CONFIGURE ] PSBD: Average speed: 0.01 features/sec
[2025-10-11T05:03:36.460243] [INFO ] [LOCAL     ] Saved configuration for PSBD: 5 features, 80.00% accuracy -> ./output/feature-sets/PSBD.json
[2025-10-11T05:03:36.460298] [INFO ] [CONFIGURE ] PSBD: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-11T05:03:36.460349] [INFO ] [sig       ] [189/220] Successfully configured PSBD | 0.01 sym/s | Total: 6.3h | ETA: 1.0h
[2025-10-11T05:03:36.460425] [INFO ] [sig       ] [190/220] Configuring PSF...
[2025-10-11T05:03:36.460497] [INFO ] [CONFIGURE ] PSF: Configurate test run.
[2025-10-11T05:03:36.460605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-10-11T05:03:36.477466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSF'.
[2025-10-11T05:03:36.478059] [INFO ] [CONFIGURE ] PSF: Testing with 29 available features
[2025-10-11T05:03:36.478117] [INFO ] [CONFIGURE ] PSF: Establishing baseline with no features...
[2025-10-11T05:03:44.179921] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:03:56.503730] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:04:09.009585] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:04:21.696572] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:04:21.850465] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:04:22.951521] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:04:36.049671] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:04:49.060064] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:04:52.278155] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:05:01.961527] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:05:01.962038] [INFO ] [CONFIGURE ] PSF: Baseline score (no features): 60.00%
[2025-10-11T05:05:01.962146] [INFO ] [CONFIGURE ] PSF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T05:05:01.962217] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands']
[2025-10-11T05:05:14.254486] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:05:21.780670] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:05:29.192410] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:05:36.265315] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:05:48.515077] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:06:01.292400] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:06:01.844259] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:06:02.218281] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:06:02.622489] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:06:03.135533] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:06:03.135809] [INFO ] [CONFIGURE ] PSF: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T05:06:03.135876] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 944 tests
[2025-10-11T05:06:03.135919] [INFO ] [CONFIGURE ] PSF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T05:06:03.135955] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T05:06:12.736299] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:06:24.396999] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:06:36.140058] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:06:48.054625] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:06:54.013685] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:06:54.734729] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:07:06.827213] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:07:07.561934] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:07:19.889317] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:07:32.276709] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:07:32.276901] [INFO ] [CONFIGURE ] PSF: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T05:07:32.276975] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 943 tests
[2025-10-11T05:07:32.277034] [INFO ] [CONFIGURE ] PSF: Testing feature 3/29: add_daily_returns
[2025-10-11T05:07:32.277078] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T05:07:44.279322] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:07:56.592549] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:07:57.923891] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:08:10.152374] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:08:22.285706] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:08:34.855988] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:08:35.246071] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:08:47.534889] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:08:59.817731] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:09:04.876447] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:09:04.876664] [INFO ] [CONFIGURE ] PSF: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T05:09:04.876728] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 942 tests
[2025-10-11T05:09:04.876767] [INFO ] [CONFIGURE ] PSF: Testing feature 4/29: add_ema
[2025-10-11T05:09:04.876800] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T05:09:05.329360] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:09:05.786279] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:09:06.096526] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:09:06.470547] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:09:07.270901] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:09:08.129911] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:09:20.365013] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:09:20.837505] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:09:33.392142] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:09:45.499395] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:09:45.499567] [INFO ] [CONFIGURE ] PSF: DISCARDED add_ema (score: 60.00%)
[2025-10-11T05:09:45.499611] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 941 tests
[2025-10-11T05:09:45.499675] [INFO ] [CONFIGURE ] PSF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T05:09:45.499729] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T05:09:56.952473] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:10:04.444859] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:10:16.175502] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:10:17.362519] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:10:18.103110] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:10:29.432813] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:10:29.751582] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:10:29.995354] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:10:31.124940] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:10:31.880113] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:10:31.880359] [INFO ] [CONFIGURE ] PSF: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T05:10:31.880425] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 940 tests
[2025-10-11T05:10:31.880466] [INFO ] [CONFIGURE ] PSF: Testing feature 6/29: add_failed_moves
[2025-10-11T05:10:31.880498] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T05:10:43.891581] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:10:45.535002] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:10:57.805779] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:11:08.148741] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:11:11.189966] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:11:12.045490] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:11:24.363384] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:11:27.144569] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:11:39.460689] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:11:51.921856] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:11:51.922139] [INFO ] [CONFIGURE ] PSF: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T05:11:51.922223] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 939 tests
[2025-10-11T05:11:51.922283] [INFO ] [CONFIGURE ] PSF: Testing feature 7/29: add_lag_shelf
[2025-10-11T05:11:51.922321] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T05:12:03.887791] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:12:15.860887] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:12:28.146798] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:12:40.530332] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:12:53.086193] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:13:05.387302] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:13:17.820158] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:13:30.076140] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:13:42.517081] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:13:55.103785] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:13:55.104000] [INFO ] [CONFIGURE ] PSF: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T05:13:55.104063] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.1s/test | Remaining: 938 tests
[2025-10-11T05:13:55.104111] [INFO ] [CONFIGURE ] PSF: Testing feature 8/29: add_macd
[2025-10-11T05:13:55.104169] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T05:14:05.866724] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:14:15.948107] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:14:27.375419] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:14:38.528096] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:14:49.739917] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:15:00.861327] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:15:12.353372] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:15:23.877917] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:15:35.707950] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:15:46.907953] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:15:46.908251] [INFO ] [CONFIGURE ] PSF: DISCARDED add_macd (score: 60.00%)
[2025-10-11T05:15:46.908339] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.2s/test | Remaining: 937 tests
[2025-10-11T05:15:46.908399] [INFO ] [CONFIGURE ] PSF: Testing feature 9/29: add_mfi
[2025-10-11T05:15:46.908436] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-11T05:15:58.905115] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:16:10.770053] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:16:22.598149] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:16:33.513890] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:16:45.633106] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:16:57.905408] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:17:10.457791] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:17:22.755057] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:17:35.254134] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:17:47.681423] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:17:47.681744] [INFO ] [CONFIGURE ] PSF: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T05:17:47.681833] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.2s/test | Remaining: 936 tests
[2025-10-11T05:17:47.681905] [INFO ] [CONFIGURE ] PSF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T05:17:47.681965] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T05:17:59.444880] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:18:10.140908] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:18:22.084143] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:18:33.787793] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:18:45.592986] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:18:57.770256] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:19:10.045316] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:19:16.311464] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:19:16.723952] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:19:29.012227] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:19:29.012384] [INFO ] [CONFIGURE ] PSF: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T05:19:29.012458] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.2s/test | Remaining: 935 tests
[2025-10-11T05:19:29.012519] [INFO ] [CONFIGURE ] PSF: Testing feature 11/29: add_obv_daily
[2025-10-11T05:19:29.012556] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T05:19:29.466943] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:19:41.394638] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:19:53.260909] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:19:53.956259] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:20:06.384727] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:20:18.646659] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:20:30.806575] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:20:31.275000] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:20:31.591982] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:20:40.492487] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:20:40.492695] [INFO ] [CONFIGURE ] PSF: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T05:20:40.492757] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.2s/test | Remaining: 934 tests
[2025-10-11T05:20:40.492797] [INFO ] [CONFIGURE ] PSF: Testing feature 12/29: add_obv_interval
[2025-10-11T05:20:40.492829] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T05:20:52.192215] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:21:04.229202] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:21:16.340458] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:21:28.190065] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:21:40.227632] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:21:49.685593] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:22:01.990053] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:22:13.935391] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:22:26.350699] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:22:38.780183] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:22:38.780469] [INFO ] [CONFIGURE ] PSF: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T05:22:38.780557] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.2s/test | Remaining: 933 tests
[2025-10-11T05:22:38.780617] [INFO ] [CONFIGURE ] PSF: Testing feature 13/29: add_opening_strength
[2025-10-11T05:22:38.780684] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T05:22:50.814028] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:23:02.831142] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:23:14.757048] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:23:26.720343] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:23:38.689544] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:23:50.711452] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:24:02.714694] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:24:14.663308] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:24:26.736817] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:24:38.970516] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:24:38.970801] [INFO ] [CONFIGURE ] PSF: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T05:24:38.970879] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 932 tests
[2025-10-11T05:24:38.970941] [INFO ] [CONFIGURE ] PSF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T05:24:38.970979] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T05:24:50.769728] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:25:02.582374] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:25:11.186045] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:25:18.738617] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:25:30.761462] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:25:42.783740] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:25:54.807769] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:26:07.085110] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:26:19.165903] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:26:31.413659] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:26:31.413888] [INFO ] [CONFIGURE ] PSF: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T05:26:31.413965] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 931 tests
[2025-10-11T05:26:31.414025] [INFO ] [CONFIGURE ] PSF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T05:26:31.414062] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T05:26:43.038589] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:26:53.790581] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:27:04.126427] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:27:16.401244] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:27:28.739138] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:27:41.033933] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:27:53.157182] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:28:05.391477] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:28:17.894323] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:28:30.447481] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:28:30.447829] [INFO ] [CONFIGURE ] PSF: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T05:28:30.447894] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 930 tests
[2025-10-11T05:28:30.447934] [INFO ] [CONFIGURE ] PSF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T05:28:30.447968] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T05:28:42.395255] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:28:43.215471] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:28:43.585282] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:28:52.070572] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:29:04.305464] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:29:16.568939] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:29:28.657160] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:29:29.235876] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:29:41.474552] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:29:42.196040] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:29:42.196235] [INFO ] [CONFIGURE ] PSF: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T05:29:42.196310] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 929 tests
[2025-10-11T05:29:42.196386] [INFO ] [CONFIGURE ] PSF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T05:29:42.196446] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T05:29:53.045463] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:30:05.012358] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:30:11.501100] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:30:16.930029] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:30:17.347788] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:30:17.744731] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:30:18.017528] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:30:18.233327] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:30:18.753189] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:30:30.977190] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:30:30.977407] [INFO ] [CONFIGURE ] PSF: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T05:30:30.977482] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 928 tests
[2025-10-11T05:30:30.977592] [INFO ] [CONFIGURE ] PSF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T05:30:30.977665] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T05:30:42.724792] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:30:54.594506] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:31:06.162876] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:31:17.963619] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:31:30.122995] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:31:42.285485] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:31:54.383457] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:32:04.148250] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:32:04.540096] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:32:05.151701] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:32:05.151939] [INFO ] [CONFIGURE ] PSF: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T05:32:05.152022] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 927 tests
[2025-10-11T05:32:05.152103] [INFO ] [CONFIGURE ] PSF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T05:32:05.152171] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T05:32:05.487466] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:32:05.883100] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:32:06.761489] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:32:07.427278] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:32:12.408766] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:32:19.593769] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:32:32.064326] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:32:44.409372] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:32:56.746598] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:33:09.151927] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:33:09.152177] [INFO ] [CONFIGURE ] PSF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T05:33:09.152241] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.3s/test | Remaining: 926 tests
[2025-10-11T05:33:09.154865] [INFO ] [CONFIGURE ] PSF: Testing feature 20/29: add_price_rejection
[2025-10-11T05:33:09.154909] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T05:33:21.117378] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:33:27.333516] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:33:27.783937] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:33:28.385065] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:33:36.169914] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:33:48.751141] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:34:00.797335] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:34:12.731850] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:34:24.682203] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:34:36.769521] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:34:36.769792] [INFO ] [CONFIGURE ] PSF: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T05:34:36.769899] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 925 tests
[2025-10-11T05:34:36.769963] [INFO ] [CONFIGURE ] PSF: Testing feature 21/29: add_range_position
[2025-10-11T05:34:36.770001] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-11T05:34:48.638366] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:35:00.383289] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:35:12.149107] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:35:24.065328] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:35:36.036335] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:35:45.826070] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:35:57.582632] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:36:08.565603] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:36:17.605223] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:36:29.679157] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:36:29.679422] [INFO ] [CONFIGURE ] PSF: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T05:36:29.679501] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 924 tests
[2025-10-11T05:36:29.679571] [INFO ] [CONFIGURE ] PSF: Testing feature 22/29: add_realized_volatility
[2025-10-11T05:36:29.679636] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T05:36:41.712177] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:36:53.719499] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:37:01.319815] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:37:01.846985] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:37:10.002476] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:37:20.306940] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:37:32.387931] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:37:44.512978] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:37:56.730134] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:38:08.926544] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:38:08.926865] [INFO ] [CONFIGURE ] PSF: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T05:38:08.926956] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 923 tests
[2025-10-11T05:38:08.927021] [INFO ] [CONFIGURE ] PSF: Testing feature 23/29: add_recent_range_context
[2025-10-11T05:38:08.927059] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T05:38:20.830880] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:38:33.093123] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:38:33.853541] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:38:35.052898] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:38:47.345008] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:38:55.111564] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:39:07.735260] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:39:20.180799] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:39:31.434299] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:39:44.080054] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:39:44.080320] [INFO ] [CONFIGURE ] PSF: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T05:39:44.080385] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 922 tests
[2025-10-11T05:39:44.080436] [INFO ] [CONFIGURE ] PSF: Testing feature 24/29: add_rsi
[2025-10-11T05:39:44.080495] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T05:39:55.903734] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:40:01.869854] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:40:02.658728] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:40:10.669540] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:40:22.660121] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:40:26.268599] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:40:26.513967] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:40:26.862969] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:40:27.485236] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:40:39.608630] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:40:39.608912] [INFO ] [CONFIGURE ] PSF: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T05:40:39.609005] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 921 tests
[2025-10-11T05:40:39.609066] [INFO ] [CONFIGURE ] PSF: Testing feature 25/29: add_tick_distribution
[2025-10-11T05:40:39.609102] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T05:40:51.426925] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:41:03.615344] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:41:15.665773] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:41:27.922170] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:41:40.462803] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:41:52.874117] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:42:05.241837] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:42:17.729952] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:42:30.212899] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:42:42.855353] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:42:42.855639] [INFO ] [CONFIGURE ] PSF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T05:42:42.855737] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 920 tests
[2025-10-11T05:42:42.855805] [INFO ] [CONFIGURE ] PSF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T05:42:42.855861] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T05:42:43.426156] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:42:47.412862] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:42:59.194501] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:43:02.009072] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:43:02.424676] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:43:02.851969] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:43:14.998728] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:43:27.136938] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:43:39.412518] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:43:42.576275] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:43:42.576494] [INFO ] [CONFIGURE ] PSF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T05:43:42.576580] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.4s/test | Remaining: 919 tests
[2025-10-11T05:43:42.576662] [INFO ] [CONFIGURE ] PSF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T05:43:42.576721] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T05:43:42.818095] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:43:43.413043] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:43:53.588873] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:44:05.684015] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:44:06.835300] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:44:09.160279] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:44:20.954926] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:44:21.679606] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:44:21.923249] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:44:33.047552] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:44:33.047850] [INFO ] [CONFIGURE ] PSF: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T05:44:33.047913] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 918 tests
[2025-10-11T05:44:33.047954] [INFO ] [CONFIGURE ] PSF: Testing feature 28/29: add_volume_profile
[2025-10-11T05:44:33.047988] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T05:44:42.921146] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:44:53.849212] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:44:55.647059] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:44:56.068676] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:45:07.379799] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:45:18.872382] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:45:30.357027] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:45:42.119792] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:45:46.750897] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:45:47.251366] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:45:47.251567] [INFO ] [CONFIGURE ] PSF: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-11T05:45:47.251682] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 917 tests
[2025-10-11T05:45:47.251757] [INFO ] [CONFIGURE ] PSF: Testing feature 29/29: add_vwap
[2025-10-11T05:45:47.251817] [INFO ] [CONFIGURE ] PSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-11T05:45:48.133846] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:45:59.907353] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:46:00.528132] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:46:01.040049] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:46:07.100745] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:46:19.080938] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:46:31.379160] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T05:46:43.488007] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:46:55.811842] [DEBUG] [FORECASTER] PSF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:47:08.111013] [DEBUG] [FORECASTER] PSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:47:08.111319] [INFO ] [CONFIGURE ] PSF: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T05:47:08.111408] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 916 tests
[2025-10-11T05:47:08.111482] [INFO ] [CONFIGURE ] PSF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T05:47:08.111541] [INFO ] [CONFIGURE ] PSF: Best accuracy: 80.00%
[2025-10-11T05:47:08.111580] [INFO ] [CONFIGURE ] PSF: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T05:47:08.111611] [INFO ] [CONFIGURE ] PSF: Improvement over baseline: 20.00%
[2025-10-11T05:47:08.111661] [INFO ] [CONFIGURE ] PSF: Total time: 42.1 minutes
[2025-10-11T05:47:08.111719] [INFO ] [CONFIGURE ] PSF: Average time per feature: 87.1 seconds
[2025-10-11T05:47:08.111753] [INFO ] [CONFIGURE ] PSF: Average speed: 0.01 features/sec
[2025-10-11T05:47:08.112456] [INFO ] [LOCAL     ] Saved configuration for PSF: 2 features, 80.00% accuracy -> ./output/feature-sets/PSF.json
[2025-10-11T05:47:08.112513] [INFO ] [CONFIGURE ] PSF: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T05:47:08.112575] [INFO ] [sig       ] [190/220] Successfully configured PSF | 0.01 sym/s | Total: 7.0h | ETA: 1.1h
[2025-10-11T05:47:08.112673] [INFO ] [sig       ] [191/220] Configuring PSQH...
[2025-10-11T05:47:08.112750] [INFO ] [CONFIGURE ] PSQH: Configurate test run.
[2025-10-11T05:47:08.112821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-10-11T05:47:08.248399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSQH'.
[2025-10-11T05:47:08.251081] [INFO ] [CONFIGURE ] PSQH: Testing with 29 available features
[2025-10-11T05:47:08.251192] [INFO ] [CONFIGURE ] PSQH: Establishing baseline with no features...
[2025-10-11T05:47:20.960870] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:47:33.721346] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:47:47.025273] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:48:00.519560] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:48:14.144680] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:48:27.796003] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:48:35.490616] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:48:35.851456] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:48:36.675550] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:48:50.202863] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:48:50.203094] [INFO ] [CONFIGURE ] PSQH: Baseline score (no features): 60.00%
[2025-10-11T05:48:50.203166] [INFO ] [CONFIGURE ] PSQH: Testing feature 1/29: add_bollinger_bands
[2025-10-11T05:48:50.203223] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_bollinger_bands']
[2025-10-11T05:49:02.218314] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:49:14.135612] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:49:26.620100] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:49:29.519387] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T05:49:29.828595] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:49:30.107486] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:49:30.280059] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:49:31.341897] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:49:32.093582] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:49:36.626308] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:49:36.626588] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T05:49:36.626673] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 915 tests
[2025-10-11T05:49:36.626733] [INFO ] [CONFIGURE ] PSQH: Testing feature 2/29: add_cumulative_delta
[2025-10-11T05:49:36.626769] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_cumulative_delta']
[2025-10-11T05:49:43.495144] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:49:44.799288] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:49:45.967490] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:49:46.421142] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:49:46.916221] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:50:00.152174] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:50:09.964551] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:50:10.653526] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:50:18.829999] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:50:31.939814] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:50:31.940104] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T05:50:31.940167] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 914 tests
[2025-10-11T05:50:31.940206] [INFO ] [CONFIGURE ] PSQH: Testing feature 3/29: add_daily_returns
[2025-10-11T05:50:31.940237] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_daily_returns']
[2025-10-11T05:50:33.271309] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:50:45.495046] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:50:54.288469] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:50:55.062470] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T05:50:55.644002] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:51:08.670974] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:51:18.735914] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:51:30.353673] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:51:39.911762] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:51:51.540282] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:51:51.540499] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T05:51:51.540573] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 913 tests
[2025-10-11T05:51:51.540631] [INFO ] [CONFIGURE ] PSQH: Testing feature 4/29: add_ema
[2025-10-11T05:51:51.540714] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_ema']
[2025-10-11T05:52:03.192369] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:52:03.758811] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:52:04.748159] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:52:17.780073] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:52:30.953514] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:52:44.292769] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:52:57.349076] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:53:06.823005] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:53:14.486044] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:53:27.800846] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:53:27.801134] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_ema (score: 50.00%)
[2025-10-11T05:53:27.801196] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 4.5s/test | Remaining: 912 tests
[2025-10-11T05:53:27.801245] [INFO ] [CONFIGURE ] PSQH: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T05:53:27.801302] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T05:53:39.706520] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:53:46.334589] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:53:59.105060] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:54:11.725364] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:54:22.243730] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:54:22.583327] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:54:23.559850] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:54:36.436505] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:54:45.964382] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:54:48.383758] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:54:48.383957] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T05:54:48.384020] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.5s/test | Remaining: 911 tests
[2025-10-11T05:54:48.384058] [INFO ] [CONFIGURE ] PSQH: Testing feature 6/29: add_failed_moves
[2025-10-11T05:54:48.384090] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_failed_moves']
[2025-10-11T05:54:48.830955] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:54:52.813527] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:55:06.113437] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:55:19.433040] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:55:32.962577] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:55:33.587498] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:55:43.200387] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:55:51.220969] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:56:04.768380] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:56:05.139276] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:56:05.139462] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T05:56:05.139536] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 910 tests
[2025-10-11T05:56:05.139599] [INFO ] [CONFIGURE ] PSQH: Testing feature 7/29: add_lag_shelf
[2025-10-11T05:56:05.139634] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_lag_shelf']
[2025-10-11T05:56:05.533551] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:56:17.944375] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:56:29.569987] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:56:33.468422] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:56:34.192005] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:56:34.749474] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:56:47.991190] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:57:01.429606] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T05:57:01.585367] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:57:11.870478] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:57:11.870913] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T05:57:11.870985] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 909 tests
[2025-10-11T05:57:11.871051] [INFO ] [CONFIGURE ] PSQH: Testing feature 8/29: add_macd
[2025-10-11T05:57:11.871107] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T05:57:19.774306] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:57:24.938312] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:57:25.737263] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:57:37.534579] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:57:49.566214] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:58:01.664322] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:58:13.582989] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:58:25.745507] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:58:38.000480] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:58:50.216512] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:58:50.216886] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_macd (score: 50.00%)
[2025-10-11T05:58:50.216951] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 908 tests
[2025-10-11T05:58:50.216991] [INFO ] [CONFIGURE ] PSQH: Testing feature 9/29: add_mfi
[2025-10-11T05:58:50.217022] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_mfi']
[2025-10-11T05:59:02.830900] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T05:59:03.326351] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:59:03.624783] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:59:04.163661] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:59:17.375789] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:59:30.925081] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T05:59:44.349324] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T05:59:57.501629] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:00:06.998500] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:00:07.257607] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:00:07.257848] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T06:00:07.257912] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 907 tests
[2025-10-11T06:00:07.257952] [INFO ] [CONFIGURE ] PSQH: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T06:00:07.257986] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T06:00:07.468947] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:00:20.023578] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:00:32.751229] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:00:45.531180] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:00:58.270715] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:01:04.284989] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:01:13.908095] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:01:25.600311] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:01:31.778421] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:01:32.262792] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:01:32.263031] [INFO ] [CONFIGURE ] PSQH: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-11T06:01:32.263096] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 906 tests
[2025-10-11T06:01:32.263134] [INFO ] [CONFIGURE ] PSQH: Testing feature 11/29: add_obv_daily
[2025-10-11T06:01:32.263167] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T06:01:43.202182] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:01:44.020182] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:01:44.405981] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:01:44.791042] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:01:56.343883] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:01:57.292183] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:02:09.202126] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:02:09.907019] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:02:22.554488] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:02:35.441860] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:02:35.442185] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T06:02:35.442261] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 905 tests
[2025-10-11T06:02:35.442323] [INFO ] [CONFIGURE ] PSQH: Testing feature 12/29: add_obv_interval
[2025-10-11T06:02:35.442361] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T06:02:35.664840] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:02:48.223441] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:03:01.258498] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:03:14.622387] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:03:27.515550] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:03:35.183446] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:03:46.566078] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:03:48.628740] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:03:56.028004] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:04:06.308153] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:04:06.308441] [INFO ] [CONFIGURE ] PSQH: KEPT add_obv_interval (score: 80.00%)
[2025-10-11T06:04:06.308505] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.6s/test | Remaining: 904 tests
[2025-10-11T06:04:06.308547] [INFO ] [CONFIGURE ] PSQH: Testing feature 13/29: add_opening_strength
[2025-10-11T06:04:06.308631] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T06:04:18.031148] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:04:19.151773] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:04:31.370165] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:04:32.845618] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:04:33.273221] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:04:37.209863] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:04:39.547820] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T06:04:51.665867] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:04:52.421872] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:05:04.812081] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T06:05:04.813030] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T06:05:04.813096] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 903 tests
[2025-10-11T06:05:04.813138] [INFO ] [CONFIGURE ] PSQH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T06:05:04.813172] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-11T06:05:17.480494] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:05:21.601562] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:05:23.380942] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:05:23.788540] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:05:36.228142] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:05:49.278165] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:05:59.571941] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:06:00.527581] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:06:12.741661] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:06:13.489727] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:06:13.489952] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T06:06:13.490015] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 902 tests
[2025-10-11T06:06:13.490058] [INFO ] [CONFIGURE ] PSQH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T06:06:13.490091] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-11T06:06:23.566300] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:06:24.026103] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:06:36.621595] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:06:49.141534] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:07:01.900352] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:07:14.487904] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:07:24.918866] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:07:37.313449] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:07:49.789851] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:07:59.852918] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T06:07:59.853311] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T06:07:59.853388] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 901 tests
[2025-10-11T06:07:59.853455] [INFO ] [CONFIGURE ] PSQH: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T06:07:59.853492] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-11T06:08:03.854177] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:08:16.389053] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:08:28.972284] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:08:41.610111] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:08:54.265724] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:09:07.090283] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:09:19.775484] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:09:32.446440] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:09:45.303911] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:09:46.006115] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:09:46.006322] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T06:09:46.006385] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 900 tests
[2025-10-11T06:09:46.006460] [INFO ] [CONFIGURE ] PSQH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T06:09:46.006507] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-11T06:09:46.599327] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:09:58.705101] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:09:59.406353] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:10:11.494566] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:10:23.654147] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:10:35.959142] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:10:48.073845] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:10:56.784943] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:11:02.737199] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:11:15.401816] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:11:15.402117] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T06:11:15.407635] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 899 tests
[2025-10-11T06:11:15.407750] [INFO ] [CONFIGURE ] PSQH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T06:11:15.407804] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-11T06:11:17.629070] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:11:18.145504] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:11:30.966893] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:11:41.290627] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:11:42.150384] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:11:54.999049] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:11:55.675492] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:12:00.267011] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:12:00.741836] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:12:01.192743] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:12:01.192950] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T06:12:01.193013] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 898 tests
[2025-10-11T06:12:01.193054] [INFO ] [CONFIGURE ] PSQH: Testing feature 20/29: add_price_rejection
[2025-10-11T06:12:01.193087] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_price_rejection']
[2025-10-11T06:12:01.651106] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:12:13.954230] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:12:26.493269] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:12:36.471526] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:12:37.659305] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:12:49.531410] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:13:01.125130] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:13:10.587555] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:13:23.673049] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:13:36.518775] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:13:36.519304] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T06:13:36.519395] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.7s/test | Remaining: 897 tests
[2025-10-11T06:13:36.519449] [INFO ] [CONFIGURE ] PSQH: Testing feature 21/29: add_range_position
[2025-10-11T06:13:36.519495] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_range_position']
[2025-10-11T06:13:48.660059] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:13:49.699167] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:14:01.022984] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:14:13.773470] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:14:26.554918] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:14:35.799445] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:14:48.247060] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:15:00.653721] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:15:12.843880] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:15:22.777977] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:15:22.778195] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T06:15:22.778267] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 896 tests
[2025-10-11T06:15:22.778327] [INFO ] [CONFIGURE ] PSQH: Testing feature 22/29: add_realized_volatility
[2025-10-11T06:15:22.778364] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_realized_volatility']
[2025-10-11T06:15:35.294554] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:15:35.805591] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:15:36.229978] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:15:36.702267] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:15:37.497928] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:15:37.962225] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:15:39.021892] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:15:39.678089] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:15:52.334031] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:16:04.206346] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:16:04.206590] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T06:16:04.206683] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 895 tests
[2025-10-11T06:16:04.206753] [INFO ] [CONFIGURE ] PSQH: Testing feature 23/29: add_recent_range_context
[2025-10-11T06:16:04.206798] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_recent_range_context']
[2025-10-11T06:16:16.684138] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:16:29.031826] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:16:41.400053] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:16:54.327498] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:17:07.165067] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:17:20.056580] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:17:32.947474] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:17:45.866341] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:17:58.642323] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:18:11.661820] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:18:11.662035] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T06:18:11.662098] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 894 tests
[2025-10-11T06:18:11.662210] [INFO ] [CONFIGURE ] PSQH: Testing feature 24/29: add_rsi
[2025-10-11T06:18:11.662263] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-11T06:18:12.619260] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:18:13.239059] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:18:13.690475] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:18:14.394216] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:18:21.457568] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:18:33.968919] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:18:46.743107] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:18:59.166054] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:19:11.543992] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:19:23.910864] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:19:23.911034] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T06:19:23.911097] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 893 tests
[2025-10-11T06:19:23.911137] [INFO ] [CONFIGURE ] PSQH: Testing feature 25/29: add_tick_distribution
[2025-10-11T06:19:23.911170] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_tick_distribution']
[2025-10-11T06:19:26.961364] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:19:27.313089] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:19:40.320784] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:19:53.204732] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:20:06.205834] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:20:19.010444] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:20:32.029898] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:20:45.073666] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:20:58.247791] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:21:11.302172] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:21:11.302389] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T06:21:11.302453] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 892 tests
[2025-10-11T06:21:11.302491] [INFO ] [CONFIGURE ] PSQH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T06:21:11.302524] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-11T06:21:17.557385] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:21:18.481280] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:21:18.911569] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:21:30.341092] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:21:30.793466] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:21:42.216266] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:21:43.023534] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:21:43.693571] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:21:55.242281] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:21:55.731484] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:21:55.731741] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T06:21:55.731797] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 891 tests
[2025-10-11T06:21:55.731834] [INFO ] [CONFIGURE ] PSQH: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T06:21:55.731866] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-11T06:22:07.225722] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:22:07.745634] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:22:08.236315] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:22:08.856250] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:22:21.730727] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:22:33.236077] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T06:22:42.063135] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:22:55.109294] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:23:08.294228] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:23:21.418505] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:23:21.418744] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T06:23:21.418808] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.8s/test | Remaining: 890 tests
[2025-10-11T06:23:21.418848] [INFO ] [CONFIGURE ] PSQH: Testing feature 28/29: add_volume_profile
[2025-10-11T06:23:21.418882] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_profile']
[2025-10-11T06:23:33.575193] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:23:45.791105] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:23:58.327089] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:24:10.818766] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:24:23.375556] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:24:30.168904] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:24:38.104541] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:24:39.402326] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:24:51.112264] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:25:03.936254] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:25:03.936544] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T06:25:03.936696] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 889 tests
[2025-10-11T06:25:03.936796] [INFO ] [CONFIGURE ] PSQH: Testing feature 29/29: add_vwap
[2025-10-11T06:25:03.936844] [INFO ] [CONFIGURE ] PSQH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_vwap']
[2025-10-11T06:25:04.799773] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T06:25:11.261107] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T06:25:16.673988] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:25:17.099989] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:25:29.645875] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:25:32.542735] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T06:25:33.056528] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T06:25:46.060532] [DEBUG] [FORECASTER] PSQH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:25:46.763000] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:25:59.269488] [DEBUG] [FORECASTER] PSQH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:25:59.269718] [INFO ] [CONFIGURE ] PSQH: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T06:25:59.269783] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 888 tests
[2025-10-11T06:25:59.269834] [INFO ] [CONFIGURE ] PSQH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T06:25:59.269891] [INFO ] [CONFIGURE ] PSQH: Best accuracy: 80.00%
[2025-10-11T06:25:59.269926] [INFO ] [CONFIGURE ] PSQH: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T06:25:59.269956] [INFO ] [CONFIGURE ] PSQH: Improvement over baseline: 20.00%
[2025-10-11T06:25:59.269983] [INFO ] [CONFIGURE ] PSQH: Total time: 37.2 minutes
[2025-10-11T06:25:59.270009] [INFO ] [CONFIGURE ] PSQH: Average time per feature: 79.6 seconds
[2025-10-11T06:25:59.270036] [INFO ] [CONFIGURE ] PSQH: Average speed: 0.01 features/sec
[2025-10-11T06:25:59.270661] [INFO ] [LOCAL     ] Saved configuration for PSQH: 3 features, 80.00% accuracy -> ./output/feature-sets/PSQH.json
[2025-10-11T06:25:59.270723] [INFO ] [CONFIGURE ] PSQH: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T06:25:59.270780] [INFO ] [sig       ] [191/220] Successfully configured PSQH | 0.01 sym/s | Total: 7.7h | ETA: 1.2h
[2025-10-11T06:25:59.270857] [INFO ] [sig       ] [192/220] Configuring PVL...
[2025-10-11T06:25:59.270927] [INFO ] [CONFIGURE ] PVL: Configurate test run.
[2025-10-11T06:25:59.270993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-10-11T06:25:59.284921] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PVL'.
[2025-10-11T06:25:59.285302] [INFO ] [CONFIGURE ] PVL: Testing with 29 available features
[2025-10-11T06:25:59.285360] [INFO ] [CONFIGURE ] PVL: Establishing baseline with no features...
[2025-10-11T06:26:12.773344] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:26:26.570318] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:26:40.374146] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:26:54.000490] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:27:07.833069] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:27:21.522778] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:27:35.239940] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:27:49.032378] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:28:02.765211] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:28:16.746749] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T06:28:16.746929] [INFO ] [CONFIGURE ] PVL: Baseline score (no features): 60.00%
[2025-10-11T06:28:16.746990] [INFO ] [CONFIGURE ] PVL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T06:28:16.747028] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands']
[2025-10-11T06:28:29.173727] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:28:41.622948] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:28:53.884217] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:28:55.474108] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:28:55.854331] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:28:56.442440] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:28:56.931138] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:29:09.602629] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:29:20.503734] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:29:33.259795] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:29:33.260185] [INFO ] [CONFIGURE ] PVL: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-11T06:29:33.260257] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 887 tests
[2025-10-11T06:29:33.260303] [INFO ] [CONFIGURE ] PVL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T06:29:33.260339] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T06:29:43.535728] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:29:44.080855] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:29:56.327893] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:30:08.372664] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:30:20.702746] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:30:21.923584] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:30:28.852868] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:30:33.820359] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:30:34.585255] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:30:43.902329] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:30:43.902633] [INFO ] [CONFIGURE ] PVL: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-11T06:30:43.902719] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 886 tests
[2025-10-11T06:30:43.902763] [INFO ] [CONFIGURE ] PVL: Testing feature 3/29: add_daily_returns
[2025-10-11T06:30:43.902796] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T06:30:53.066394] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:31:05.310004] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:31:17.498080] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:31:29.911153] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:31:42.336531] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:31:54.644228] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:32:07.424164] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:32:20.062104] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:32:32.518073] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:32:45.257783] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:32:45.258042] [INFO ] [CONFIGURE ] PVL: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T06:32:45.258118] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 885 tests
[2025-10-11T06:32:45.258201] [INFO ] [CONFIGURE ] PVL: Testing feature 4/29: add_ema
[2025-10-11T06:32:45.258251] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T06:32:57.587373] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:33:09.929022] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:33:22.085530] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:33:31.416246] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:33:32.615482] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:33:44.976055] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:33:45.337663] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:33:45.773966] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:33:58.114442] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:34:07.526132] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:34:07.526397] [INFO ] [CONFIGURE ] PVL: DISCARDED add_ema (score: 80.00%)
[2025-10-11T06:34:07.526481] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 884 tests
[2025-10-11T06:34:07.526547] [INFO ] [CONFIGURE ] PVL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T06:34:07.526606] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T06:34:19.601888] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:34:31.794927] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:34:38.298161] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:34:50.490209] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:34:57.321593] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:35:02.589742] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:35:14.939624] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:35:18.819435] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:35:19.861563] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:35:32.122258] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T06:35:32.122609] [INFO ] [CONFIGURE ] PVL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T06:35:32.122779] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 4.9s/test | Remaining: 883 tests
[2025-10-11T06:35:32.122842] [INFO ] [CONFIGURE ] PVL: Testing feature 6/29: add_failed_moves
[2025-10-11T06:35:32.122881] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T06:35:33.147443] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:35:33.701607] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:35:42.326005] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:35:43.057925] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:35:44.359416] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:35:56.761127] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:36:09.537872] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:36:13.311760] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:36:14.015553] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:36:26.824178] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:36:26.824575] [INFO ] [CONFIGURE ] PVL: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T06:36:26.827665] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 882 tests
[2025-10-11T06:36:26.827737] [INFO ] [CONFIGURE ] PVL: Testing feature 7/29: add_lag_shelf
[2025-10-11T06:36:26.828407] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T06:36:26.999516] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:36:27.384458] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:36:39.825928] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:36:47.008722] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:36:59.255267] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:37:01.570451] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:37:04.714068] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:37:16.908149] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:37:29.482706] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:37:40.117756] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:37:40.118009] [INFO ] [CONFIGURE ] PVL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T06:37:40.118072] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 881 tests
[2025-10-11T06:37:40.118128] [INFO ] [CONFIGURE ] PVL: Testing feature 8/29: add_macd
[2025-10-11T06:37:40.118200] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T06:37:41.738097] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:37:42.925304] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:37:43.422546] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:37:55.022560] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:37:55.434159] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:37:57.024760] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:37:58.193585] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:37:58.591868] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:37:59.130469] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:38:10.825923] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:38:10.826374] [INFO ] [CONFIGURE ] PVL: KEPT add_macd (score: 90.00%)
[2025-10-11T06:38:10.826438] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 880 tests
[2025-10-11T06:38:10.826510] [INFO ] [CONFIGURE ] PVL: Testing feature 9/29: add_mfi
[2025-10-11T06:38:10.826556] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T06:38:11.823269] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:38:20.975794] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:38:27.624466] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:38:32.974391] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:38:33.961174] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:38:45.606317] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:38:46.086965] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:38:46.991103] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:38:47.721462] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:38:59.478353] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:38:59.478713] [INFO ] [CONFIGURE ] PVL: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T06:38:59.478781] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 879 tests
[2025-10-11T06:38:59.478845] [INFO ] [CONFIGURE ] PVL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T06:38:59.478896] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T06:39:11.091591] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:39:22.676638] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:39:34.383339] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:39:45.886840] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:39:57.508239] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:40:09.168338] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:40:12.570224] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:40:20.095875] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:40:24.520434] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:40:36.085873] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:40:36.086102] [INFO ] [CONFIGURE ] PVL: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-11T06:40:36.086169] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 878 tests
[2025-10-11T06:40:36.086208] [INFO ] [CONFIGURE ] PVL: Testing feature 11/29: add_obv_daily
[2025-10-11T06:40:36.086241] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T06:40:47.853500] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:40:49.883918] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:41:01.347101] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:41:12.931057] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:41:24.297502] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:41:35.914469] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:41:38.333139] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:41:42.251977] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:41:54.113023] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:42:00.358269] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T06:42:00.358680] [INFO ] [CONFIGURE ] PVL: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T06:42:00.358844] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 877 tests
[2025-10-11T06:42:00.358904] [INFO ] [CONFIGURE ] PVL: Testing feature 12/29: add_obv_interval
[2025-10-11T06:42:00.358942] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T06:42:00.907888] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:42:12.592586] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:42:24.398249] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:42:36.186173] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:42:37.731325] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:42:38.010729] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:42:45.305104] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:42:57.246711] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:43:08.947824] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:43:20.698725] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:43:20.698964] [INFO ] [CONFIGURE ] PVL: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T06:43:20.699026] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 876 tests
[2025-10-11T06:43:20.699065] [INFO ] [CONFIGURE ] PVL: Testing feature 13/29: add_opening_strength
[2025-10-11T06:43:20.699098] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T06:43:32.374611] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:43:44.039535] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:43:55.686573] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:44:07.243178] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:44:14.594787] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:44:14.881308] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:44:26.619672] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:44:27.310350] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:44:32.895792] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:44:44.510877] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:44:44.511095] [INFO ] [CONFIGURE ] PVL: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-11T06:44:44.511166] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 875 tests
[2025-10-11T06:44:44.511226] [INFO ] [CONFIGURE ] PVL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T06:44:44.511262] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T06:44:45.162179] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:44:45.895363] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:44:57.621271] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:45:09.631313] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:45:21.330660] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:45:31.618676] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:45:33.322594] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:45:34.089992] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:45:45.947256] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:45:58.050883] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:45:58.051245] [INFO ] [CONFIGURE ] PVL: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-11T06:45:58.051311] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.0s/test | Remaining: 874 tests
[2025-10-11T06:45:58.051351] [INFO ] [CONFIGURE ] PVL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T06:45:58.051386] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T06:45:59.040382] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:45:59.862118] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:46:07.505024] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:46:11.450031] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:46:11.704959] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:46:23.607974] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:46:35.519695] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:46:47.140465] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:46:58.942361] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:47:10.847947] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:47:10.848153] [INFO ] [CONFIGURE ] PVL: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T06:47:10.848215] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 873 tests
[2025-10-11T06:47:10.848254] [INFO ] [CONFIGURE ] PVL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T06:47:10.848287] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T06:47:22.534945] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T06:47:33.957374] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:47:45.640702] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:47:57.290726] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:48:08.827935] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:48:20.286631] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:48:32.046853] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:48:43.859312] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:48:55.812263] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:49:07.022529] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:49:07.022783] [INFO ] [CONFIGURE ] PVL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T06:49:07.022858] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 872 tests
[2025-10-11T06:49:07.022918] [INFO ] [CONFIGURE ] PVL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T06:49:07.022956] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T06:49:18.672787] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:49:30.293587] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:49:39.371340] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:49:41.087251] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:49:53.025517] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:50:04.848326] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:50:15.062442] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:50:26.816743] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:50:38.804585] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:50:44.166769] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:50:44.167014] [INFO ] [CONFIGURE ] PVL: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-11T06:50:44.167079] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 871 tests
[2025-10-11T06:50:44.167122] [INFO ] [CONFIGURE ] PVL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T06:50:44.167156] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T06:50:55.968421] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:51:07.570138] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:51:07.835178] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:51:12.110588] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:51:12.578268] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:51:20.247024] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:51:32.353477] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:51:44.613539] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:51:56.662426] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:52:08.666972] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:52:08.668015] [INFO ] [CONFIGURE ] PVL: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-11T06:52:08.668100] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 870 tests
[2025-10-11T06:52:08.668160] [INFO ] [CONFIGURE ] PVL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T06:52:08.668197] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T06:52:19.362883] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:52:19.916903] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:52:31.819365] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:52:42.708350] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:52:49.342566] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:52:56.839565] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:53:08.993491] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:53:19.852023] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:53:31.601923] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:53:32.333213] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:53:32.333458] [INFO ] [CONFIGURE ] PVL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T06:53:32.333537] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 869 tests
[2025-10-11T06:53:32.333584] [INFO ] [CONFIGURE ] PVL: Testing feature 20/29: add_price_rejection
[2025-10-11T06:53:32.333620] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T06:53:32.814919] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:53:44.354180] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:53:53.570411] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:54:05.294661] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:54:16.911774] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:54:27.415449] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:54:39.211430] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:54:42.482068] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:54:42.839358] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:54:43.687564] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:54:43.687805] [INFO ] [CONFIGURE ] PVL: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T06:54:43.687868] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 868 tests
[2025-10-11T06:54:43.687909] [INFO ] [CONFIGURE ] PVL: Testing feature 21/29: add_range_position
[2025-10-11T06:54:43.687941] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T06:54:44.207582] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:54:55.532266] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:54:56.074425] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:54:58.797724] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:55:10.084271] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:55:21.692353] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:55:30.397008] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:55:31.026466] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:55:31.445351] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:55:43.057413] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:55:43.057675] [INFO ] [CONFIGURE ] PVL: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T06:55:43.057739] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.1s/test | Remaining: 867 tests
[2025-10-11T06:55:43.057779] [INFO ] [CONFIGURE ] PVL: Testing feature 22/29: add_realized_volatility
[2025-10-11T06:55:43.057813] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T06:55:54.765308] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:56:06.383948] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:56:18.143042] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:56:29.571778] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:56:41.355765] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:56:41.869977] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:56:53.681246] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:56:54.384109] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:57:04.358189] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:57:04.798767] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:57:04.799010] [INFO ] [CONFIGURE ] PVL: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-11T06:57:04.799075] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.2s/test | Remaining: 866 tests
[2025-10-11T06:57:04.799114] [INFO ] [CONFIGURE ] PVL: Testing feature 23/29: add_recent_range_context
[2025-10-11T06:57:04.799147] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T06:57:11.765621] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:57:15.127079] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:57:27.031884] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:57:28.055888] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:57:37.961852] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:57:49.831297] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:58:00.766049] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:58:09.516780] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:58:21.464332] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:58:23.465920] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T06:58:23.466135] [INFO ] [CONFIGURE ] PVL: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T06:58:23.466248] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.2s/test | Remaining: 865 tests
[2025-10-11T06:58:23.466303] [INFO ] [CONFIGURE ] PVL: Testing feature 24/29: add_rsi
[2025-10-11T06:58:23.466339] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T06:58:34.831074] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:58:46.362368] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:58:57.806672] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T06:59:06.040523] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T06:59:17.560437] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:59:22.303950] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:59:34.043210] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:59:45.739492] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:59:57.589152] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:00:09.551929] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:00:09.552240] [INFO ] [CONFIGURE ] PVL: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T07:00:09.552303] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.2s/test | Remaining: 864 tests
[2025-10-11T07:00:09.552345] [INFO ] [CONFIGURE ] PVL: Testing feature 25/29: add_tick_distribution
[2025-10-11T07:00:09.552380] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T07:00:21.358559] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:00:33.139706] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:00:45.037186] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:00:57.100840] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T07:01:09.107578] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:01:21.180470] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:01:33.249920] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:01:45.115137] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:01:56.845859] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:02:08.581273] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:02:08.581484] [INFO ] [CONFIGURE ] PVL: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T07:02:08.581559] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 5.2s/test | Remaining: 863 tests
[2025-10-11T07:02:08.581618] [INFO ] [CONFIGURE ] PVL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T07:02:08.581686] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T07:02:20.319746] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:02:31.932934] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:02:43.805363] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:02:55.805783] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T07:03:07.617046] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:03:19.874879] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:03:31.688386] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:03:39.669292] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:03:51.698381] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:04:02.791822] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:04:02.792022] [INFO ] [CONFIGURE ] PVL: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-11T07:04:02.792129] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.2s/test | Remaining: 862 tests
[2025-10-11T07:04:02.792178] [INFO ] [CONFIGURE ] PVL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T07:04:02.792212] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T07:04:09.597885] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:04:09.890254] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:04:21.537582] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:04:33.051199] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T07:04:44.339819] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:04:44.703698] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:04:56.639576] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:05:08.306960] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:05:09.597937] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:05:13.780937] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:05:13.781170] [INFO ] [CONFIGURE ] PVL: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T07:05:13.781233] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.2s/test | Remaining: 861 tests
[2025-10-11T07:05:13.781273] [INFO ] [CONFIGURE ] PVL: Testing feature 28/29: add_volume_profile
[2025-10-11T07:05:13.781305] [INFO ] [CONFIGURE ] PVL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T07:05:14.253021] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:05:14.670115] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:05:26.329563] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:05:27.387609] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T07:05:34.427932] [DEBUG] [FORECASTER] PVL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:05:39.036527] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:05:50.500723] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:05:51.371006] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:06:03.317442] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:06:08.460157] [DEBUG] [FORECASTER] PVL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:06:08.460344] [INFO ] [CONFIGURE ] PVL: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T07:06:08.460389] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 860 tests
[2025-10-11T07:06:08.460459] [INFO ] [CONFIGURE ] PVL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T07:06:08.460550] [INFO ] [CONFIGURE ] PVL: Best accuracy: 90.00%
[2025-10-11T07:06:08.460603] [INFO ] [CONFIGURE ] PVL: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T07:06:08.460637] [INFO ] [CONFIGURE ] PVL: Improvement over baseline: 30.00%
[2025-10-11T07:06:08.460708] [INFO ] [CONFIGURE ] PVL: Total time: 37.9 minutes
[2025-10-11T07:06:08.460743] [INFO ] [CONFIGURE ] PVL: Average time per feature: 81.1 seconds
[2025-10-11T07:06:08.460772] [INFO ] [CONFIGURE ] PVL: Average speed: 0.01 features/sec
[2025-10-11T07:06:08.461331] [INFO ] [LOCAL     ] Saved configuration for PVL: 3 features, 90.00% accuracy -> ./output/feature-sets/PVL.json
[2025-10-11T07:06:08.461386] [INFO ] [CONFIGURE ] PVL: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T07:06:08.461436] [INFO ] [sig       ] [192/220] Successfully configured PVL | 0.01 sym/s | Total: 8.3h | ETA: 1.2h
[2025-10-11T07:06:08.461512] [INFO ] [sig       ] [193/220] Configuring QD...
[2025-10-11T07:06:08.461581] [INFO ] [CONFIGURE ] QD: Configurate test run.
[2025-10-11T07:06:08.461662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-10-11T07:06:08.484705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QD'.
[2025-10-11T07:06:08.487831] [INFO ] [CONFIGURE ] QD: Testing with 29 available features
[2025-10-11T07:06:08.487895] [INFO ] [CONFIGURE ] QD: Establishing baseline with no features...
[2025-10-11T07:06:08.648396] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:06:08.809084] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:06:09.074722] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:06:09.869970] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:06:10.396206] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:06:10.834883] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:06:21.486464] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:06:35.355333] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:06:49.170359] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:06:50.832037] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:06:50.832176] [INFO ] [CONFIGURE ] QD: Baseline score (no features): 60.00%
[2025-10-11T07:06:50.832220] [INFO ] [CONFIGURE ] QD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T07:06:50.832254] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_bollinger_bands']
[2025-10-11T07:06:51.502103] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:06:51.865743] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:06:52.234103] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:06:59.452530] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:07:11.725197] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:07:24.279659] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:07:36.793241] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:07:49.179826] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:08:02.047840] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:08:14.751741] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:08:14.751976] [INFO ] [CONFIGURE ] QD: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T07:08:14.752037] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 859 tests
[2025-10-11T07:08:14.752076] [INFO ] [CONFIGURE ] QD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T07:08:14.752107] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_cumulative_delta']
[2025-10-11T07:08:27.281841] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:08:39.580662] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:08:52.274011] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:08:58.731271] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:08:59.539435] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:09:06.404852] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:09:19.272326] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:09:29.375865] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:09:30.048865] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:09:30.519367] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:09:30.519545] [INFO ] [CONFIGURE ] QD: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T07:09:30.519607] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 858 tests
[2025-10-11T07:09:30.519670] [INFO ] [CONFIGURE ] QD: Testing feature 3/29: add_daily_returns
[2025-10-11T07:09:30.519725] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns']
[2025-10-11T07:09:30.828269] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:09:31.216855] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:09:31.720604] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:09:32.098081] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:09:32.424722] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:09:45.732535] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:09:59.239566] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:10:12.649877] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:10:26.150968] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:10:39.856424] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:10:39.856695] [INFO ] [CONFIGURE ] QD: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T07:10:39.856780] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 857 tests
[2025-10-11T07:10:39.856847] [INFO ] [CONFIGURE ] QD: Testing feature 4/29: add_ema
[2025-10-11T07:10:39.856885] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T07:10:40.240892] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:10:40.703524] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:10:41.267456] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:10:41.858237] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:10:54.306154] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:11:06.005508] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:11:14.908896] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:11:16.556354] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:11:29.407100] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:11:30.806279] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:11:30.806499] [INFO ] [CONFIGURE ] QD: DISCARDED add_ema (score: 30.00%)
[2025-10-11T07:11:30.806563] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 856 tests
[2025-10-11T07:11:30.806614] [INFO ] [CONFIGURE ] QD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T07:11:30.806695] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T07:11:42.753204] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:11:43.325168] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:11:44.547789] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:11:45.114528] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:11:57.085101] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:12:04.810099] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:12:06.621212] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:12:19.110989] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:12:31.619360] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:12:42.524349] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:12:42.524687] [INFO ] [CONFIGURE ] QD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T07:12:42.524754] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 855 tests
[2025-10-11T07:12:42.524798] [INFO ] [CONFIGURE ] QD: Testing feature 6/29: add_failed_moves
[2025-10-11T07:12:42.524834] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T07:12:55.715823] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:13:08.761845] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:13:09.780386] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:13:22.931562] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:13:35.948150] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:13:49.199915] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:13:50.920808] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:13:51.930734] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:13:58.573808] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:14:12.386995] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:14:12.387218] [INFO ] [CONFIGURE ] QD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T07:14:12.387281] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 854 tests
[2025-10-11T07:14:12.387320] [INFO ] [CONFIGURE ] QD: Testing feature 7/29: add_lag_shelf
[2025-10-11T07:14:12.387353] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T07:14:13.940145] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:14:26.929159] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:14:28.064840] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:14:28.862228] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:14:41.818732] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:14:47.071055] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:15:00.257411] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:15:09.991054] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:15:11.456288] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:15:20.213627] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:15:20.213966] [INFO ] [CONFIGURE ] QD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T07:15:20.214033] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.3s/test | Remaining: 853 tests
[2025-10-11T07:15:20.214085] [INFO ] [CONFIGURE ] QD: Testing feature 8/29: add_macd
[2025-10-11T07:15:20.214142] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T07:15:31.941524] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:15:43.672215] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:15:55.423294] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:16:00.019117] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:16:00.572534] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:16:01.340065] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:16:02.215111] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:16:14.715940] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:16:27.330341] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:16:27.651665] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:16:27.651898] [INFO ] [CONFIGURE ] QD: DISCARDED add_macd (score: 50.00%)
[2025-10-11T07:16:27.651963] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 852 tests
[2025-10-11T07:16:27.652003] [INFO ] [CONFIGURE ] QD: Testing feature 9/29: add_mfi
[2025-10-11T07:16:27.652036] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T07:16:27.828047] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:16:37.533621] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:16:50.229870] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:17:02.896906] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:17:15.680977] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:17:28.186980] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:17:40.964454] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:17:53.747726] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:18:06.924352] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:18:20.232923] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:18:20.233374] [INFO ] [CONFIGURE ] QD: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T07:18:20.233453] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 851 tests
[2025-10-11T07:18:20.233525] [INFO ] [CONFIGURE ] QD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T07:18:20.233586] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T07:18:25.185232] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:18:37.342163] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:18:38.754347] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:18:39.060838] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:18:51.195897] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:19:03.293411] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:19:06.513415] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:19:07.055779] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:19:19.532019] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T07:19:32.106734] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T07:19:32.107009] [INFO ] [CONFIGURE ] QD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T07:19:32.107072] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 850 tests
[2025-10-11T07:19:32.107111] [INFO ] [CONFIGURE ] QD: Testing feature 11/29: add_obv_daily
[2025-10-11T07:19:32.107144] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T07:19:38.926284] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:19:52.057281] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:19:58.448740] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:19:59.872354] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:20:10.980170] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:20:12.779901] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:20:25.776036] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:20:38.528694] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:20:51.656326] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T07:21:04.871186] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T07:21:04.871525] [INFO ] [CONFIGURE ] QD: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T07:21:04.871588] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 849 tests
[2025-10-11T07:21:04.871629] [INFO ] [CONFIGURE ] QD: Testing feature 12/29: add_obv_interval
[2025-10-11T07:21:04.871698] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T07:21:16.170895] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:21:29.134806] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:21:42.224339] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:21:55.078684] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:22:08.275850] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:22:17.809918] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:22:30.279466] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:22:43.561123] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:22:48.791778] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:23:00.542372] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T07:23:00.542606] [INFO ] [CONFIGURE ] QD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T07:23:00.542696] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 848 tests
[2025-10-11T07:23:00.542748] [INFO ] [CONFIGURE ] QD: Testing feature 13/29: add_opening_strength
[2025-10-11T07:23:00.542783] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T07:23:01.336204] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:23:13.998254] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:23:23.281011] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:23:36.106033] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:23:48.747429] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:24:01.578403] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:24:14.765236] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T07:24:27.551529] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:24:40.468154] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:24:53.257455] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:24:53.257755] [INFO ] [CONFIGURE ] QD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T07:24:53.257822] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 847 tests
[2025-10-11T07:24:53.257862] [INFO ] [CONFIGURE ] QD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T07:24:53.257895] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T07:25:05.570410] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:25:17.797290] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:25:30.485352] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:25:30.933712] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:25:31.315089] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:25:37.084453] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:25:49.868520] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:25:51.833220] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:26:05.129194] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T07:26:05.564190] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:26:05.564361] [INFO ] [CONFIGURE ] QD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T07:26:05.564435] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.4s/test | Remaining: 846 tests
[2025-10-11T07:26:05.564530] [INFO ] [CONFIGURE ] QD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T07:26:05.564582] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T07:26:16.460861] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:26:16.850292] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:26:26.792171] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:26:39.326787] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:26:51.995801] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:27:03.675093] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:27:16.376367] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:27:29.121859] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:27:42.048279] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T07:27:55.272615] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:27:55.272794] [INFO ] [CONFIGURE ] QD: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T07:27:55.272857] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 845 tests
[2025-10-11T07:27:55.272997] [INFO ] [CONFIGURE ] QD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T07:27:55.273039] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T07:28:08.124442] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:28:20.802047] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:28:21.291499] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:28:21.672890] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:28:22.104858] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:28:34.951558] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:28:47.914759] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:28:48.623633] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:28:48.812213] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:28:49.148261] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:28:49.148480] [INFO ] [CONFIGURE ] QD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T07:28:49.148556] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 844 tests
[2025-10-11T07:28:49.148615] [INFO ] [CONFIGURE ] QD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T07:28:49.148680] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T07:29:01.819783] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:29:10.430522] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:29:11.790447] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:29:24.787833] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:29:37.920528] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:29:43.519220] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:29:57.056577] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:29:57.507075] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:30:06.342235] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:30:20.115516] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:30:20.115830] [INFO ] [CONFIGURE ] QD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T07:30:20.115893] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 843 tests
[2025-10-11T07:30:20.115933] [INFO ] [CONFIGURE ] QD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T07:30:20.115966] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T07:30:33.162467] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:30:46.233559] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:30:46.842110] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:30:51.597616] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:30:52.735833] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:30:53.526951] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:31:02.869138] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:31:16.133879] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:31:17.153575] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:31:17.508273] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:31:17.508500] [INFO ] [CONFIGURE ] QD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T07:31:17.508581] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 842 tests
[2025-10-11T07:31:17.508671] [INFO ] [CONFIGURE ] QD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T07:31:17.508745] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T07:31:18.335451] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:31:31.321479] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:31:44.441668] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:31:44.619085] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:31:44.796032] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:31:45.025364] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:31:45.414344] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:31:45.785858] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:31:53.523121] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:31:54.584567] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:31:54.584785] [INFO ] [CONFIGURE ] QD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T07:31:54.584848] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 841 tests
[2025-10-11T07:31:54.584888] [INFO ] [CONFIGURE ] QD: Testing feature 20/29: add_price_rejection
[2025-10-11T07:31:54.584921] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T07:32:07.575703] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:32:20.521471] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:32:33.223635] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:32:42.974744] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:32:43.321839] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:32:43.785609] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:32:57.392069] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:32:58.172167] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:33:01.200066] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:33:14.658775] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:33:14.664091] [INFO ] [CONFIGURE ] QD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T07:33:14.664155] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 840 tests
[2025-10-11T07:33:14.664194] [INFO ] [CONFIGURE ] QD: Testing feature 21/29: add_range_position
[2025-10-11T07:33:14.664226] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T07:33:27.066458] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:33:31.346293] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:33:43.735678] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:33:44.445538] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:33:56.680907] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:34:00.176331] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:34:12.928766] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:34:25.480844] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:34:36.139185] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:34:48.926585] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:34:48.926843] [INFO ] [CONFIGURE ] QD: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T07:34:48.926906] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 839 tests
[2025-10-11T07:34:48.926947] [INFO ] [CONFIGURE ] QD: Testing feature 22/29: add_realized_volatility
[2025-10-11T07:34:48.926980] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T07:35:01.503521] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:35:13.670788] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:35:14.219848] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:35:14.701088] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:35:15.095099] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:35:27.262468] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:35:27.656991] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:35:34.081219] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:35:47.330424] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:36:00.491765] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:36:00.492021] [INFO ] [CONFIGURE ] QD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T07:36:00.492086] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.5s/test | Remaining: 838 tests
[2025-10-11T07:36:00.492126] [INFO ] [CONFIGURE ] QD: Testing feature 23/29: add_recent_range_context
[2025-10-11T07:36:00.492159] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T07:36:13.123597] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:36:23.134671] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:36:25.853119] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:36:38.535436] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:36:51.129544] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:36:57.999340] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:37:10.761484] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:37:23.661135] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:37:37.160685] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:37:45.348109] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:37:45.348411] [INFO ] [CONFIGURE ] QD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T07:37:45.348475] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.6s/test | Remaining: 837 tests
[2025-10-11T07:37:45.348517] [INFO ] [CONFIGURE ] QD: Testing feature 24/29: add_rsi
[2025-10-11T07:37:45.348552] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T07:37:57.575197] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:38:09.968266] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:38:19.154630] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:38:31.738637] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:38:44.622245] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:38:57.139212] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:39:09.786361] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:39:22.085319] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:39:34.972806] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:39:47.750787] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:39:47.751051] [INFO ] [CONFIGURE ] QD: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T07:39:47.751127] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.6s/test | Remaining: 836 tests
[2025-10-11T07:39:47.751196] [INFO ] [CONFIGURE ] QD: Testing feature 25/29: add_tick_distribution
[2025-10-11T07:39:47.751237] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T07:40:00.876726] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:40:13.842713] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:40:17.994988] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:40:18.552095] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:40:31.629094] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:40:44.979036] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:40:55.856362] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:41:09.050011] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:41:22.445957] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:41:28.895230] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:41:28.895446] [INFO ] [CONFIGURE ] QD: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-11T07:41:28.895534] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.6s/test | Remaining: 835 tests
[2025-10-11T07:41:28.895596] [INFO ] [CONFIGURE ] QD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T07:41:28.895638] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T07:41:36.463583] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:41:40.995852] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:41:49.626669] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:42:02.954537] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:42:16.121145] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:42:29.403433] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:42:42.870588] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:42:55.974782] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:43:05.782103] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:43:19.305915] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:43:19.306131] [INFO ] [CONFIGURE ] QD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T07:43:19.306193] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.6s/test | Remaining: 834 tests
[2025-10-11T07:43:19.306233] [INFO ] [CONFIGURE ] QD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T07:43:19.306266] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T07:43:32.169173] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:43:42.081680] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:43:55.238954] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:44:08.001082] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:44:20.993193] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:44:34.120308] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:44:43.010372] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:44:44.046562] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:44:44.552363] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:44:58.226763] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T07:44:58.227108] [INFO ] [CONFIGURE ] QD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T07:44:58.227183] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.6s/test | Remaining: 833 tests
[2025-10-11T07:44:58.227254] [INFO ] [CONFIGURE ] QD: Testing feature 28/29: add_volume_profile
[2025-10-11T07:44:58.227359] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T07:45:11.289305] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:45:24.122457] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:45:37.389217] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:45:50.611695] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:46:03.990708] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:46:17.630229] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:46:30.982572] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:46:44.495287] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:46:57.848421] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:47:10.369909] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T07:47:10.370097] [INFO ] [CONFIGURE ] QD: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-11T07:47:10.370172] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 832 tests
[2025-10-11T07:47:10.370231] [INFO ] [CONFIGURE ] QD: Testing feature 29/29: add_vwap
[2025-10-11T07:47:10.370268] [INFO ] [CONFIGURE ] QD: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T07:47:19.094329] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T07:47:21.855589] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:47:22.160727] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:47:22.664113] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:47:23.179465] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:47:23.533701] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:47:23.754639] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T07:47:24.666768] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:47:25.021611] [DEBUG] [FORECASTER] QD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T07:47:25.582357] [DEBUG] [FORECASTER] QD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T07:47:25.582536] [INFO ] [CONFIGURE ] QD: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T07:47:25.582581] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 831 tests
[2025-10-11T07:47:25.582659] [INFO ] [CONFIGURE ] QD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T07:47:25.582717] [INFO ] [CONFIGURE ] QD: Best accuracy: 70.00%
[2025-10-11T07:47:25.582752] [INFO ] [CONFIGURE ] QD: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T07:47:25.582781] [INFO ] [CONFIGURE ] QD: Improvement over baseline: 10.00%
[2025-10-11T07:47:25.582810] [INFO ] [CONFIGURE ] QD: Total time: 40.6 minutes
[2025-10-11T07:47:25.582837] [INFO ] [CONFIGURE ] QD: Average time per feature: 84.0 seconds
[2025-10-11T07:47:25.582865] [INFO ] [CONFIGURE ] QD: Average speed: 0.01 features/sec
[2025-10-11T07:47:25.583691] [INFO ] [LOCAL     ] Saved configuration for QD: 1 features, 70.00% accuracy -> ./output/feature-sets/QD.json
[2025-10-11T07:47:25.583748] [INFO ] [CONFIGURE ] QD: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T07:47:25.583873] [INFO ] [sig       ] [193/220] Successfully configured QD | 0.01 sym/s | Total: 9.0h | ETA: 1.3h
[2025-10-11T07:47:25.583955] [INFO ] [sig       ] [194/220] Configuring QUAD...
[2025-10-11T07:47:25.584059] [INFO ] [CONFIGURE ] QUAD: Configurate test run.
[2025-10-11T07:47:25.584125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-10-11T07:47:25.599889] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QUAD'.
[2025-10-11T07:47:25.600228] [INFO ] [CONFIGURE ] QUAD: Testing with 29 available features
[2025-10-11T07:47:25.600283] [INFO ] [CONFIGURE ] QUAD: Establishing baseline with no features...
[2025-10-11T07:47:38.034390] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:47:38.472153] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:47:51.365371] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T07:47:51.670248] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:47:51.844286] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:47:54.509567] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:48:07.912876] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:48:21.585976] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:48:29.623208] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:48:43.281246] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:48:43.281463] [INFO ] [CONFIGURE ] QUAD: Baseline score (no features): 40.00%
[2025-10-11T07:48:43.281527] [INFO ] [CONFIGURE ] QUAD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T07:48:43.281564] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands']
[2025-10-11T07:48:55.193313] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:49:07.528098] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:49:20.341555] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:49:32.777235] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:49:45.201320] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:49:58.171619] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:50:03.745363] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:50:16.835236] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:50:24.822791] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:50:37.688895] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:50:37.689131] [INFO ] [CONFIGURE ] QUAD: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T07:50:37.689204] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 830 tests
[2025-10-11T07:50:37.689264] [INFO ] [CONFIGURE ] QUAD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T07:50:37.689300] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T07:50:49.710997] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:51:01.781974] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:51:14.034036] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T07:51:26.365326] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:51:38.548790] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:51:51.017175] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:51:58.890066] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:52:11.602461] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:52:24.277062] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:52:36.830220] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:52:36.830470] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T07:52:36.830539] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 829 tests
[2025-10-11T07:52:36.830591] [INFO ] [CONFIGURE ] QUAD: Testing feature 3/29: add_daily_returns
[2025-10-11T07:52:36.830628] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T07:52:48.923770] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:53:01.265145] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:53:02.316676] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:53:02.746132] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:53:03.241907] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:53:12.020776] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:53:16.079800] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:53:16.998246] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:53:29.932023] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:53:42.585115] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:53:42.585452] [INFO ] [CONFIGURE ] QUAD: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T07:53:42.585526] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 828 tests
[2025-10-11T07:53:42.585586] [INFO ] [CONFIGURE ] QUAD: Testing feature 4/29: add_ema
[2025-10-11T07:53:42.585624] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T07:53:45.777973] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:53:46.809328] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:53:55.310823] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T07:54:07.247054] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:54:15.012359] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:54:15.569855] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:54:27.990550] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:54:40.535305] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:54:52.808491] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:55:05.354845] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T07:55:05.355069] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_ema (score: 30.00%)
[2025-10-11T07:55:05.355133] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 827 tests
[2025-10-11T07:55:05.355173] [INFO ] [CONFIGURE ] QUAD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T07:55:05.355247] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T07:55:08.050237] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:55:12.446993] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:55:12.967515] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:55:25.041133] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:55:26.204568] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:55:26.475440] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:55:39.175276] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:55:41.548531] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:55:41.790124] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:55:42.047445] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T07:55:42.051667] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T07:55:42.051735] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 826 tests
[2025-10-11T07:55:42.051776] [INFO ] [CONFIGURE ] QUAD: Testing feature 6/29: add_failed_moves
[2025-10-11T07:55:42.051808] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T07:55:54.224809] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:55:55.209632] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:55:55.675099] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:56:07.933599] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:56:20.266605] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:56:33.091799] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:56:45.752213] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:56:55.192758] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:56:55.876702] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:56:56.437241] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:56:56.437434] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T07:56:56.437497] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.7s/test | Remaining: 825 tests
[2025-10-11T07:56:56.437536] [INFO ] [CONFIGURE ] QUAD: Testing feature 7/29: add_lag_shelf
[2025-10-11T07:56:56.437568] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T07:56:56.601992] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:56:57.108399] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:56:58.333818] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:57:10.488962] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:57:22.765265] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:57:25.511178] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:57:26.020253] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:57:28.495780] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:57:39.111354] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:57:51.998913] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:57:51.999251] [INFO ] [CONFIGURE ] QUAD: KEPT add_lag_shelf (score: 80.00%)
[2025-10-11T07:57:51.999317] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 824 tests
[2025-10-11T07:57:51.999358] [INFO ] [CONFIGURE ] QUAD: Testing feature 8/29: add_macd
[2025-10-11T07:57:51.999394] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-11T07:58:03.684688] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:58:15.656299] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:58:27.504324] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T07:58:39.433271] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T07:58:51.713768] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:59:04.053779] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:59:16.570436] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:59:28.946157] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T07:59:41.302823] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:59:49.434609] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:59:49.434848] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_macd (score: 50.00%)
[2025-10-11T07:59:49.434924] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 823 tests
[2025-10-11T07:59:49.434984] [INFO ] [CONFIGURE ] QUAD: Testing feature 9/29: add_mfi
[2025-10-11T07:59:49.435020] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-10-11T07:59:50.480074] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:00:02.379901] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:00:03.180217] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:00:15.792475] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:00:28.346478] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:00:38.283236] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:00:38.880021] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:00:39.521323] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:00:52.250716] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:00:54.590303] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:00:54.590533] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T08:00:54.590610] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 822 tests
[2025-10-11T08:00:54.590696] [INFO ] [CONFIGURE ] QUAD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T08:00:54.590744] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T08:00:55.645696] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:00:56.050173] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:01:07.972704] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:01:19.663352] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:01:31.811314] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:01:44.296411] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:01:56.865833] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:02:08.717028] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:02:18.038668] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:02:18.733128] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:02:18.733362] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T08:02:18.733427] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 821 tests
[2025-10-11T08:02:18.733467] [INFO ] [CONFIGURE ] QUAD: Testing feature 11/29: add_obv_daily
[2025-10-11T08:02:18.733499] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-10-11T08:02:30.090049] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:02:31.396568] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:02:43.121627] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:02:54.800097] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:02:56.938283] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:02:57.455384] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:03:09.510434] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:03:21.695510] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:03:33.618561] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:03:45.683778] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:03:45.683982] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T08:03:45.684052] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 820 tests
[2025-10-11T08:03:45.684091] [INFO ] [CONFIGURE ] QUAD: Testing feature 12/29: add_obv_interval
[2025-10-11T08:03:45.684126] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-10-11T08:03:57.591089] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:04:09.453016] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:04:21.530855] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:04:23.944138] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:04:24.291297] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:04:24.826491] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:04:32.552812] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:04:45.215889] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:04:57.714317] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:04:58.751658] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:04:58.751873] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T08:04:58.751935] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 819 tests
[2025-10-11T08:04:58.751975] [INFO ] [CONFIGURE ] QUAD: Testing feature 13/29: add_opening_strength
[2025-10-11T08:04:58.752009] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-10-11T08:05:10.528045] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:05:10.954028] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:05:11.646361] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:05:12.759833] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:05:25.047776] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:05:37.410910] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:05:49.894333] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:06:01.242227] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:06:01.642883] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:06:02.397396] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:06:02.397609] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T08:06:02.397706] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.8s/test | Remaining: 818 tests
[2025-10-11T08:06:02.397757] [INFO ] [CONFIGURE ] QUAD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T08:06:02.397896] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-11T08:06:14.343102] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:06:26.280942] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:06:38.391409] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:06:50.230441] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:07:02.561700] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:07:14.920345] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:07:27.293168] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:07:39.861792] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:07:52.086110] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:08:04.397200] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:08:04.397398] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T08:08:04.397453] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 817 tests
[2025-10-11T08:08:04.397490] [INFO ] [CONFIGURE ] QUAD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T08:08:04.397522] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-11T08:08:16.061728] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:08:27.946602] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:08:39.970047] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:08:48.674443] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:08:59.071051] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:09:01.301932] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:09:13.751843] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:09:26.607309] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:09:39.428046] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:09:51.973493] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:09:51.973709] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T08:09:51.973785] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 816 tests
[2025-10-11T08:09:51.973844] [INFO ] [CONFIGURE ] QUAD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T08:09:51.973881] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-11T08:09:53.081028] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:09:54.194722] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:09:54.636393] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:10:06.562563] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:10:18.578361] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:10:30.958993] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:10:43.591883] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:10:45.153739] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:10:46.927416] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:10:52.567997] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:10:52.568201] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T08:10:52.568265] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 815 tests
[2025-10-11T08:10:52.568304] [INFO ] [CONFIGURE ] QUAD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T08:10:52.568337] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-11T08:11:02.374432] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:11:05.091712] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:11:17.162765] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:11:29.344031] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:11:41.365170] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:11:53.485920] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:12:01.961138] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:12:07.210335] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:12:08.474504] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:12:18.634523] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:12:18.634805] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T08:12:18.634901] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 814 tests
[2025-10-11T08:12:18.634961] [INFO ] [CONFIGURE ] QUAD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T08:12:18.634997] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-11T08:12:30.142863] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:12:41.695196] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:12:53.274785] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:12:56.494026] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:12:57.166043] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:13:08.044962] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:13:20.700157] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:13:32.870888] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:13:37.189602] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:13:38.660042] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:13:38.660323] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T08:13:38.660388] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 813 tests
[2025-10-11T08:13:38.660431] [INFO ] [CONFIGURE ] QUAD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T08:13:38.660465] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-11T08:13:39.346891] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:13:51.150536] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:14:03.150037] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:14:15.633154] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:14:28.027784] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:14:40.678265] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:14:53.409148] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:15:06.251502] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:15:19.018479] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:15:30.200404] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:15:30.200633] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T08:15:30.200733] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 812 tests
[2025-10-11T08:15:30.200793] [INFO ] [CONFIGURE ] QUAD: Testing feature 20/29: add_price_rejection
[2025-10-11T08:15:30.200829] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-10-11T08:15:39.442893] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:15:42.667747] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:15:54.781236] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:15:55.031087] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:16:07.576885] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:16:07.978133] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:16:08.749273] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:16:21.539380] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:16:34.188484] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:16:47.035220] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:16:47.035441] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T08:16:47.035516] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 5.9s/test | Remaining: 811 tests
[2025-10-11T08:16:47.035576] [INFO ] [CONFIGURE ] QUAD: Testing feature 21/29: add_range_position
[2025-10-11T08:16:47.035613] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-10-11T08:16:58.742481] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:16:59.380473] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:17:11.123947] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:17:23.230912] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:17:35.387812] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:17:47.850832] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:18:00.191545] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:18:12.561607] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:18:24.996675] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:18:37.271534] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:18:37.271754] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T08:18:37.271831] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 810 tests
[2025-10-11T08:18:37.271893] [INFO ] [CONFIGURE ] QUAD: Testing feature 22/29: add_realized_volatility
[2025-10-11T08:18:37.271930] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-11T08:18:37.981147] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:18:38.539383] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:18:50.362112] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:18:53.280273] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:18:59.291433] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:19:11.870802] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:19:24.575163] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:19:25.118608] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:19:25.681427] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:19:38.213175] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:19:38.213487] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T08:19:38.213574] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 809 tests
[2025-10-11T08:19:38.213637] [INFO ] [CONFIGURE ] QUAD: Testing feature 23/29: add_recent_range_context
[2025-10-11T08:19:38.213716] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-11T08:19:49.920782] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:20:02.116041] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:20:11.194381] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:20:19.423358] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:20:20.644622] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:20:21.170758] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:20:21.677886] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:20:22.179443] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:20:22.608789] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:20:30.587630] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:20:30.587905] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T08:20:30.587971] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 808 tests
[2025-10-11T08:20:30.588016] [INFO ] [CONFIGURE ] QUAD: Testing feature 24/29: add_rsi
[2025-10-11T08:20:30.588051] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-11T08:20:31.593873] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:20:39.334318] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:20:50.721901] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:21:01.610904] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:21:07.324865] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:21:19.311005] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:21:20.171250] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:21:30.530387] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:21:42.549430] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:21:54.521602] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:21:54.521872] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T08:21:54.521935] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 807 tests
[2025-10-11T08:21:54.521975] [INFO ] [CONFIGURE ] QUAD: Testing feature 25/29: add_tick_distribution
[2025-10-11T08:21:54.522008] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-11T08:22:06.599674] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:22:18.201484] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:22:30.611169] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:22:43.157201] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:22:53.288263] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:23:06.102982] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:23:12.511839] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:23:25.009827] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:23:25.604178] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:23:26.491539] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:23:26.491833] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T08:23:26.491901] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 806 tests
[2025-10-11T08:23:26.491940] [INFO ] [CONFIGURE ] QUAD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T08:23:26.491973] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-11T08:23:27.156001] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:23:27.644064] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:23:28.056900] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:23:40.372549] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:23:52.686380] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:24:04.950870] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:24:17.595209] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:24:29.955894] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:24:42.431132] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:24:49.994586] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:24:49.994892] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T08:24:49.994969] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 805 tests
[2025-10-11T08:24:49.995029] [INFO ] [CONFIGURE ] QUAD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T08:24:49.995066] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-11T08:25:01.892873] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:25:02.174350] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:25:02.415102] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:25:14.956480] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:25:22.342088] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:25:22.821080] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:25:34.880785] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:25:47.779366] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:25:47.963854] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:25:48.797683] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:25:48.797977] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T08:25:48.798059] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 804 tests
[2025-10-11T08:25:48.798125] [INFO ] [CONFIGURE ] QUAD: Testing feature 28/29: add_volume_profile
[2025-10-11T08:25:48.798183] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile']
[2025-10-11T08:25:57.820636] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:26:01.427329] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:26:01.669380] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:26:02.104457] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:26:02.923352] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:26:03.362443] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:26:03.914939] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:26:04.561941] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:26:05.301823] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:26:05.900829] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:26:05.901006] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T08:26:05.901050] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.0s/test | Remaining: 803 tests
[2025-10-11T08:26:05.901107] [INFO ] [CONFIGURE ] QUAD: Testing feature 29/29: add_vwap
[2025-10-11T08:26:05.901167] [INFO ] [CONFIGURE ] QUAD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap']
[2025-10-11T08:26:07.239494] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:26:19.203931] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:26:20.294235] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:26:25.621760] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:26:37.657919] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:26:50.296280] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:26:57.792040] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:27:10.243216] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:27:22.707183] [DEBUG] [FORECASTER] QUAD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:27:31.845505] [DEBUG] [FORECASTER] QUAD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:27:31.845768] [INFO ] [CONFIGURE ] QUAD: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T08:27:31.845845] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.1s/test | Remaining: 802 tests
[2025-10-11T08:27:31.845917] [INFO ] [CONFIGURE ] QUAD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T08:27:31.845974] [INFO ] [CONFIGURE ] QUAD: Best accuracy: 80.00%
[2025-10-11T08:27:31.846023] [INFO ] [CONFIGURE ] QUAD: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T08:27:31.846079] [INFO ] [CONFIGURE ] QUAD: Improvement over baseline: 40.00%
[2025-10-11T08:27:31.846162] [INFO ] [CONFIGURE ] QUAD: Total time: 38.8 minutes
[2025-10-11T08:27:31.846213] [INFO ] [CONFIGURE ] QUAD: Average time per feature: 80.3 seconds
[2025-10-11T08:27:31.846246] [INFO ] [CONFIGURE ] QUAD: Average speed: 0.01 features/sec
[2025-10-11T08:27:31.846972] [INFO ] [LOCAL     ] Saved configuration for QUAD: 3 features, 80.00% accuracy -> ./output/feature-sets/QUAD.json
[2025-10-11T08:27:31.847026] [INFO ] [CONFIGURE ] QUAD: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T08:27:31.847087] [INFO ] [sig       ] [194/220] Successfully configured QUAD | 0.01 sym/s | Total: 9.7h | ETA: 1.3h
[2025-10-11T08:27:31.847163] [INFO ] [sig       ] [195/220] Configuring QVCD...
[2025-10-11T08:27:31.847233] [INFO ] [CONFIGURE ] QVCD: Configurate test run.
[2025-10-11T08:27:31.847306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-10-11T08:27:31.861663] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QVCD'.
[2025-10-11T08:27:31.862089] [INFO ] [CONFIGURE ] QVCD: Testing with 29 available features
[2025-10-11T08:27:31.862149] [INFO ] [CONFIGURE ] QVCD: Establishing baseline with no features...
[2025-10-11T08:27:45.038065] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:27:45.689959] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:27:47.434069] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:28:00.809836] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:28:01.363806] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:28:04.537243] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:28:05.099310] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:28:05.416044] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:28:05.784252] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:28:06.660929] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:28:06.661120] [INFO ] [CONFIGURE ] QVCD: Baseline score (no features): 70.00%
[2025-10-11T08:28:06.661197] [INFO ] [CONFIGURE ] QVCD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T08:28:06.661256] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_bollinger_bands']
[2025-10-11T08:28:07.200227] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:28:19.274864] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:28:31.281784] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:28:43.399198] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:28:55.187278] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:29:03.202133] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:29:03.833785] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:29:04.632560] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:29:05.110854] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:29:05.627218] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:29:05.627435] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-11T08:29:05.627511] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.1s/test | Remaining: 801 tests
[2025-10-11T08:29:05.627631] [INFO ] [CONFIGURE ] QVCD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T08:29:05.627709] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_cumulative_delta']
[2025-10-11T08:29:05.972275] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:29:11.057327] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:29:18.211391] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:29:30.092448] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:29:30.687030] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:29:42.803849] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:29:43.027168] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:29:45.068970] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:29:45.367349] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:29:45.737440] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:29:45.737591] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T08:29:45.737672] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.1s/test | Remaining: 800 tests
[2025-10-11T08:29:45.737742] [INFO ] [CONFIGURE ] QVCD: Testing feature 3/29: add_daily_returns
[2025-10-11T08:29:45.737777] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_daily_returns']
[2025-10-11T08:29:46.102246] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:29:46.280878] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:29:46.435572] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:29:46.617914] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:29:59.078189] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:29:59.624484] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:30:03.725031] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:30:11.590275] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:30:22.385318] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:30:35.281042] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:30:35.281266] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T08:30:35.281329] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.1s/test | Remaining: 799 tests
[2025-10-11T08:30:35.281380] [INFO ] [CONFIGURE ] QVCD: Testing feature 4/29: add_ema
[2025-10-11T08:30:35.281437] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_ema']
[2025-10-11T08:30:35.458872] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:30:41.114874] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:30:41.444733] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:30:41.683539] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:30:42.208745] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:30:49.280105] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:30:49.890755] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:30:50.793698] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:31:04.049081] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:31:17.543803] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:31:17.544101] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_ema (score: 60.00%)
[2025-10-11T08:31:17.544181] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 6.1s/test | Remaining: 798 tests
[2025-10-11T08:31:17.544243] [INFO ] [CONFIGURE ] QVCD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T08:31:17.544310] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T08:31:29.459836] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:31:41.284052] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:31:46.805600] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:31:48.001229] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:31:48.569088] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:32:00.528445] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:32:12.402950] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:32:24.323792] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:32:36.412267] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:32:48.416556] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:32:48.416785] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T08:32:48.416870] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.1s/test | Remaining: 797 tests
[2025-10-11T08:32:48.416930] [INFO ] [CONFIGURE ] QVCD: Testing feature 6/29: add_failed_moves
[2025-10-11T08:32:48.416966] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_failed_moves']
[2025-10-11T08:33:01.727362] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:33:08.270550] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:33:08.877376] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:33:09.072762] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:33:09.243581] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:33:21.777861] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:33:26.780195] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:33:40.262364] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:33:54.217398] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:34:00.352234] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:34:00.352455] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T08:34:00.352528] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.1s/test | Remaining: 796 tests
[2025-10-11T08:34:00.353198] [INFO ] [CONFIGURE ] QVCD: Testing feature 7/29: add_lag_shelf
[2025-10-11T08:34:00.353251] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_lag_shelf']
[2025-10-11T08:34:01.434879] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:34:14.536593] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:34:25.654824] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:34:26.469429] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:34:27.335698] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:34:40.706542] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:34:54.413609] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:34:56.570771] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:34:58.313570] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:35:08.993871] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:35:08.994153] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T08:35:08.994233] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.1s/test | Remaining: 795 tests
[2025-10-11T08:35:08.994293] [INFO ] [CONFIGURE ] QVCD: Testing feature 8/29: add_macd
[2025-10-11T08:35:08.994332] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T08:35:20.549867] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:35:22.119052] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:35:22.674806] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:35:34.113234] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:35:45.609666] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:35:57.192858] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:36:08.801819] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:36:19.069895] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:36:30.574599] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:36:34.287388] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:36:34.287662] [INFO ] [CONFIGURE ] QVCD: KEPT add_macd (score: 80.00%)
[2025-10-11T08:36:34.287728] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.1s/test | Remaining: 794 tests
[2025-10-11T08:36:34.287770] [INFO ] [CONFIGURE ] QVCD: Testing feature 9/29: add_mfi
[2025-10-11T08:36:34.287803] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T08:36:45.749197] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:36:55.101766] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:36:55.708461] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:36:56.283325] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:37:05.082922] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:37:16.637250] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:37:28.336231] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:37:39.872549] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:37:51.752850] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:37:51.999982] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:37:52.000186] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T08:37:52.000306] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.1s/test | Remaining: 793 tests
[2025-10-11T08:37:52.000390] [INFO ] [CONFIGURE ] QVCD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T08:37:52.000467] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T08:38:02.918904] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:38:14.222149] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:38:14.917559] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:38:26.332280] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:38:37.769094] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:38:41.774863] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:38:53.308637] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:39:04.857831] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:39:16.359611] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:39:28.044117] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:39:28.044333] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T08:39:28.044409] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 792 tests
[2025-10-11T08:39:28.044471] [INFO ] [CONFIGURE ] QVCD: Testing feature 11/29: add_obv_daily
[2025-10-11T08:39:28.044509] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T08:39:29.547849] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:39:40.589095] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:39:49.936496] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:40:00.913827] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:40:12.249767] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:40:23.682067] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:40:35.144825] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:40:46.660975] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:40:57.916381] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:41:09.342299] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:41:09.343613] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T08:41:09.343711] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 791 tests
[2025-10-11T08:41:09.343762] [INFO ] [CONFIGURE ] QVCD: Testing feature 12/29: add_obv_interval
[2025-10-11T08:41:09.343799] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T08:41:20.467193] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:41:23.188700] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:41:24.123242] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:41:35.490354] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:41:46.984439] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:41:54.344130] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:41:55.379683] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:41:55.896615] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:41:57.154742] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:41:57.660630] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:41:57.660821] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T08:41:57.660869] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 790 tests
[2025-10-11T08:41:57.660907] [INFO ] [CONFIGURE ] QVCD: Testing feature 13/29: add_opening_strength
[2025-10-11T08:41:57.660940] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T08:42:08.588154] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:42:19.810442] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:42:26.169631] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:42:26.738523] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:42:27.751196] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:42:28.552997] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:42:39.670107] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T08:42:40.062988] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:42:40.704827] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:42:41.396601] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:42:41.396899] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T08:42:41.396979] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 789 tests
[2025-10-11T08:42:41.397043] [INFO ] [CONFIGURE ] QVCD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T08:42:41.397082] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T08:42:52.238932] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:43:01.499253] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:43:12.494702] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:43:23.381810] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:43:32.762939] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:43:44.062909] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:43:55.441163] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T08:44:06.811465] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:44:18.340217] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:44:30.037987] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:44:30.038337] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T08:44:30.038428] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 788 tests
[2025-10-11T08:44:30.038487] [INFO ] [CONFIGURE ] QVCD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T08:44:30.038559] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T08:44:37.235036] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:44:40.186512] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:44:51.685377] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:45:03.157454] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:45:12.201678] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:45:23.585268] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:45:25.801439] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:45:26.686065] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:45:28.389987] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:45:40.065417] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:45:40.065704] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T08:45:40.065817] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 787 tests
[2025-10-11T08:45:40.065878] [INFO ] [CONFIGURE ] QVCD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T08:45:40.065916] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T08:45:51.438944] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:46:02.872196] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:46:13.707988] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:46:24.923997] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:46:36.210767] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:46:47.573830] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:46:58.949460] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:47:10.198416] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:47:17.872467] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:47:29.682352] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:47:29.682541] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T08:47:29.682606] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.2s/test | Remaining: 786 tests
[2025-10-11T08:47:29.682673] [INFO ] [CONFIGURE ] QVCD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T08:47:29.682729] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T08:47:30.721785] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:47:41.902609] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:47:52.322133] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:48:03.783299] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:48:15.134969] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:48:15.867377] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:48:27.519840] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:48:39.407260] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:48:51.113661] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:49:02.918833] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:49:02.919036] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T08:49:02.919099] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 785 tests
[2025-10-11T08:49:02.919139] [INFO ] [CONFIGURE ] QVCD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T08:49:02.919172] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T08:49:14.298419] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:49:25.780088] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:49:37.099750] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:49:48.403571] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:49:54.069208] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:49:59.731519] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:50:05.308453] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:50:05.822456] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:50:08.117539] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:50:19.599947] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:50:19.600181] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T08:50:19.600236] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 784 tests
[2025-10-11T08:50:19.600274] [INFO ] [CONFIGURE ] QVCD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T08:50:19.600306] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T08:50:31.054284] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:50:42.548126] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:50:54.053150] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:51:05.550999] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:51:17.124868] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:51:28.685197] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:51:30.864351] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:51:42.400153] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:51:53.865803] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:52:03.241312] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:52:03.241684] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T08:52:03.241775] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 783 tests
[2025-10-11T08:52:03.241848] [INFO ] [CONFIGURE ] QVCD: Testing feature 20/29: add_price_rejection
[2025-10-11T08:52:03.241899] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T08:52:04.235726] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:52:15.608982] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:52:26.464171] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:52:26.922372] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:52:27.314873] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:52:28.062265] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:52:29.163562] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:52:41.133293] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T08:52:53.103603] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:53:02.542214] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:53:02.542411] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T08:53:02.542487] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 782 tests
[2025-10-11T08:53:02.542547] [INFO ] [CONFIGURE ] QVCD: Testing feature 21/29: add_range_position
[2025-10-11T08:53:02.542584] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T08:53:08.070346] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:53:08.442162] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:53:08.775521] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:53:20.088751] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:53:31.045069] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:53:40.250380] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:53:51.134292] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T08:54:02.387375] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:54:07.693275] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:54:08.317165] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:54:08.317373] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T08:54:08.317422] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 781 tests
[2025-10-11T08:54:08.317461] [INFO ] [CONFIGURE ] QVCD: Testing feature 22/29: add_realized_volatility
[2025-10-11T08:54:08.317496] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T08:54:08.822282] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:54:09.431289] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:54:09.847717] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:54:10.667890] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:54:11.620468] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:54:22.950022] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:54:34.195130] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:54:45.574506] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:54:50.583335] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:55:02.171970] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:55:02.172231] [INFO ] [CONFIGURE ] QVCD: KEPT add_realized_volatility (score: 90.00%)
[2025-10-11T08:55:02.172327] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 780 tests
[2025-10-11T08:55:02.172398] [INFO ] [CONFIGURE ] QVCD: Testing feature 23/29: add_recent_range_context
[2025-10-11T08:55:02.172440] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-11T08:55:13.319489] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:55:24.515898] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:55:35.571797] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:55:46.916552] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:55:58.108047] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:56:05.621523] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:56:17.010636] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:56:28.399300] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:56:39.910454] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:56:51.447497] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:56:51.448030] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T08:56:51.448107] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 779 tests
[2025-10-11T08:56:51.448177] [INFO ] [CONFIGURE ] QVCD: Testing feature 24/29: add_rsi
[2025-10-11T08:56:51.448234] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-11T08:57:02.573798] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:57:13.571850] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:57:24.541884] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:57:35.719293] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:57:42.427586] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:57:53.507700] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:57:54.122000] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:58:05.494631] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:58:07.290055] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:58:08.351737] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:58:08.351991] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T08:58:08.352068] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.3s/test | Remaining: 778 tests
[2025-10-11T08:58:08.352131] [INFO ] [CONFIGURE ] QVCD: Testing feature 25/29: add_tick_distribution
[2025-10-11T08:58:08.352169] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-11T08:58:09.080462] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:58:09.638622] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:58:10.360428] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:58:21.397578] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T08:58:28.713384] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:58:29.545355] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:58:40.952316] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T08:58:52.223486] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T08:59:03.636628] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:59:04.436371] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:59:04.436598] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T08:59:04.436688] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 777 tests
[2025-10-11T08:59:04.436742] [INFO ] [CONFIGURE ] QVCD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T08:59:04.436779] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-11T08:59:15.781846] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:59:26.987765] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:59:38.170590] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:59:49.285633] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:00:00.354450] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:00:08.293845] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:00:19.469217] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:00:30.760868] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:00:42.193177] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:00:45.595994] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:00:45.596293] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-11T09:00:45.596359] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 776 tests
[2025-10-11T09:00:45.596408] [INFO ] [CONFIGURE ] QVCD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T09:00:45.596465] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-11T09:00:56.848475] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:00:57.324536] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:01:08.509539] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:01:19.643621] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:01:30.757381] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:01:36.211435] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:01:45.944629] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:01:57.035838] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:02:08.441621] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:02:19.719255] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:02:19.719577] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T09:02:19.719664] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 775 tests
[2025-10-11T09:02:19.719730] [INFO ] [CONFIGURE ] QVCD: Testing feature 28/29: add_volume_profile
[2025-10-11T09:02:19.719777] [INFO ] [CONFIGURE ] QVCD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_profile']
[2025-10-11T09:02:20.666684] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:02:21.681422] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:02:32.676600] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:02:43.667566] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:02:54.701269] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:03:05.895226] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:03:17.089533] [DEBUG] [FORECASTER] QVCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T09:03:28.405171] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:03:39.519253] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:03:46.040472] [DEBUG] [FORECASTER] QVCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:03:46.040787] [INFO ] [CONFIGURE ] QVCD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T09:03:46.040857] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 774 tests
[2025-10-11T09:03:46.040940] [INFO ] [CONFIGURE ] QVCD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T09:03:46.041001] [INFO ] [CONFIGURE ] QVCD: Best accuracy: 90.00%
[2025-10-11T09:03:46.041041] [INFO ] [CONFIGURE ] QVCD: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T09:03:46.041074] [INFO ] [CONFIGURE ] QVCD: Improvement over baseline: 20.00%
[2025-10-11T09:03:46.041104] [INFO ] [CONFIGURE ] QVCD: Total time: 35.7 minutes
[2025-10-11T09:03:46.041135] [INFO ] [CONFIGURE ] QVCD: Average time per feature: 76.4 seconds
[2025-10-11T09:03:46.041166] [INFO ] [CONFIGURE ] QVCD: Average speed: 0.01 features/sec
[2025-10-11T09:03:46.041794] [INFO ] [LOCAL     ] Saved configuration for QVCD: 3 features, 90.00% accuracy -> ./output/feature-sets/QVCD.json
[2025-10-11T09:03:46.041851] [INFO ] [CONFIGURE ] QVCD: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T09:03:46.041902] [INFO ] [sig       ] [195/220] Successfully configured QVCD | 0.01 sym/s | Total: 10.3h | ETA: 1.3h
[2025-10-11T09:03:46.041980] [INFO ] [sig       ] [196/220] Configuring RBOT...
[2025-10-11T09:03:46.042052] [INFO ] [CONFIGURE ] RBOT: Configurate test run.
[2025-10-11T09:03:46.042126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-10-11T09:03:46.055129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBOT'.
[2025-10-11T09:03:46.055485] [INFO ] [CONFIGURE ] RBOT: Testing with 29 available features
[2025-10-11T09:03:46.055542] [INFO ] [CONFIGURE ] RBOT: Establishing baseline with no features...
[2025-10-11T09:03:46.525623] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:03:46.869448] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:03:47.157597] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:03:47.625920] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:04:01.015277] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:04:01.269406] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:04:01.603248] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:04:12.321779] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:04:12.881084] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:04:13.664872] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:04:13.665034] [INFO ] [CONFIGURE ] RBOT: Baseline score (no features): 60.00%
[2025-10-11T09:04:13.665100] [INFO ] [CONFIGURE ] RBOT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T09:04:13.665136] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_bollinger_bands']
[2025-10-11T09:04:21.469417] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:04:33.877916] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:04:40.296886] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:04:40.787036] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:04:42.367139] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:04:55.260632] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:05:08.392347] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:05:21.498722] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:05:34.828775] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:05:48.370368] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:05:48.370560] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T09:05:48.370615] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 773 tests
[2025-10-11T09:05:48.370681] [INFO ] [CONFIGURE ] RBOT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T09:05:48.370733] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_cumulative_delta']
[2025-10-11T09:06:00.172071] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:06:11.600553] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:06:23.614698] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:06:35.835998] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:06:47.913994] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:06:52.790502] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:06:53.227863] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:06:53.623277] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:06:54.045567] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:06:54.734960] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:06:54.735181] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T09:06:54.735246] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 772 tests
[2025-10-11T09:06:54.735288] [INFO ] [CONFIGURE ] RBOT: Testing feature 3/29: add_daily_returns
[2025-10-11T09:06:54.735322] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_daily_returns']
[2025-10-11T09:06:56.241993] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:06:56.786389] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:06:57.856085] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:06:58.158078] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:06:58.278112] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:06:58.459483] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:06:58.937390] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:07:11.958806] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:07:12.541910] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:07:13.224467] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:07:13.224696] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T09:07:13.224758] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 771 tests
[2025-10-11T09:07:13.224806] [INFO ] [CONFIGURE ] RBOT: Testing feature 4/29: add_ema
[2025-10-11T09:07:13.224863] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_ema']
[2025-10-11T09:07:25.196310] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:07:37.251636] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:07:46.425045] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:07:47.352990] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:07:47.927251] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:07:48.341667] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:07:57.798544] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:08:05.287248] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:08:12.731540] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:08:17.970144] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:08:17.970357] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_ema (score: 50.00%)
[2025-10-11T09:08:17.970441] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.4s/test | Remaining: 770 tests
[2025-10-11T09:08:17.970502] [INFO ] [CONFIGURE ] RBOT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T09:08:17.970539] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:08:18.292625] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:08:18.707348] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:08:31.555137] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:08:36.523169] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:08:36.892213] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:08:46.551862] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:08:59.251063] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:09:12.123922] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:09:16.090440] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:09:16.332821] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:09:16.333005] [INFO ] [CONFIGURE ] RBOT: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T09:09:16.333078] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 769 tests
[2025-10-11T09:09:16.333201] [INFO ] [CONFIGURE ] RBOT: Testing feature 6/29: add_failed_moves
[2025-10-11T09:09:16.333242] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T09:09:17.647590] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:09:25.763740] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:09:38.467419] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:09:51.352557] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:09:51.864765] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:09:52.269566] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:09:52.826265] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:10:05.741827] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:10:06.789152] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:10:17.541168] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:10:17.541403] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T09:10:17.541466] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 768 tests
[2025-10-11T09:10:17.541504] [INFO ] [CONFIGURE ] RBOT: Testing feature 7/29: add_lag_shelf
[2025-10-11T09:10:17.541538] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T09:10:30.364272] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:10:43.079409] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:10:55.902087] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:11:08.361155] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:11:16.972901] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:11:29.798470] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:11:30.701583] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:11:31.298454] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:11:32.064088] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:11:32.780174] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:11:32.780376] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T09:11:32.780451] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 767 tests
[2025-10-11T09:11:32.780500] [INFO ] [CONFIGURE ] RBOT: Testing feature 8/29: add_macd
[2025-10-11T09:11:32.780538] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T09:11:43.287572] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:11:55.843231] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:12:05.675957] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:12:08.321377] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:12:20.609249] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:12:25.631444] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:12:34.177246] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:12:46.848920] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:12:59.507744] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T09:13:12.361107] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:13:12.361370] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_macd (score: 40.00%)
[2025-10-11T09:13:12.361443] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 766 tests
[2025-10-11T09:13:12.361504] [INFO ] [CONFIGURE ] RBOT: Testing feature 9/29: add_mfi
[2025-10-11T09:13:12.361541] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T09:13:25.131060] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:13:37.829971] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:13:50.718630] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:14:03.511210] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:14:09.553961] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:14:22.444628] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:14:29.392534] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:14:42.517157] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:14:55.409637] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:15:08.958313] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:15:08.958532] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T09:15:08.958579] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 765 tests
[2025-10-11T09:15:08.958619] [INFO ] [CONFIGURE ] RBOT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T09:15:08.958685] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T09:15:21.121611] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T09:15:33.514398] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:15:45.796842] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:15:58.235382] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:16:07.346437] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:16:12.584630] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:16:12.900295] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:16:13.477036] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:16:26.081996] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:16:38.011492] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:16:38.011737] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T09:16:38.011887] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 764 tests
[2025-10-11T09:16:38.011950] [INFO ] [CONFIGURE ] RBOT: Testing feature 11/29: add_obv_daily
[2025-10-11T09:16:38.011988] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T09:16:38.377916] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:16:39.004565] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:16:39.584083] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:16:40.067936] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:16:40.371946] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:16:52.459909] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:16:53.053788] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:16:53.474693] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:16:54.533394] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:17:07.495817] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:17:07.496038] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T09:17:07.496092] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 763 tests
[2025-10-11T09:17:07.496129] [INFO ] [CONFIGURE ] RBOT: Testing feature 12/29: add_obv_interval
[2025-10-11T09:17:07.496161] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T09:17:19.349975] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T09:17:31.190966] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:17:42.119820] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:17:44.264899] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:17:44.764221] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:17:56.905751] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:18:09.145529] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:18:20.913406] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:18:21.222811] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:18:31.490263] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:18:31.490506] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T09:18:31.490588] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.5s/test | Remaining: 762 tests
[2025-10-11T09:18:31.490670] [INFO ] [CONFIGURE ] RBOT: Testing feature 13/29: add_opening_strength
[2025-10-11T09:18:31.490726] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T09:18:42.875258] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:18:54.266364] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:19:05.835032] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:19:17.468566] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:19:18.817990] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:19:30.639527] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:19:42.698152] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:19:53.993814] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:20:05.966841] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:20:18.625109] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:20:18.625451] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T09:20:18.625524] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 761 tests
[2025-10-11T09:20:18.625584] [INFO ] [CONFIGURE ] RBOT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T09:20:18.625621] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T09:20:28.469772] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:20:40.556505] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:20:52.304529] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:21:04.615408] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:21:16.838589] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:21:28.937222] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:21:36.873169] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:21:48.976597] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:22:01.018033] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:22:11.116324] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:22:11.116565] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T09:22:11.116661] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 760 tests
[2025-10-11T09:22:11.116725] [INFO ] [CONFIGURE ] RBOT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T09:22:11.116764] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T09:22:11.634366] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T09:22:12.052943] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:22:13.496339] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:22:13.869904] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:22:14.398118] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:22:14.792115] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:22:15.537441] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:22:28.161930] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:22:40.122700] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T09:22:53.115777] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:22:53.116019] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T09:22:53.116082] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 759 tests
[2025-10-11T09:22:53.116158] [INFO ] [CONFIGURE ] RBOT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T09:22:53.116210] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T09:23:04.996904] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:23:17.413449] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:23:20.035513] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:23:20.617868] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:23:21.052339] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:23:22.072220] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:23:22.802194] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:23:32.514432] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:23:45.134627] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:23:58.375520] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:23:58.375740] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T09:23:58.375826] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 758 tests
[2025-10-11T09:23:58.375890] [INFO ] [CONFIGURE ] RBOT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T09:23:58.375927] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T09:24:06.323488] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:24:14.763839] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:24:16.318820] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:24:29.142963] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:24:41.881962] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:24:54.536455] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:25:07.184234] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:25:19.788023] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:25:32.801415] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:25:45.668979] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:25:45.669383] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T09:25:45.669459] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 757 tests
[2025-10-11T09:25:45.669521] [INFO ] [CONFIGURE ] RBOT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T09:25:45.669559] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T09:25:58.127438] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:26:10.547114] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:26:21.202276] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:26:33.870595] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:26:46.562432] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:26:49.641634] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:26:50.456031] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:27:01.748451] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:27:14.191148] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T09:27:27.099682] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:27:27.100024] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T09:27:27.100099] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 756 tests
[2025-10-11T09:27:27.100160] [INFO ] [CONFIGURE ] RBOT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T09:27:27.100197] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T09:27:28.326095] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:27:40.809714] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:27:53.112591] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:27:53.377386] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:27:53.624159] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:27:56.100515] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:28:08.846123] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:28:21.601325] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:28:34.150186] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:28:47.138468] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:28:47.138773] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T09:28:47.138838] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.6s/test | Remaining: 755 tests
[2025-10-11T09:28:47.138878] [INFO ] [CONFIGURE ] RBOT: Testing feature 20/29: add_price_rejection
[2025-10-11T09:28:47.138911] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T09:28:59.564674] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:29:12.180809] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:29:24.950409] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:29:37.594503] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:29:50.283823] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:30:02.797276] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:30:03.871930] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:30:04.399908] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:30:17.018502] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:30:29.974338] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:30:29.974673] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T09:30:29.974748] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 754 tests
[2025-10-11T09:30:29.974807] [INFO ] [CONFIGURE ] RBOT: Testing feature 21/29: add_range_position
[2025-10-11T09:30:29.974844] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T09:30:42.033446] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:30:42.532213] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:30:43.056127] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:30:53.558278] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:30:55.414679] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:30:55.976978] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:30:56.465829] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:31:08.554487] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:31:20.937355] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:31:33.766330] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:31:33.766524] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T09:31:33.766610] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 753 tests
[2025-10-11T09:31:33.766695] [INFO ] [CONFIGURE ] RBOT: Testing feature 22/29: add_realized_volatility
[2025-10-11T09:31:33.766742] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T09:31:34.033850] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:31:34.481041] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:31:35.645915] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:31:48.609589] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:32:00.117985] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:32:03.630108] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:32:16.186739] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:32:28.918899] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:32:41.572047] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:32:54.506985] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:32:54.507249] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T09:32:54.507344] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 752 tests
[2025-10-11T09:32:54.507410] [INFO ] [CONFIGURE ] RBOT: Testing feature 23/29: add_recent_range_context
[2025-10-11T09:32:54.507448] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T09:33:06.895828] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:33:17.709989] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:33:30.455174] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:33:43.292639] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:33:48.822515] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:33:49.306860] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:33:50.308878] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:34:02.877269] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:34:15.741327] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:34:19.769578] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:34:19.769842] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T09:34:19.769907] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 751 tests
[2025-10-11T09:34:19.769957] [INFO ] [CONFIGURE ] RBOT: Testing feature 24/29: add_rsi
[2025-10-11T09:34:19.770014] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-11T09:34:20.927509] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T09:34:32.796515] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:34:44.510826] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:34:56.517411] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:35:08.205567] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:35:20.031257] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:35:24.223093] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:35:25.283077] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:35:25.911892] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:35:26.575384] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:35:26.575613] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T09:35:26.575714] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 750 tests
[2025-10-11T09:35:26.575776] [INFO ] [CONFIGURE ] RBOT: Testing feature 25/29: add_tick_distribution
[2025-10-11T09:35:26.575816] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T09:35:39.184020] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:35:51.740890] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:36:04.380943] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:36:04.580739] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:36:05.268607] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:36:06.752270] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:36:19.357147] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:36:20.028586] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:36:20.429016] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:36:20.991802] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:36:20.992001] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T09:36:20.992075] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 749 tests
[2025-10-11T09:36:20.992135] [INFO ] [CONFIGURE ] RBOT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T09:36:20.992173] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T09:36:30.086931] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:36:42.451931] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:36:55.216320] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:37:07.949206] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:37:20.732165] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:37:25.666771] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:37:34.159103] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:37:40.422275] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:37:46.799833] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:37:47.427625] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:37:47.427900] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T09:37:47.427965] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 748 tests
[2025-10-11T09:37:47.428008] [INFO ] [CONFIGURE ] RBOT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T09:37:47.428042] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T09:37:47.497801] [FATAL] [FORECASTER] Failed to test lookback=11: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:47.569593] [FATAL] [FORECASTER] Failed to test lookback=10: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:47.640527] [FATAL] [FORECASTER] Failed to test lookback=9: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:47.765931] [FATAL] [FORECASTER] Failed to test lookback=8: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:47.852934] [FATAL] [FORECASTER] Failed to test lookback=7: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:47.931933] [FATAL] [FORECASTER] Failed to test lookback=6: [09:37:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:48.005617] [FATAL] [FORECASTER] Failed to test lookback=5: [09:37:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:48.133856] [FATAL] [FORECASTER] Failed to test lookback=4: [09:37:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:48.268899] [FATAL] [FORECASTER] Failed to test lookback=3: [09:37:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:48.408981] [FATAL] [FORECASTER] Failed to test lookback=2: [09:37:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T09:37:48.410495] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T09:37:48.410555] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 747 tests
[2025-10-11T09:37:48.410597] [INFO ] [CONFIGURE ] RBOT: Testing feature 28/29: add_volume_profile
[2025-10-11T09:37:48.410630] [INFO ] [CONFIGURE ] RBOT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T09:37:59.926100] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T09:38:12.352181] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:38:12.806600] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:38:13.306524] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:38:25.785626] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:38:32.040186] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:38:32.352533] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:38:32.741504] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:38:33.217150] [DEBUG] [FORECASTER] RBOT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:38:33.735405] [DEBUG] [FORECASTER] RBOT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:38:33.735620] [INFO ] [CONFIGURE ] RBOT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T09:38:33.735720] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.7s/test | Remaining: 746 tests
[2025-10-11T09:38:33.735797] [INFO ] [CONFIGURE ] RBOT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T09:38:33.735856] [INFO ] [CONFIGURE ] RBOT: Best accuracy: 70.00%
[2025-10-11T09:38:33.735894] [INFO ] [CONFIGURE ] RBOT: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:38:33.735926] [INFO ] [CONFIGURE ] RBOT: Improvement over baseline: 10.00%
[2025-10-11T09:38:33.735955] [INFO ] [CONFIGURE ] RBOT: Total time: 34.3 minutes
[2025-10-11T09:38:33.735983] [INFO ] [CONFIGURE ] RBOT: Average time per feature: 73.6 seconds
[2025-10-11T09:38:33.736013] [INFO ] [CONFIGURE ] RBOT: Average speed: 0.01 features/sec
[2025-10-11T09:38:33.736697] [INFO ] [LOCAL     ] Saved configuration for RBOT: 2 features, 70.00% accuracy -> ./output/feature-sets/RBOT.json
[2025-10-11T09:38:33.736755] [INFO ] [CONFIGURE ] RBOT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T09:38:33.736818] [INFO ] [sig       ] [196/220] Successfully configured RBOT | 0.01 sym/s | Total: 10.9h | ETA: 1.3h
[2025-10-11T09:38:33.736898] [INFO ] [sig       ] [197/220] Configuring RC...
[2025-10-11T09:38:33.736970] [INFO ] [CONFIGURE ] RC: Configurate test run.
[2025-10-11T09:38:33.737069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-10-11T09:38:33.750836] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RC'.
[2025-10-11T09:38:33.751164] [INFO ] [CONFIGURE ] RC: Testing with 29 available features
[2025-10-11T09:38:33.751224] [INFO ] [CONFIGURE ] RC: Establishing baseline with no features...
[2025-10-11T09:38:38.061436] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:38:38.212013] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:38:49.159563] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:39:02.463329] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:39:10.912810] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:39:22.285770] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:39:35.970511] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:39:36.146341] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:39:36.347747] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:39:36.708887] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:39:36.709057] [INFO ] [CONFIGURE ] RC: Baseline score (no features): 40.00%
[2025-10-11T09:39:36.709119] [INFO ] [CONFIGURE ] RC: Testing feature 1/29: add_bollinger_bands
[2025-10-11T09:39:36.709156] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands']
[2025-10-11T09:39:49.655528] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:40:02.464054] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:40:14.056888] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:40:27.124269] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:40:27.304149] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:40:27.733863] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:40:40.916008] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:40:53.630858] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:41:07.050570] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:41:20.498237] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:41:20.498438] [INFO ] [CONFIGURE ] RC: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T09:41:20.498485] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 745 tests
[2025-10-11T09:41:20.498523] [INFO ] [CONFIGURE ] RC: Testing feature 2/29: add_cumulative_delta
[2025-10-11T09:41:20.498557] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T09:41:32.230968] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:41:44.168517] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:41:56.003171] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:41:58.502057] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:41:59.039406] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:42:11.471380] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:42:11.719695] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:42:20.950499] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:42:21.758429] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:42:22.690360] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:42:22.690570] [INFO ] [CONFIGURE ] RC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T09:42:22.690634] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 744 tests
[2025-10-11T09:42:22.690715] [INFO ] [CONFIGURE ] RC: Testing feature 3/29: add_daily_returns
[2025-10-11T09:42:22.690758] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T09:42:23.274304] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:42:23.798677] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:42:36.331512] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:42:49.185620] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:43:02.365186] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:43:06.106533] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:43:17.044691] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:43:30.044220] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:43:37.776941] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:43:37.985746] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:43:37.985961] [INFO ] [CONFIGURE ] RC: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T09:43:37.986026] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 743 tests
[2025-10-11T09:43:37.986087] [INFO ] [CONFIGURE ] RC: Testing feature 4/29: add_ema
[2025-10-11T09:43:37.986147] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T09:43:38.235087] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:43:38.520633] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:43:39.508106] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:43:51.952446] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:44:04.689696] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:44:17.407334] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:44:30.105171] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:44:32.475288] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:44:33.515181] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:44:34.297588] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:44:34.297962] [INFO ] [CONFIGURE ] RC: DISCARDED add_ema (score: 50.00%)
[2025-10-11T09:44:34.298027] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 742 tests
[2025-10-11T09:44:34.298081] [INFO ] [CONFIGURE ] RC: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T09:44:34.298138] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:44:44.284365] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:44:56.403230] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:44:57.539243] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:45:05.855893] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:45:14.939361] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:45:24.964386] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:45:36.103104] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:45:36.914234] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:45:46.774738] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:45:49.146575] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:45:49.146850] [INFO ] [CONFIGURE ] RC: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T09:45:49.146927] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 741 tests
[2025-10-11T09:45:49.146995] [INFO ] [CONFIGURE ] RC: Testing feature 6/29: add_failed_moves
[2025-10-11T09:45:49.147071] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T09:45:49.774409] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:45:50.325789] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:45:50.670015] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:45:53.263664] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:46:01.896364] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:46:15.178586] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:46:27.117071] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:46:40.345038] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:46:53.872774] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:47:04.732395] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:47:04.732620] [INFO ] [CONFIGURE ] RC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T09:47:04.732708] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 740 tests
[2025-10-11T09:47:04.732768] [INFO ] [CONFIGURE ] RC: Testing feature 7/29: add_lag_shelf
[2025-10-11T09:47:04.732827] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T09:47:05.287518] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:47:05.458779] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:47:05.879961] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:47:14.184396] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:47:27.198979] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:47:40.474585] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:47:53.974368] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:48:07.277577] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:48:20.800019] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:48:34.147723] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:48:34.147945] [INFO ] [CONFIGURE ] RC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T09:48:34.148009] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 739 tests
[2025-10-11T09:48:34.148062] [INFO ] [CONFIGURE ] RC: Testing feature 8/29: add_macd
[2025-10-11T09:48:34.148120] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T09:48:34.946884] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:48:35.522525] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:48:44.720958] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:48:51.970406] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:48:52.487940] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:48:53.061025] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:49:02.298874] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:49:14.666991] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:49:19.102498] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:49:19.549185] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:49:19.549397] [INFO ] [CONFIGURE ] RC: DISCARDED add_macd (score: 30.00%)
[2025-10-11T09:49:19.549462] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 738 tests
[2025-10-11T09:49:19.549506] [INFO ] [CONFIGURE ] RC: Testing feature 9/29: add_mfi
[2025-10-11T09:49:19.549540] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T09:49:32.496932] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:49:33.439443] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:49:33.817517] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:49:34.301170] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:49:47.382783] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:49:48.095466] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:49:48.507565] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:49:48.806762] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:49:49.052049] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:50:02.505369] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:50:02.505632] [INFO ] [CONFIGURE ] RC: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T09:50:02.505720] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.8s/test | Remaining: 737 tests
[2025-10-11T09:50:02.505767] [INFO ] [CONFIGURE ] RC: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T09:50:02.505801] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T09:50:14.445616] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:50:26.619446] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:50:39.367356] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:50:51.703556] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:51:04.155448] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T09:51:16.706839] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:51:29.246067] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:51:37.341421] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:51:50.212662] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:52:02.942884] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:52:02.943095] [INFO ] [CONFIGURE ] RC: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-11T09:52:02.943159] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 736 tests
[2025-10-11T09:52:02.943211] [INFO ] [CONFIGURE ] RC: Testing feature 11/29: add_obv_daily
[2025-10-11T09:52:02.943304] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T09:52:14.534184] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:52:26.398670] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:52:28.100743] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:52:40.231378] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:52:52.296947] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:53:01.628675] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:53:02.354327] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:53:02.934039] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:53:03.669978] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:53:04.220205] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:53:04.220493] [INFO ] [CONFIGURE ] RC: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T09:53:04.220576] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 735 tests
[2025-10-11T09:53:04.220669] [INFO ] [CONFIGURE ] RC: Testing feature 12/29: add_obv_interval
[2025-10-11T09:53:04.220731] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T09:53:16.112189] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:53:26.252892] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:53:32.586503] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:53:33.105435] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:53:35.992528] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T09:53:45.689362] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:53:46.168009] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:53:47.168580] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:53:59.527879] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:54:12.140839] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:54:12.141094] [INFO ] [CONFIGURE ] RC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T09:54:12.141157] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 734 tests
[2025-10-11T09:54:12.141210] [INFO ] [CONFIGURE ] RC: Testing feature 13/29: add_opening_strength
[2025-10-11T09:54:12.141268] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T09:54:23.754466] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:54:35.183550] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:54:45.114763] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:54:56.985423] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:54:57.668784] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:55:02.598940] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:55:14.783191] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:55:15.135960] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:55:15.797494] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:55:28.409981] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:55:28.410299] [INFO ] [CONFIGURE ] RC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T09:55:28.410363] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 733 tests
[2025-10-11T09:55:28.410414] [INFO ] [CONFIGURE ] RC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T09:55:28.410471] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T09:55:39.288110] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:55:39.528059] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:55:40.202943] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:55:40.792328] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:55:42.183214] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T09:55:55.032033] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:56:07.859924] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:56:20.503099] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:56:33.360406] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:56:46.165205] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:56:46.165556] [INFO ] [CONFIGURE ] RC: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T09:56:46.165626] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 732 tests
[2025-10-11T09:56:46.165729] [INFO ] [CONFIGURE ] RC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T09:56:46.165814] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T09:56:50.104799] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:56:58.707455] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:57:03.087418] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:57:15.232195] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T09:57:18.343840] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T09:57:30.691439] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:57:42.911339] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:57:55.104880] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:58:07.516603] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:58:19.998188] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:58:19.998398] [INFO ] [CONFIGURE ] RC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T09:58:19.998471] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 731 tests
[2025-10-11T09:58:19.998541] [INFO ] [CONFIGURE ] RC: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T09:58:19.998631] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T09:58:31.716889] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:58:43.609691] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:58:44.003052] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:58:55.196461] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:58:56.263602] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T09:59:08.776811] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:59:13.333261] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:59:22.451303] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:59:29.784705] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:59:30.628495] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:59:30.628683] [INFO ] [CONFIGURE ] RC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T09:59:30.628747] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 730 tests
[2025-10-11T09:59:30.628788] [INFO ] [CONFIGURE ] RC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T09:59:30.628823] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T09:59:31.346243] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:59:31.868958] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:59:32.427524] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:59:33.213772] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:59:45.069084] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T09:59:57.480927] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:00:01.808152] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:00:02.932242] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:00:15.511720] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:00:16.203017] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:00:16.203212] [INFO ] [CONFIGURE ] RC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T10:00:16.203275] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 729 tests
[2025-10-11T10:00:16.203315] [INFO ] [CONFIGURE ] RC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T10:00:16.203348] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T10:00:28.268804] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:00:29.136341] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:00:29.630382] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:00:30.058264] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:00:42.589350] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:00:54.960818] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:00:55.313539] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:00:55.604193] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:01:08.659358] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:01:21.311380] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:01:21.311596] [INFO ] [CONFIGURE ] RC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T10:01:21.311704] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 6.9s/test | Remaining: 728 tests
[2025-10-11T10:01:21.311777] [INFO ] [CONFIGURE ] RC: Testing feature 20/29: add_price_rejection
[2025-10-11T10:01:21.311833] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T10:01:33.308073] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:01:45.241102] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:01:57.423724] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:02:07.845594] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:02:08.792046] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:02:10.028521] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:02:22.353121] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:02:34.776607] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:02:47.272088] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:03:00.014625] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:03:00.015083] [INFO ] [CONFIGURE ] RC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T10:03:00.015160] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 727 tests
[2025-10-11T10:03:00.015223] [INFO ] [CONFIGURE ] RC: Testing feature 21/29: add_range_position
[2025-10-11T10:03:00.015283] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T10:03:00.650485] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:03:11.087132] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:03:17.498326] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:03:29.606108] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:03:41.563020] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:03:53.589237] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:04:05.784913] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:04:15.775435] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:04:28.496509] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:04:28.823859] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:04:28.824129] [INFO ] [CONFIGURE ] RC: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T10:04:28.824206] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 726 tests
[2025-10-11T10:04:28.824262] [INFO ] [CONFIGURE ] RC: Testing feature 22/29: add_realized_volatility
[2025-10-11T10:04:28.824322] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T10:04:30.238896] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:04:42.279498] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:04:42.753873] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:04:43.016459] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:04:43.288964] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:04:55.658469] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:05:08.252247] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:05:20.828696] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:05:26.107527] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:05:38.703547] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:05:38.703809] [INFO ] [CONFIGURE ] RC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T10:05:38.703873] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 725 tests
[2025-10-11T10:05:38.703935] [INFO ] [CONFIGURE ] RC: Testing feature 23/29: add_recent_range_context
[2025-10-11T10:05:38.703993] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T10:05:50.791298] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:06:03.037138] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:06:06.790131] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:06:19.357120] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:06:31.436500] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:06:43.993998] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:06:56.575806] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:07:00.882246] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:07:01.458728] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:07:14.476830] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:07:14.477058] [INFO ] [CONFIGURE ] RC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T10:07:14.477122] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 724 tests
[2025-10-11T10:07:14.477186] [INFO ] [CONFIGURE ] RC: Testing feature 24/29: add_rsi
[2025-10-11T10:07:14.477244] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T10:07:19.682967] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:07:20.245302] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:07:31.411612] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:07:31.917361] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:07:43.615128] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:07:44.538568] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:07:51.231538] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:08:03.615432] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:08:16.046628] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:08:28.177599] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:08:28.177964] [INFO ] [CONFIGURE ] RC: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T10:08:28.178029] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 723 tests
[2025-10-11T10:08:28.178084] [INFO ] [CONFIGURE ] RC: Testing feature 25/29: add_tick_distribution
[2025-10-11T10:08:28.178142] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T10:08:40.183423] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:08:52.541847] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:09:04.929663] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:09:17.677500] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:09:30.003777] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:09:42.689023] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:09:54.159353] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:10:06.556987] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:10:19.171797] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:10:31.754754] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:10:31.757401] [INFO ] [CONFIGURE ] RC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T10:10:31.757464] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 722 tests
[2025-10-11T10:10:31.757515] [INFO ] [CONFIGURE ] RC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T10:10:31.757572] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T10:10:43.502565] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:10:55.666104] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:10:57.217900] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:10:57.637234] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:11:07.669059] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:11:09.993233] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:11:10.949205] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:11:12.034401] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:11:24.504128] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:11:37.169754] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:11:37.170019] [INFO ] [CONFIGURE ] RC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T10:11:37.170093] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.0s/test | Remaining: 721 tests
[2025-10-11T10:11:37.170173] [INFO ] [CONFIGURE ] RC: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T10:11:37.170231] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T10:11:48.741907] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:12:00.478455] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:12:11.986775] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:12:23.525857] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:12:35.367769] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:12:47.262203] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:12:59.288912] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:13:11.283383] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:13:23.342299] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:13:35.452206] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:13:35.452474] [INFO ] [CONFIGURE ] RC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T10:13:35.452549] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 720 tests
[2025-10-11T10:13:35.452628] [INFO ] [CONFIGURE ] RC: Testing feature 28/29: add_volume_profile
[2025-10-11T10:13:35.452708] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T10:13:46.887366] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:13:58.537501] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:14:10.381310] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:14:22.261035] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:14:32.541937] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:14:33.091512] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:14:38.547690] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:14:45.409207] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:14:52.223074] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:14:57.655827] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:14:57.656086] [INFO ] [CONFIGURE ] RC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T10:14:57.656149] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 719 tests
[2025-10-11T10:14:57.656217] [INFO ] [CONFIGURE ] RC: Testing feature 29/29: add_vwap
[2025-10-11T10:14:57.656275] [INFO ] [CONFIGURE ] RC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T10:14:58.147051] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:15:09.067690] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:15:20.989594] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:15:33.428166] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:15:36.473184] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T10:15:37.589335] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:15:38.768393] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:15:51.032171] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T10:16:03.259146] [DEBUG] [FORECASTER] RC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:16:15.992808] [DEBUG] [FORECASTER] RC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:16:15.993044] [INFO ] [CONFIGURE ] RC: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T10:16:15.993111] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 718 tests
[2025-10-11T10:16:15.993175] [INFO ] [CONFIGURE ] RC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T10:16:15.993233] [INFO ] [CONFIGURE ] RC: Best accuracy: 60.00%
[2025-10-11T10:16:15.993271] [INFO ] [CONFIGURE ] RC: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T10:16:15.993302] [INFO ] [CONFIGURE ] RC: Improvement over baseline: 20.00%
[2025-10-11T10:16:15.993332] [INFO ] [CONFIGURE ] RC: Total time: 36.7 minutes
[2025-10-11T10:16:15.993359] [INFO ] [CONFIGURE ] RC: Average time per feature: 78.5 seconds
[2025-10-11T10:16:15.993389] [INFO ] [CONFIGURE ] RC: Average speed: 0.01 features/sec
[2025-10-11T10:16:15.994196] [INFO ] [LOCAL     ] Saved configuration for RC: 3 features, 60.00% accuracy -> ./output/feature-sets/RC.json
[2025-10-11T10:16:15.994253] [INFO ] [CONFIGURE ] RC: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-11T10:16:15.994926] [INFO ] [sig       ] [197/220] Successfully configured RC | 0.00 sym/s | Total: 11.5h | ETA: 1.3h
[2025-10-11T10:16:15.995008] [INFO ] [sig       ] [198/220] Configuring RCS...
[2025-10-11T10:16:15.995081] [INFO ] [CONFIGURE ] RCS: Configurate test run.
[2025-10-11T10:16:15.995157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-10-11T10:16:16.015546] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCS'.
[2025-10-11T10:16:16.015965] [INFO ] [CONFIGURE ] RCS: Testing with 29 available features
[2025-10-11T10:16:16.016021] [INFO ] [CONFIGURE ] RCS: Establishing baseline with no features...
[2025-10-11T10:16:17.244450] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:16:18.646948] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:16:18.787613] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:16:19.099845] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:16:19.264143] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:16:19.458245] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:16:31.592828] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:16:40.024722] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:16:52.301783] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:16:52.850121] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:16:52.850317] [INFO ] [CONFIGURE ] RCS: Baseline score (no features): 50.00%
[2025-10-11T10:16:52.850398] [INFO ] [CONFIGURE ] RCS: Testing feature 1/29: add_bollinger_bands
[2025-10-11T10:16:52.850456] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_bollinger_bands']
[2025-10-11T10:16:53.161176] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:16:53.360361] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:17:03.368532] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:17:03.724389] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:17:04.444199] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:17:12.453334] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:17:24.107334] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:17:35.909691] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:17:43.698518] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:17:43.888839] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:17:43.889103] [INFO ] [CONFIGURE ] RCS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T10:17:43.889167] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 717 tests
[2025-10-11T10:17:43.889208] [INFO ] [CONFIGURE ] RCS: Testing feature 2/29: add_cumulative_delta
[2025-10-11T10:17:43.889241] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_cumulative_delta']
[2025-10-11T10:17:54.395874] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:18:04.884974] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:18:15.649993] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:18:26.451844] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:18:37.256120] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:18:47.905237] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:18:48.939089] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:18:49.902682] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:19:01.198149] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:19:12.522579] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:19:12.522849] [INFO ] [CONFIGURE ] RCS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T10:19:12.522913] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 716 tests
[2025-10-11T10:19:12.522954] [INFO ] [CONFIGURE ] RCS: Testing feature 3/29: add_daily_returns
[2025-10-11T10:19:12.522986] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_daily_returns']
[2025-10-11T10:19:24.357903] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:19:26.173308] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:19:26.331334] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:19:30.700335] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:19:31.147421] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:19:31.392425] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:19:32.168110] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:19:32.667456] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:19:40.466723] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:19:53.215473] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:19:53.215725] [INFO ] [CONFIGURE ] RCS: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T10:19:53.215805] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 715 tests
[2025-10-11T10:19:53.215864] [INFO ] [CONFIGURE ] RCS: Testing feature 4/29: add_ema
[2025-10-11T10:19:53.215950] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_ema']
[2025-10-11T10:20:04.815984] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:20:16.319353] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:20:28.005714] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:20:40.063335] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:20:51.872356] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:21:03.867141] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:21:15.886382] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:21:27.712939] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:21:35.742537] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:21:36.255235] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:21:36.255502] [INFO ] [CONFIGURE ] RCS: DISCARDED add_ema (score: 50.00%)
[2025-10-11T10:21:36.255588] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.1s/test | Remaining: 714 tests
[2025-10-11T10:21:36.255681] [INFO ] [CONFIGURE ] RCS: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T10:21:36.255740] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T10:21:47.767143] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:21:59.365329] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:22:00.058729] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:22:11.842547] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:22:23.549060] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:22:35.444299] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:22:45.751168] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:22:57.977568] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:23:10.204802] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:23:16.721901] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:23:16.722184] [INFO ] [CONFIGURE ] RCS: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-11T10:23:16.722274] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 713 tests
[2025-10-11T10:23:16.722333] [INFO ] [CONFIGURE ] RCS: Testing feature 6/29: add_failed_moves
[2025-10-11T10:23:16.722371] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T10:23:17.046758] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:23:17.398597] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:23:17.995637] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:23:23.611225] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:23:35.344521] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:23:37.217548] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:23:44.404412] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:23:56.806566] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:24:09.085037] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:24:19.745936] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:24:19.746176] [INFO ] [CONFIGURE ] RCS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T10:24:19.746248] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 712 tests
[2025-10-11T10:24:19.746308] [INFO ] [CONFIGURE ] RCS: Testing feature 7/29: add_lag_shelf
[2025-10-11T10:24:19.746345] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T10:24:31.052757] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:24:42.047285] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:24:53.471007] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:25:04.778782] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:25:15.959827] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:25:27.460070] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:25:38.888510] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:25:50.720278] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:25:51.947299] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:26:03.653245] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:26:03.653494] [INFO ] [CONFIGURE ] RCS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T10:26:03.653570] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 711 tests
[2025-10-11T10:26:03.653671] [INFO ] [CONFIGURE ] RCS: Testing feature 8/29: add_macd
[2025-10-11T10:26:03.653732] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T10:26:14.744102] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:26:25.841949] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:26:36.933778] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:26:47.998617] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:26:59.376527] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:27:10.916681] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:27:22.588361] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:27:29.424715] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:27:36.968580] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:27:41.955172] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:27:41.955437] [INFO ] [CONFIGURE ] RCS: DISCARDED add_macd (score: 40.00%)
[2025-10-11T10:27:41.955516] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 710 tests
[2025-10-11T10:27:41.955579] [INFO ] [CONFIGURE ] RCS: Testing feature 9/29: add_mfi
[2025-10-11T10:27:41.955619] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T10:27:42.369183] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:27:53.971455] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:28:05.578434] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:28:11.571057] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:28:23.181103] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:28:33.691377] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:28:34.181812] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:28:46.308448] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:28:55.796120] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:29:00.590366] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:29:00.590600] [INFO ] [CONFIGURE ] RCS: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T10:29:00.590720] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 709 tests
[2025-10-11T10:29:00.590783] [INFO ] [CONFIGURE ] RCS: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T10:29:00.590828] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T10:29:11.698718] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:29:17.445139] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:29:28.625718] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:29:39.969345] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:29:43.997833] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:29:55.446057] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:30:06.829982] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:30:18.220695] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:30:20.028844] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:30:31.537799] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:30:31.538021] [INFO ] [CONFIGURE ] RCS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T10:30:31.538099] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 708 tests
[2025-10-11T10:30:31.538161] [INFO ] [CONFIGURE ] RCS: Testing feature 11/29: add_obv_daily
[2025-10-11T10:30:31.538198] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T10:30:42.701997] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:30:43.120064] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:30:43.571128] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:30:44.200814] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:30:55.534955] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:31:07.031884] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:31:15.002956] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:31:26.866780] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:31:34.012832] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:31:34.734287] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:31:34.734515] [INFO ] [CONFIGURE ] RCS: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T10:31:34.734577] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 707 tests
[2025-10-11T10:31:34.734616] [INFO ] [CONFIGURE ] RCS: Testing feature 12/29: add_obv_interval
[2025-10-11T10:31:34.734681] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T10:31:35.507350] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:31:35.980008] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:31:47.172620] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:31:58.751205] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:31:59.341090] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:32:00.050998] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:32:00.701368] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:32:01.252665] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:32:13.024898] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:32:20.769765] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:32:20.769994] [INFO ] [CONFIGURE ] RCS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T10:32:20.770044] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.2s/test | Remaining: 706 tests
[2025-10-11T10:32:20.770084] [INFO ] [CONFIGURE ] RCS: Testing feature 13/29: add_opening_strength
[2025-10-11T10:32:20.770117] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T10:32:31.405660] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:32:42.152532] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:32:43.579576] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:32:44.789003] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:32:50.749221] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:32:58.515574] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:33:09.871104] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:33:21.280913] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:33:27.887132] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:33:35.675367] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:33:35.675551] [INFO ] [CONFIGURE ] RCS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T10:33:35.675595] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 705 tests
[2025-10-11T10:33:35.675633] [INFO ] [CONFIGURE ] RCS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T10:33:35.675708] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T10:33:46.137787] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:33:56.516248] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:34:07.008074] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:34:07.570270] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:34:08.187326] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:34:08.591574] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:34:17.894117] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:34:21.058433] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:34:21.641715] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:34:32.717350] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:34:32.717561] [INFO ] [CONFIGURE ] RCS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T10:34:32.717637] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 704 tests
[2025-10-11T10:34:32.717733] [INFO ] [CONFIGURE ] RCS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T10:34:32.717770] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T10:34:42.662416] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:34:43.304045] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:34:43.649116] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:34:44.016224] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:34:44.231034] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:34:55.363429] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:34:57.457361] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:34:58.005532] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:34:58.455175] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:35:10.144015] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:35:10.144177] [INFO ] [CONFIGURE ] RCS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T10:35:10.144262] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 703 tests
[2025-10-11T10:35:10.144323] [INFO ] [CONFIGURE ] RCS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T10:35:10.144359] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T10:35:10.489292] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:35:13.482607] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:35:24.680926] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:35:36.276522] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:35:40.748339] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:35:52.388126] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:35:52.890820] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:36:04.592491] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:36:16.406553] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:36:21.203993] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:36:21.204201] [INFO ] [CONFIGURE ] RCS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T10:36:21.204278] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 702 tests
[2025-10-11T10:36:21.204375] [INFO ] [CONFIGURE ] RCS: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T10:36:21.204428] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T10:36:21.692085] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:36:33.320540] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:36:33.859805] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:36:34.328971] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:36:44.128058] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:36:44.623128] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:36:56.575908] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:37:08.601433] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:37:08.983516] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:37:09.330329] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:37:09.330537] [INFO ] [CONFIGURE ] RCS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T10:37:09.330607] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 701 tests
[2025-10-11T10:37:09.330678] [INFO ] [CONFIGURE ] RCS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T10:37:09.330733] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T10:37:17.407437] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:37:28.937537] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:37:35.627024] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:37:47.009927] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:37:58.338421] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:38:04.747078] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:38:16.256129] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:38:22.100395] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:38:33.957326] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:38:35.419115] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:38:35.419356] [INFO ] [CONFIGURE ] RCS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T10:38:35.419432] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 700 tests
[2025-10-11T10:38:35.419493] [INFO ] [CONFIGURE ] RCS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T10:38:35.419616] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T10:38:35.883931] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:38:47.468132] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:38:58.142264] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:39:07.292291] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:39:19.097566] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:39:31.036280] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:39:32.771851] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:39:45.121951] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:39:57.283413] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:39:57.750780] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:39:57.750962] [INFO ] [CONFIGURE ] RCS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T10:39:57.751005] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 699 tests
[2025-10-11T10:39:57.751039] [INFO ] [CONFIGURE ] RCS: Testing feature 20/29: add_price_rejection
[2025-10-11T10:39:57.751069] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T10:39:58.260772] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:40:05.580877] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:40:16.604233] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:40:27.835902] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:40:39.435359] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:40:51.140102] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:40:51.978755] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:41:03.554110] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:41:15.393274] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:41:27.288154] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:41:27.288340] [INFO ] [CONFIGURE ] RCS: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T10:41:27.288391] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 698 tests
[2025-10-11T10:41:27.288429] [INFO ] [CONFIGURE ] RCS: Testing feature 21/29: add_range_position
[2025-10-11T10:41:27.288467] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T10:41:28.467459] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:41:28.854055] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:41:29.654162] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:41:30.216352] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:41:31.233533] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:41:31.709171] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:41:32.147004] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:41:40.805596] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:41:44.019019] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:41:55.909907] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:41:55.910152] [INFO ] [CONFIGURE ] RCS: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T10:41:55.910210] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 697 tests
[2025-10-11T10:41:55.910251] [INFO ] [CONFIGURE ] RCS: Testing feature 22/29: add_realized_volatility
[2025-10-11T10:41:55.910283] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T10:42:07.504314] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:42:08.533948] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:42:13.371734] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:42:21.372966] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:42:32.953519] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:42:36.147341] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:42:36.964466] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:42:48.658113] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:43:00.615328] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:43:01.598408] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:43:01.598629] [INFO ] [CONFIGURE ] RCS: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T10:43:01.598735] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.3s/test | Remaining: 696 tests
[2025-10-11T10:43:01.598797] [INFO ] [CONFIGURE ] RCS: Testing feature 23/29: add_recent_range_context
[2025-10-11T10:43:01.598834] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T10:43:08.868109] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:43:13.583213] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:43:14.051502] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:43:25.900503] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:43:37.908327] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:43:42.612825] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:43:48.779105] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:43:54.553195] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:43:55.377202] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:43:55.845593] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:43:55.845869] [INFO ] [CONFIGURE ] RCS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T10:43:55.845935] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 695 tests
[2025-10-11T10:43:55.845974] [INFO ] [CONFIGURE ] RCS: Testing feature 24/29: add_rsi
[2025-10-11T10:43:55.846008] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-11T10:43:56.460088] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:44:00.279430] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:44:03.671278] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:44:09.035117] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:44:20.772823] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:44:32.195814] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:44:43.874394] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:44:54.763552] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:45:03.071762] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:45:14.704013] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:45:14.704291] [INFO ] [CONFIGURE ] RCS: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T10:45:14.704364] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 694 tests
[2025-10-11T10:45:14.704423] [INFO ] [CONFIGURE ] RCS: Testing feature 25/29: add_tick_distribution
[2025-10-11T10:45:14.704459] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T10:45:17.562713] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:45:18.043914] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:45:29.610818] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:45:30.075808] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:45:40.006356] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:45:50.270992] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:45:50.896588] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:46:01.246597] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:46:13.291133] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:46:15.007454] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:46:15.007856] [INFO ] [CONFIGURE ] RCS: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T10:46:15.007949] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 693 tests
[2025-10-11T10:46:15.008042] [INFO ] [CONFIGURE ] RCS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T10:46:15.008118] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T10:46:15.818996] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:46:16.226447] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:46:16.613559] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:46:27.886595] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:46:39.291036] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:46:45.233261] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:46:49.768421] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:47:01.247424] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:47:09.097338] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:47:10.006344] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:47:10.006558] [INFO ] [CONFIGURE ] RCS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T10:47:10.006635] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 692 tests
[2025-10-11T10:47:10.006717] [INFO ] [CONFIGURE ] RCS: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T10:47:10.006771] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T10:47:21.152961] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:47:32.810386] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:47:34.338861] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:47:46.124067] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:47:46.587727] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:47:58.149711] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:48:10.156201] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:48:20.960370] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:48:32.728451] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:48:33.198868] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:48:33.199044] [INFO ] [CONFIGURE ] RCS: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T10:48:33.199107] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 691 tests
[2025-10-11T10:48:33.199146] [INFO ] [CONFIGURE ] RCS: Testing feature 28/29: add_volume_profile
[2025-10-11T10:48:33.199177] [INFO ] [CONFIGURE ] RCS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T10:48:37.680349] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:48:48.976696] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:49:00.318686] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:49:00.683931] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:49:12.307321] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:49:23.884689] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:49:34.867845] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T10:49:46.764513] [DEBUG] [FORECASTER] RCS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:49:54.567314] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:50:06.601029] [DEBUG] [FORECASTER] RCS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:50:06.601304] [INFO ] [CONFIGURE ] RCS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T10:50:06.601386] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 690 tests
[2025-10-11T10:50:06.601462] [INFO ] [CONFIGURE ] RCS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T10:50:06.601519] [INFO ] [CONFIGURE ] RCS: Best accuracy: 60.00%
[2025-10-11T10:50:06.601560] [INFO ] [CONFIGURE ] RCS: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T10:50:06.601592] [INFO ] [CONFIGURE ] RCS: Improvement over baseline: 10.00%
[2025-10-11T10:50:06.601622] [INFO ] [CONFIGURE ] RCS: Total time: 33.2 minutes
[2025-10-11T10:50:06.601785] [INFO ] [CONFIGURE ] RCS: Average time per feature: 71.2 seconds
[2025-10-11T10:50:06.601837] [INFO ] [CONFIGURE ] RCS: Average speed: 0.01 features/sec
[2025-10-11T10:50:06.602467] [INFO ] [LOCAL     ] Saved configuration for RCS: 2 features, 60.00% accuracy -> ./output/feature-sets/RCS.json
[2025-10-11T10:50:06.602524] [INFO ] [CONFIGURE ] RCS: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T10:50:06.602586] [INFO ] [sig       ] [198/220] Successfully configured RCS | 0.00 sym/s | Total: 12.1h | ETA: 1.3h
[2025-10-11T10:50:06.602702] [INFO ] [sig       ] [199/220] Configuring RERE...
[2025-10-11T10:50:06.602775] [INFO ] [CONFIGURE ] RERE: Configurate test run.
[2025-10-11T10:50:06.602841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-10-11T10:50:06.615925] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RERE'.
[2025-10-11T10:50:06.616253] [INFO ] [CONFIGURE ] RERE: Testing with 29 available features
[2025-10-11T10:50:06.616308] [INFO ] [CONFIGURE ] RERE: Establishing baseline with no features...
[2025-10-11T10:50:07.041453] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:50:20.312902] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:50:20.475115] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:50:34.254531] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:50:48.282122] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:51:02.187158] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:51:11.851349] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:51:23.678922] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:51:37.721072] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:51:51.572077] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:51:51.572322] [INFO ] [CONFIGURE ] RERE: Baseline score (no features): 40.00%
[2025-10-11T10:51:51.572387] [INFO ] [CONFIGURE ] RERE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T10:51:51.572425] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands']
[2025-10-11T10:52:01.436883] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:52:01.617070] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:52:02.026041] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:52:14.705666] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:52:15.417596] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:52:28.194916] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:52:29.310020] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:52:29.691855] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:52:42.297438] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:52:55.941194] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:52:55.941424] [INFO ] [CONFIGURE ] RERE: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T10:52:55.941488] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 689 tests
[2025-10-11T10:52:55.941541] [INFO ] [CONFIGURE ] RERE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T10:52:55.941599] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T10:52:56.220812] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:53:08.222415] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:53:10.751388] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:53:11.365766] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:53:12.207067] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:53:13.122276] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:53:25.572524] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:53:37.561506] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:53:49.430015] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:54:01.847593] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:54:01.847845] [INFO ] [CONFIGURE ] RERE: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T10:54:01.847911] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 688 tests
[2025-10-11T10:54:01.847952] [INFO ] [CONFIGURE ] RERE: Testing feature 3/29: add_daily_returns
[2025-10-11T10:54:01.847984] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T10:54:14.091881] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:54:25.879111] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:54:38.176476] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:54:50.308415] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:55:02.965632] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:55:15.623051] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:55:22.153498] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:55:34.954301] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:55:38.655629] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:55:39.173919] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:55:39.174111] [INFO ] [CONFIGURE ] RERE: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T10:55:39.174173] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.4s/test | Remaining: 687 tests
[2025-10-11T10:55:39.174226] [INFO ] [CONFIGURE ] RERE: Testing feature 4/29: add_ema
[2025-10-11T10:55:39.174285] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T10:55:40.024732] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:55:40.454824] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:55:40.981827] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:55:53.498954] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:55:57.316546] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:56:09.391064] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:56:22.238975] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:56:23.413456] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:56:36.373898] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:56:49.463526] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:56:49.463743] [INFO ] [CONFIGURE ] RERE: DISCARDED add_ema (score: 30.00%)
[2025-10-11T10:56:49.463799] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 686 tests
[2025-10-11T10:56:49.463838] [INFO ] [CONFIGURE ] RERE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T10:56:49.463871] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T10:56:50.052770] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:56:51.229903] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T10:56:51.696488] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:57:02.710908] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:57:15.152736] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:57:27.386195] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:57:28.671064] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:57:41.257225] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:57:51.173384] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:57:51.901952] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:57:51.902203] [INFO ] [CONFIGURE ] RERE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T10:57:51.902269] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 685 tests
[2025-10-11T10:57:51.902326] [INFO ] [CONFIGURE ] RERE: Testing feature 6/29: add_failed_moves
[2025-10-11T10:57:51.902384] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T10:57:52.858521] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:58:05.495745] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:58:18.140236] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:58:23.806751] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:58:24.571415] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:58:25.111868] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:58:38.500389] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:58:39.343470] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T10:58:39.920694] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:58:53.407883] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:58:53.408111] [INFO ] [CONFIGURE ] RERE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T10:58:53.408188] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 684 tests
[2025-10-11T10:58:53.408246] [INFO ] [CONFIGURE ] RERE: Testing feature 7/29: add_lag_shelf
[2025-10-11T10:58:53.408304] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T10:59:05.941777] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:59:09.054396] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T10:59:11.635338] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:59:24.044477] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:59:36.788855] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T10:59:49.596552] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T10:59:57.612546] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:00:05.555763] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:00:06.078946] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:00:06.620534] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:00:06.620805] [INFO ] [CONFIGURE ] RERE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T11:00:06.620868] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 683 tests
[2025-10-11T11:00:06.620920] [INFO ] [CONFIGURE ] RERE: Testing feature 8/29: add_macd
[2025-10-11T11:00:06.620978] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T11:00:07.246873] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:00:07.561354] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:00:07.869204] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:00:12.600056] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:00:20.577398] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:00:32.766914] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:00:45.066961] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:00:47.396092] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:00:55.240281] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:01:05.859009] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:01:05.859242] [INFO ] [CONFIGURE ] RERE: DISCARDED add_macd (score: 50.00%)
[2025-10-11T11:01:05.859326] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 682 tests
[2025-10-11T11:01:05.859398] [INFO ] [CONFIGURE ] RERE: Testing feature 9/29: add_mfi
[2025-10-11T11:01:05.859456] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T11:01:06.071677] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:01:06.379884] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:01:06.575163] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:01:06.987938] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:01:19.907679] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:01:32.690120] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:01:33.081866] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:01:33.465866] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:01:33.896242] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:01:34.855816] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:01:34.855996] [INFO ] [CONFIGURE ] RERE: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T11:01:34.856041] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 681 tests
[2025-10-11T11:01:34.856077] [INFO ] [CONFIGURE ] RERE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T11:01:34.856109] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T11:01:35.477138] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:01:47.339870] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:01:51.439354] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:01:52.242884] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:01:53.498470] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:02:03.556365] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T11:02:15.788566] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:02:28.458976] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:02:40.753485] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:02:53.463729] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:02:53.463911] [INFO ] [CONFIGURE ] RERE: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-11T11:02:53.463956] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 680 tests
[2025-10-11T11:02:53.463991] [INFO ] [CONFIGURE ] RERE: Testing feature 11/29: add_obv_daily
[2025-10-11T11:02:53.464024] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T11:03:05.555069] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:03:17.861210] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:03:27.734727] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:03:40.250123] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:03:52.876395] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:04:05.699743] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:04:18.618845] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:04:31.568865] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:04:44.462457] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:04:57.502165] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:04:57.502391] [INFO ] [CONFIGURE ] RERE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T11:04:57.502634] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 679 tests
[2025-10-11T11:04:57.502721] [INFO ] [CONFIGURE ] RERE: Testing feature 12/29: add_obv_interval
[2025-10-11T11:04:57.502779] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T11:05:08.694507] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:05:20.844690] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:05:32.837931] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:05:44.950612] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:05:57.385518] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:06:06.778723] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:06:19.606092] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:06:21.838158] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:06:22.254166] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:06:35.075624] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:06:35.075863] [INFO ] [CONFIGURE ] RERE: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T11:06:35.075962] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.5s/test | Remaining: 678 tests
[2025-10-11T11:06:35.076018] [INFO ] [CONFIGURE ] RERE: Testing feature 13/29: add_opening_strength
[2025-10-11T11:06:35.076053] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T11:06:40.032077] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:06:40.431678] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:06:40.932578] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:06:50.448439] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:07:01.755885] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T11:07:13.202886] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:07:17.586257] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T11:07:18.296891] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:07:18.877090] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:07:30.679574] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:07:30.679847] [INFO ] [CONFIGURE ] RERE: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T11:07:30.679924] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 677 tests
[2025-10-11T11:07:30.679973] [INFO ] [CONFIGURE ] RERE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T11:07:30.680008] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T11:07:31.773171] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:07:32.058373] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:07:41.403894] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:07:53.552868] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:08:00.099292] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:08:12.773750] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:08:25.475361] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:08:33.652496] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:08:33.912521] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:08:46.647790] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:08:46.647963] [INFO ] [CONFIGURE ] RERE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T11:08:46.648048] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 676 tests
[2025-10-11T11:08:46.648118] [INFO ] [CONFIGURE ] RERE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T11:08:46.648175] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T11:08:58.944000] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:08:59.676051] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:09:00.341554] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:09:00.842991] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:09:03.515469] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:09:16.015638] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:09:29.115426] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:09:42.094914] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:09:54.995393] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:10:06.274634] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:10:06.275601] [INFO ] [CONFIGURE ] RERE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T11:10:06.275698] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 675 tests
[2025-10-11T11:10:06.275758] [INFO ] [CONFIGURE ] RERE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T11:10:06.275794] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T11:10:18.011394] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:10:21.576298] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:10:33.466960] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:10:45.451276] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:10:57.853325] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T11:11:09.979943] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:11:22.516997] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:11:35.153172] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:11:47.691713] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:12:00.448564] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:12:00.448873] [INFO ] [CONFIGURE ] RERE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T11:12:00.448960] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 674 tests
[2025-10-11T11:12:00.449045] [INFO ] [CONFIGURE ] RERE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T11:12:00.449114] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T11:12:12.358220] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:12:20.506705] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:12:21.141225] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:12:21.927752] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:12:22.325887] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:12:32.630700] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:12:33.235495] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:12:34.730286] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:12:35.243942] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:12:35.889960] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:12:35.890174] [INFO ] [CONFIGURE ] RERE: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T11:12:35.890239] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 673 tests
[2025-10-11T11:12:35.890279] [INFO ] [CONFIGURE ] RERE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T11:12:35.890483] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T11:12:48.153727] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:12:48.945811] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:12:49.585016] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:12:54.971153] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:13:07.536364] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:13:08.847865] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:13:21.542390] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:13:34.721927] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:13:47.387271] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:14:00.396276] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:14:00.396501] [INFO ] [CONFIGURE ] RERE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T11:14:00.396576] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 672 tests
[2025-10-11T11:14:00.396664] [INFO ] [CONFIGURE ] RERE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T11:14:00.396721] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T11:14:05.788931] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:14:18.207433] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:14:30.290739] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:14:42.704817] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:14:55.415203] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:15:01.151886] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:15:02.013196] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:15:02.430314] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:15:02.960923] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:15:03.349878] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:15:03.350104] [INFO ] [CONFIGURE ] RERE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T11:15:03.350171] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 671 tests
[2025-10-11T11:15:03.350217] [INFO ] [CONFIGURE ] RERE: Testing feature 20/29: add_price_rejection
[2025-10-11T11:15:03.350252] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T11:15:03.800778] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:15:04.545686] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:15:16.538232] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:15:28.808519] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:15:30.352547] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:15:31.226368] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:15:31.753187] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:15:42.828609] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:15:55.370289] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:16:07.867573] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:16:07.867810] [INFO ] [CONFIGURE ] RERE: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T11:16:07.867883] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.6s/test | Remaining: 670 tests
[2025-10-11T11:16:07.867954] [INFO ] [CONFIGURE ] RERE: Testing feature 21/29: add_range_position
[2025-10-11T11:16:07.868010] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T11:16:19.596877] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:16:31.595396] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:16:43.531117] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:16:55.557001] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:17:08.187540] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:17:20.720975] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:17:24.538833] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:17:24.929141] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:17:37.817895] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:17:50.602436] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:17:50.602672] [INFO ] [CONFIGURE ] RERE: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T11:17:50.602758] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 669 tests
[2025-10-11T11:17:50.602827] [INFO ] [CONFIGURE ] RERE: Testing feature 22/29: add_realized_volatility
[2025-10-11T11:17:50.602884] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T11:17:51.393485] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:17:57.012572] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:18:08.939153] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:18:20.945734] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:18:33.311216] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:18:45.755285] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:18:57.611966] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:19:01.951695] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:19:09.026848] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:19:21.470505] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:19:21.471595] [INFO ] [CONFIGURE ] RERE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T11:19:21.471921] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 668 tests
[2025-10-11T11:19:21.471984] [INFO ] [CONFIGURE ] RERE: Testing feature 23/29: add_recent_range_context
[2025-10-11T11:19:21.472021] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T11:19:33.982513] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:19:36.105763] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:19:36.299277] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:19:36.785164] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:19:38.439269] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:19:51.595305] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:20:04.787271] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:20:05.948269] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:20:06.594379] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:20:19.840535] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:20:19.840796] [INFO ] [CONFIGURE ] RERE: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-11T11:20:19.840863] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 667 tests
[2025-10-11T11:20:19.840906] [INFO ] [CONFIGURE ] RERE: Testing feature 24/29: add_rsi
[2025-10-11T11:20:19.840942] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T11:20:31.783870] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:20:36.927092] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:20:49.223961] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:21:01.101043] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:21:13.555745] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:21:25.981935] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:21:38.670723] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:21:51.416027] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:22:04.007011] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:22:10.024706] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:22:10.024975] [INFO ] [CONFIGURE ] RERE: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T11:22:10.025052] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 666 tests
[2025-10-11T11:22:10.025125] [INFO ] [CONFIGURE ] RERE: Testing feature 25/29: add_tick_distribution
[2025-10-11T11:22:10.025184] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T11:22:10.611789] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:22:13.606986] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:22:26.074795] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:22:38.818402] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:22:39.218547] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:22:39.851037] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:22:40.272181] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:22:48.394521] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:22:48.981835] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:23:02.142413] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:23:02.142619] [INFO ] [CONFIGURE ] RERE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T11:23:02.142704] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 665 tests
[2025-10-11T11:23:02.142756] [INFO ] [CONFIGURE ] RERE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T11:23:02.142792] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T11:23:07.550276] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:23:07.879917] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:23:08.635827] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:23:17.093273] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:23:22.023452] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:23:34.189295] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:23:46.831020] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:23:47.266834] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:23:51.030573] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:24:03.723882] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:24:03.724054] [INFO ] [CONFIGURE ] RERE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T11:24:03.724113] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 664 tests
[2025-10-11T11:24:03.724151] [INFO ] [CONFIGURE ] RERE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T11:24:03.724184] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T11:24:04.679136] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:24:04.902456] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:24:05.798549] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:24:06.437955] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:24:06.923151] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:24:19.512622] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:24:25.637478] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:24:33.444424] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:24:45.657912] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:24:46.170432] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:24:46.170715] [INFO ] [CONFIGURE ] RERE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T11:24:46.170780] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 663 tests
[2025-10-11T11:24:46.170823] [INFO ] [CONFIGURE ] RERE: Testing feature 28/29: add_volume_profile
[2025-10-11T11:24:46.170856] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T11:24:54.315102] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:25:06.344668] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:25:18.727489] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:25:30.823253] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:25:43.384348] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T11:25:56.191883] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T11:26:09.215637] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:26:22.138850] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:26:35.029591] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:26:48.039241] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:26:48.039463] [INFO ] [CONFIGURE ] RERE: KEPT add_volume_profile (score: 60.00%)
[2025-10-11T11:26:48.039537] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.7s/test | Remaining: 662 tests
[2025-10-11T11:26:48.039607] [INFO ] [CONFIGURE ] RERE: Testing feature 29/29: add_vwap
[2025-10-11T11:26:48.039689] [INFO ] [CONFIGURE ] RERE: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap']
[2025-10-11T11:26:59.777391] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:27:11.510369] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:27:23.058360] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:27:34.669160] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:27:46.924958] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:27:50.657219] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:27:51.005031] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:27:52.179103] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:27:53.044297] [DEBUG] [FORECASTER] RERE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:28:05.404496] [DEBUG] [FORECASTER] RERE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:28:05.404917] [INFO ] [CONFIGURE ] RERE: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T11:28:05.405003] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 661 tests
[2025-10-11T11:28:05.405082] [INFO ] [CONFIGURE ] RERE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T11:28:05.405139] [INFO ] [CONFIGURE ] RERE: Best accuracy: 60.00%
[2025-10-11T11:28:05.405177] [INFO ] [CONFIGURE ] RERE: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T11:28:05.405208] [INFO ] [CONFIGURE ] RERE: Improvement over baseline: 20.00%
[2025-10-11T11:28:05.405237] [INFO ] [CONFIGURE ] RERE: Total time: 36.2 minutes
[2025-10-11T11:28:05.405266] [INFO ] [CONFIGURE ] RERE: Average time per feature: 75.0 seconds
[2025-10-11T11:28:05.405294] [INFO ] [CONFIGURE ] RERE: Average speed: 0.01 features/sec
[2025-10-11T11:28:05.406075] [INFO ] [LOCAL     ] Saved configuration for RERE: 2 features, 60.00% accuracy -> ./output/feature-sets/RERE.json
[2025-10-11T11:28:05.406131] [INFO ] [CONFIGURE ] RERE: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T11:28:05.406198] [INFO ] [sig       ] [199/220] Successfully configured RERE | 0.00 sym/s | Total: 12.7h | ETA: 1.3h
[2025-10-11T11:28:05.406275] [INFO ] [sig       ] [200/220] Configuring RES...
[2025-10-11T11:28:05.406346] [INFO ] [CONFIGURE ] RES: Configurate test run.
[2025-10-11T11:28:05.406419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-10-11T11:28:05.421545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RES'.
[2025-10-11T11:28:05.422292] [INFO ] [CONFIGURE ] RES: Testing with 29 available features
[2025-10-11T11:28:05.422351] [INFO ] [CONFIGURE ] RES: Establishing baseline with no features...
[2025-10-11T11:28:07.178321] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T11:28:19.584133] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:28:32.002271] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:28:32.404765] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:28:32.623031] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:28:32.952011] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:28:33.133541] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:28:34.134133] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:28:34.750219] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T11:28:35.307107] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:28:35.307266] [INFO ] [CONFIGURE ] RES: Baseline score (no features): 40.00%
[2025-10-11T11:28:35.307337] [INFO ] [CONFIGURE ] RES: Testing feature 1/29: add_bollinger_bands
[2025-10-11T11:28:35.307394] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands']
[2025-10-11T11:28:47.120381] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:28:59.269516] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:29:11.493145] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:29:23.963437] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:29:25.827909] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:29:31.367780] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:29:39.375148] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:29:40.634330] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:29:52.953191] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:29:53.893914] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:29:53.894116] [INFO ] [CONFIGURE ] RES: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T11:29:53.894178] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 660 tests
[2025-10-11T11:29:53.894217] [INFO ] [CONFIGURE ] RES: Testing feature 2/29: add_cumulative_delta
[2025-10-11T11:29:53.894250] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T11:30:05.252289] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:30:05.700119] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:30:06.135342] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:30:15.235538] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:30:26.720310] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:30:38.488098] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:30:50.326539] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:31:02.187893] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:31:14.003186] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:31:26.048431] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:31:26.048631] [INFO ] [CONFIGURE ] RES: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T11:31:26.048715] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 659 tests
[2025-10-11T11:31:26.048770] [INFO ] [CONFIGURE ] RES: Testing feature 3/29: add_daily_returns
[2025-10-11T11:31:26.048827] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T11:31:37.707092] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:31:49.362885] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:31:50.670159] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:31:51.320748] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:31:52.350244] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:32:04.371279] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:32:16.888187] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:32:18.947512] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:32:19.356058] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:32:20.175126] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:32:20.175347] [INFO ] [CONFIGURE ] RES: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T11:32:20.175411] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 658 tests
[2025-10-11T11:32:20.175453] [INFO ] [CONFIGURE ] RES: Testing feature 4/29: add_ema
[2025-10-11T11:32:20.175487] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T11:32:20.522888] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:32:23.140993] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:32:23.526208] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:32:35.369828] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:32:47.370273] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:32:54.254389] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:33:06.323276] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:33:07.473844] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:33:19.617757] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:33:30.808562] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:33:30.808866] [INFO ] [CONFIGURE ] RES: DISCARDED add_ema (score: 70.00%)
[2025-10-11T11:33:30.808958] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 657 tests
[2025-10-11T11:33:30.809029] [INFO ] [CONFIGURE ] RES: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T11:33:30.809086] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T11:33:42.197443] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:33:53.880018] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:34:05.701175] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:34:17.459895] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:34:29.382487] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:34:29.858611] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:34:41.698767] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:34:53.564116] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:35:05.275713] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:35:17.112712] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:35:17.112905] [INFO ] [CONFIGURE ] RES: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T11:35:17.112991] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 656 tests
[2025-10-11T11:35:17.113063] [INFO ] [CONFIGURE ] RES: Testing feature 6/29: add_failed_moves
[2025-10-11T11:35:17.113119] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T11:35:28.852991] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:35:38.477677] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:35:50.725671] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:36:02.756175] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:36:14.934454] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:36:27.240836] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:36:39.078563] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:36:39.449269] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:36:39.940341] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:36:40.422281] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:36:40.422451] [INFO ] [CONFIGURE ] RES: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T11:36:40.422524] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 655 tests
[2025-10-11T11:36:40.422595] [INFO ] [CONFIGURE ] RES: Testing feature 7/29: add_lag_shelf
[2025-10-11T11:36:40.422675] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T11:36:41.155419] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:36:52.984243] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:37:05.099208] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:37:17.327169] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:37:29.514552] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:37:41.735817] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:37:54.121448] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:38:06.397912] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:38:10.904136] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:38:23.049575] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:38:23.049892] [INFO ] [CONFIGURE ] RES: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T11:38:23.049964] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.8s/test | Remaining: 654 tests
[2025-10-11T11:38:23.050038] [INFO ] [CONFIGURE ] RES: Testing feature 8/29: add_macd
[2025-10-11T11:38:23.050097] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T11:38:34.138023] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:38:45.474481] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:38:55.384447] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:39:06.892016] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:39:17.873291] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:39:18.947084] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:39:19.621817] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:39:28.641492] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:39:40.370549] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:39:41.535078] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:39:41.535278] [INFO ] [CONFIGURE ] RES: KEPT add_macd (score: 80.00%)
[2025-10-11T11:39:41.535354] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 653 tests
[2025-10-11T11:39:41.535426] [INFO ] [CONFIGURE ] RES: Testing feature 9/29: add_mfi
[2025-10-11T11:39:41.535483] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T11:39:50.643724] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:40:01.879147] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:40:09.340545] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:40:09.594144] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:40:20.978105] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:40:22.747968] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:40:34.331838] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:40:44.089565] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:40:55.771387] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:41:07.130809] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:41:07.131026] [INFO ] [CONFIGURE ] RES: KEPT add_mfi (score: 90.00%)
[2025-10-11T11:41:07.131100] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 652 tests
[2025-10-11T11:41:07.131160] [INFO ] [CONFIGURE ] RES: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T11:41:07.131197] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T11:41:18.138045] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:41:29.244385] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:41:40.303713] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:41:51.566946] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:42:03.048764] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:42:14.362129] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T11:42:25.611921] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:42:37.151206] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:42:48.470093] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:43:00.005054] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:43:00.005367] [INFO ] [CONFIGURE ] RES: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T11:43:00.005445] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 651 tests
[2025-10-11T11:43:00.005522] [INFO ] [CONFIGURE ] RES: Testing feature 11/29: add_obv_daily
[2025-10-11T11:43:00.005582] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily']
[2025-10-11T11:43:06.100059] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:43:06.729475] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:43:17.738358] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:43:18.315597] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:43:19.247171] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:43:20.097660] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:43:20.599082] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T11:43:21.580304] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:43:32.749333] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:43:44.307457] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:43:44.307846] [INFO ] [CONFIGURE ] RES: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T11:43:44.307922] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 650 tests
[2025-10-11T11:43:44.307999] [INFO ] [CONFIGURE ] RES: Testing feature 12/29: add_obv_interval
[2025-10-11T11:43:44.308058] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval']
[2025-10-11T11:43:55.495685] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:44:06.591366] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:44:08.474035] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T11:44:13.681902] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:44:14.220920] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:44:14.830626] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:44:26.296417] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:44:37.701464] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:44:48.112242] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:44:59.605289] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:44:59.605525] [INFO ] [CONFIGURE ] RES: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T11:44:59.605638] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 649 tests
[2025-10-11T11:44:59.605732] [INFO ] [CONFIGURE ] RES: Testing feature 13/29: add_opening_strength
[2025-10-11T11:44:59.605788] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_opening_strength']
[2025-10-11T11:45:10.723291] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:45:21.711185] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:45:32.691940] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:45:43.752448] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:45:54.917806] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:45:56.026920] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T11:46:00.198002] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:46:10.240951] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:46:19.459353] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:46:19.854466] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:46:19.854692] [INFO ] [CONFIGURE ] RES: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T11:46:19.854757] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 648 tests
[2025-10-11T11:46:19.854812] [INFO ] [CONFIGURE ] RES: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T11:46:19.854870] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T11:46:30.896770] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:46:41.891214] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:46:52.836812] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:47:03.007990] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:47:14.525637] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:47:24.812956] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T11:47:36.375799] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:47:38.265875] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:47:49.536557] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:47:53.754533] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:47:53.754751] [INFO ] [CONFIGURE ] RES: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T11:47:53.754814] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 647 tests
[2025-10-11T11:47:53.754854] [INFO ] [CONFIGURE ] RES: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T11:47:53.754886] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T11:48:04.731958] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:48:07.859122] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:48:08.926085] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T11:48:20.021617] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:48:31.389929] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:48:42.860159] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:48:54.159430] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:48:58.445035] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:49:09.802854] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:49:21.350888] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:49:21.351082] [INFO ] [CONFIGURE ] RES: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T11:49:21.351144] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 7.9s/test | Remaining: 646 tests
[2025-10-11T11:49:21.351268] [INFO ] [CONFIGURE ] RES: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T11:49:21.351311] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T11:49:32.522492] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:49:43.695809] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:49:54.823787] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:49:56.310312] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:49:57.468419] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:49:58.031494] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:50:09.635846] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:50:21.030157] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:50:32.721779] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:50:44.340800] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:50:44.341040] [INFO ] [CONFIGURE ] RES: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T11:50:44.341116] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 645 tests
[2025-10-11T11:50:44.341195] [INFO ] [CONFIGURE ] RES: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T11:50:44.341253] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T11:50:55.725190] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:51:06.906916] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:51:18.057052] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:51:29.227465] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:51:38.861985] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:51:39.122934] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:51:50.597568] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T11:52:01.936214] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:52:13.482215] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:52:25.203591] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:52:25.203887] [INFO ] [CONFIGURE ] RES: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T11:52:25.203996] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 644 tests
[2025-10-11T11:52:25.204068] [INFO ] [CONFIGURE ] RES: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T11:52:25.204125] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T11:52:36.392438] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:52:47.576283] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:52:58.864838] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:53:01.422529] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:53:12.740010] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:53:24.102789] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:53:35.641302] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:53:44.333870] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:53:55.876010] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:54:07.215497] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:54:07.215733] [INFO ] [CONFIGURE ] RES: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T11:54:07.215812] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 643 tests
[2025-10-11T11:54:07.215884] [INFO ] [CONFIGURE ] RES: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T11:54:07.215942] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T11:54:18.382188] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:54:29.486785] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:54:40.637672] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:54:52.018323] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:55:03.132246] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:55:14.307869] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:55:25.900564] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:55:37.485488] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:55:49.183838] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:55:53.307766] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:55:53.308006] [INFO ] [CONFIGURE ] RES: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T11:55:53.308088] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 642 tests
[2025-10-11T11:55:53.308162] [INFO ] [CONFIGURE ] RES: Testing feature 20/29: add_price_rejection
[2025-10-11T11:55:53.308220] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection']
[2025-10-11T11:56:04.426405] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:56:06.226004] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:56:06.729344] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T11:56:18.101746] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:56:29.605700] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:56:39.085504] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:56:39.573058] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:56:40.513433] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:56:51.958418] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:57:00.396342] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:57:00.396553] [INFO ] [CONFIGURE ] RES: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T11:57:00.396616] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 641 tests
[2025-10-11T11:57:00.396686] [INFO ] [CONFIGURE ] RES: Testing feature 21/29: add_range_position
[2025-10-11T11:57:00.396737] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position']
[2025-10-11T11:57:05.841963] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:57:06.164421] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:57:06.644132] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:57:17.859907] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:57:18.314321] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:57:27.345677] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:57:35.708217] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T11:57:47.061589] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:57:58.303459] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:58:09.925618] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:58:09.925948] [INFO ] [CONFIGURE ] RES: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T11:58:09.926030] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.0s/test | Remaining: 640 tests
[2025-10-11T11:58:09.926105] [INFO ] [CONFIGURE ] RES: Testing feature 22/29: add_realized_volatility
[2025-10-11T11:58:09.926164] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility']
[2025-10-11T11:58:21.265352] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T11:58:32.547944] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T11:58:43.718540] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T11:58:54.930883] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:59:06.191976] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:59:17.360980] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T11:59:28.650195] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T11:59:35.595145] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:59:47.039412] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T11:59:57.947992] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:59:57.948286] [INFO ] [CONFIGURE ] RES: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T11:59:57.948361] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 639 tests
[2025-10-11T11:59:57.948493] [INFO ] [CONFIGURE ] RES: Testing feature 23/29: add_recent_range_context
[2025-10-11T11:59:57.948555] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context']
[2025-10-11T12:00:06.948667] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:00:07.790519] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:00:19.231334] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:00:30.424236] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:00:39.286483] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:00:50.489275] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:01:02.106569] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:01:12.430127] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:01:24.081322] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:01:24.757333] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:01:24.757542] [INFO ] [CONFIGURE ] RES: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T12:01:24.757617] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 638 tests
[2025-10-11T12:01:24.757719] [INFO ] [CONFIGURE ] RES: Testing feature 24/29: add_rsi
[2025-10-11T12:01:24.757777] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T12:01:33.061502] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:01:44.133962] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:01:46.896010] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:01:56.896703] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:02:08.257987] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:02:09.096308] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:02:18.644691] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:02:29.944410] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:02:41.269263] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:02:51.166038] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:02:51.166338] [INFO ] [CONFIGURE ] RES: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T12:02:51.166413] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 637 tests
[2025-10-11T12:02:51.166486] [INFO ] [CONFIGURE ] RES: Testing feature 25/29: add_tick_distribution
[2025-10-11T12:02:51.166544] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution']
[2025-10-11T12:03:02.352913] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:03:13.529898] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:03:19.193349] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:03:30.357315] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:03:41.678112] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:03:42.474055] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:03:52.614975] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:04:03.832216] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:04:15.180125] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:04:26.674175] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:04:26.674491] [INFO ] [CONFIGURE ] RES: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T12:04:26.674583] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 636 tests
[2025-10-11T12:04:26.674672] [INFO ] [CONFIGURE ] RES: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T12:04:26.674731] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-11T12:04:37.712322] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:04:48.608958] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:04:55.358256] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:04:56.062404] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:04:56.607966] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:05:07.803931] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:05:19.171302] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:05:30.628292] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:05:42.021187] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:05:53.521686] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:05:53.522186] [INFO ] [CONFIGURE ] RES: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T12:05:53.522270] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 635 tests
[2025-10-11T12:05:53.522352] [INFO ] [CONFIGURE ] RES: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T12:05:53.522426] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence']
[2025-10-11T12:06:00.608595] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:06:11.767571] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:06:22.960412] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:06:34.504486] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:06:38.138548] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:06:49.533749] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:07:00.939456] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:07:04.620599] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:07:05.952571] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:07:17.530731] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:07:17.531067] [INFO ] [CONFIGURE ] RES: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T12:07:17.531146] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 634 tests
[2025-10-11T12:07:17.531263] [INFO ] [CONFIGURE ] RES: Testing feature 28/29: add_volume_profile
[2025-10-11T12:07:17.531322] [INFO ] [CONFIGURE ] RES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile']
[2025-10-11T12:07:28.600307] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:07:39.883421] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:07:51.099699] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:08:02.432933] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:08:08.463973] [DEBUG] [FORECASTER] RES: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:08:09.249738] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T12:08:09.829233] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:08:10.877407] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:08:22.440365] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:08:26.715687] [DEBUG] [FORECASTER] RES: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:08:26.715968] [INFO ] [CONFIGURE ] RES: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T12:08:26.716043] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 633 tests
[2025-10-11T12:08:26.716125] [INFO ] [CONFIGURE ] RES: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T12:08:26.716185] [INFO ] [CONFIGURE ] RES: Best accuracy: 90.00%
[2025-10-11T12:08:26.716236] [INFO ] [CONFIGURE ] RES: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T12:08:26.716293] [INFO ] [CONFIGURE ] RES: Improvement over baseline: 50.00%
[2025-10-11T12:08:26.716347] [INFO ] [CONFIGURE ] RES: Total time: 39.9 minutes
[2025-10-11T12:08:26.716412] [INFO ] [CONFIGURE ] RES: Average time per feature: 85.4 seconds
[2025-10-11T12:08:26.716459] [INFO ] [CONFIGURE ] RES: Average speed: 0.01 features/sec
[2025-10-11T12:08:26.717224] [INFO ] [LOCAL     ] Saved configuration for RES: 5 features, 90.00% accuracy -> ./output/feature-sets/RES.json
[2025-10-11T12:08:26.717281] [INFO ] [CONFIGURE ] RES: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-11T12:08:26.717343] [INFO ] [sig       ] [200/220] Successfully configured RES | 0.00 sym/s | Total: 13.4h | ETA: 1.3h
[2025-10-11T12:08:26.717421] [INFO ] [sig       ] [201/220] Configuring RFI...
[2025-10-11T12:08:26.717493] [INFO ] [CONFIGURE ] RFI: Configurate test run.
[2025-10-11T12:08:26.717559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-10-11T12:08:26.733090] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFI'.
[2025-10-11T12:08:26.733458] [INFO ] [CONFIGURE ] RFI: Testing with 29 available features
[2025-10-11T12:08:26.733520] [INFO ] [CONFIGURE ] RFI: Establishing baseline with no features...
[2025-10-11T12:08:39.084578] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:08:39.634787] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:08:39.828830] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:08:39.984184] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:08:40.540613] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:08:41.187485] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:08:55.002732] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:09:01.267932] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:09:15.117340] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:09:17.018081] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:09:17.018247] [INFO ] [CONFIGURE ] RFI: Baseline score (no features): 40.00%
[2025-10-11T12:09:17.018319] [INFO ] [CONFIGURE ] RFI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T12:09:17.018376] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands']
[2025-10-11T12:09:29.164638] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T12:09:29.901076] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:09:41.915017] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:09:43.711393] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:09:51.539311] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:10:04.753930] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:10:17.951541] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:10:31.102455] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:10:43.990209] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:10:52.676725] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:10:52.676985] [INFO ] [CONFIGURE ] RFI: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T12:10:52.677049] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.1s/test | Remaining: 632 tests
[2025-10-11T12:10:52.677099] [INFO ] [CONFIGURE ] RFI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T12:10:52.677156] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T12:10:53.891215] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:11:05.209846] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:11:17.454475] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:11:20.825419] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:11:21.327994] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:11:25.949045] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:11:33.935221] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:11:34.520303] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:11:37.749133] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:11:50.450177] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:11:50.450356] [INFO ] [CONFIGURE ] RFI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T12:11:50.450418] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 631 tests
[2025-10-11T12:11:50.450458] [INFO ] [CONFIGURE ] RFI: Testing feature 3/29: add_daily_returns
[2025-10-11T12:11:50.450490] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T12:12:02.709502] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:12:15.185729] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:12:20.700537] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:12:33.139115] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:12:45.937739] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:12:58.605805] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:13:03.753623] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:13:04.112829] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:13:17.009217] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:13:28.151333] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:13:28.151497] [INFO ] [CONFIGURE ] RFI: KEPT add_daily_returns (score: 80.00%)
[2025-10-11T12:13:28.151564] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 630 tests
[2025-10-11T12:13:28.151615] [INFO ] [CONFIGURE ] RFI: Testing feature 4/29: add_ema
[2025-10-11T12:13:28.151697] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-11T12:13:32.123980] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:13:44.411762] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:13:56.624996] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:14:08.903009] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:14:21.503939] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:14:33.940267] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:14:46.439476] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:14:58.623271] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:15:11.224462] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:15:23.522023] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:15:23.522277] [INFO ] [CONFIGURE ] RFI: DISCARDED add_ema (score: 50.00%)
[2025-10-11T12:15:23.522364] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 629 tests
[2025-10-11T12:15:23.522437] [INFO ] [CONFIGURE ] RFI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T12:15:23.522496] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T12:15:34.933755] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:15:41.795749] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:15:53.732568] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:16:05.723970] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:16:06.587508] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:16:10.344695] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:16:22.523936] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:16:34.739079] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:16:47.001476] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:16:59.606501] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:16:59.606947] [INFO ] [CONFIGURE ] RFI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T12:16:59.607011] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 628 tests
[2025-10-11T12:16:59.607064] [INFO ] [CONFIGURE ] RFI: Testing feature 6/29: add_failed_moves
[2025-10-11T12:16:59.607120] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-11T12:17:07.376845] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:17:19.893377] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:17:32.131984] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:17:44.865633] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:17:57.887293] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:18:00.005156] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:18:12.931232] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:18:13.387272] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:18:18.353124] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:18:19.072125] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:18:19.072327] [INFO ] [CONFIGURE ] RFI: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T12:18:19.072400] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 627 tests
[2025-10-11T12:18:19.072471] [INFO ] [CONFIGURE ] RFI: Testing feature 7/29: add_lag_shelf
[2025-10-11T12:18:19.072528] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-11T12:18:19.618835] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:18:20.427908] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:18:21.345375] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:18:21.779786] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:18:22.365742] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:18:23.164965] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:18:32.325048] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:18:35.053154] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:18:48.084825] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:19:00.886521] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:19:00.886690] [INFO ] [CONFIGURE ] RFI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T12:19:00.886752] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 626 tests
[2025-10-11T12:19:00.886791] [INFO ] [CONFIGURE ] RFI: Testing feature 8/29: add_macd
[2025-10-11T12:19:00.886857] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T12:19:12.590389] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:19:24.012140] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:19:35.781835] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:19:36.558563] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:19:37.225304] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:19:49.113950] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:20:01.139441] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:20:10.003488] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:20:10.785736] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:20:21.559938] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:20:21.560174] [INFO ] [CONFIGURE ] RFI: DISCARDED add_macd (score: 60.00%)
[2025-10-11T12:20:21.560239] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 625 tests
[2025-10-11T12:20:21.560291] [INFO ] [CONFIGURE ] RFI: Testing feature 9/29: add_mfi
[2025-10-11T12:20:21.560349] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-11T12:20:22.089167] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:20:22.584076] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:20:23.208284] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:20:29.831294] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:20:42.820810] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:20:55.593262] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:21:08.517775] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:21:21.373566] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:21:34.314933] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:21:47.170374] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:21:47.170709] [INFO ] [CONFIGURE ] RFI: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T12:21:47.170773] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.2s/test | Remaining: 624 tests
[2025-10-11T12:21:47.173694] [INFO ] [CONFIGURE ] RFI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T12:21:47.173755] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T12:21:59.679479] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:22:12.222844] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:22:13.029304] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:22:13.491565] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:22:22.138593] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:22:35.005607] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:22:42.802618] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:22:55.600712] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:23:08.163447] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:23:21.032439] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:23:21.032759] [INFO ] [CONFIGURE ] RFI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T12:23:21.032823] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 623 tests
[2025-10-11T12:23:21.032877] [INFO ] [CONFIGURE ] RFI: Testing feature 11/29: add_obv_daily
[2025-10-11T12:23:21.032986] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-11T12:23:29.255694] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:23:36.169387] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:23:48.082403] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:24:00.188724] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:24:12.386360] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:24:23.402972] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:24:23.858913] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:24:24.446040] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:24:25.460454] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:24:26.136421] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:24:26.136623] [INFO ] [CONFIGURE ] RFI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T12:24:26.136720] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 622 tests
[2025-10-11T12:24:26.136781] [INFO ] [CONFIGURE ] RFI: Testing feature 12/29: add_obv_interval
[2025-10-11T12:24:26.136816] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-11T12:24:36.094505] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:24:39.840430] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:24:48.832908] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:25:00.655269] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:25:12.885209] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:25:18.225822] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:25:30.835729] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:25:43.354171] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:25:55.774915] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:26:08.272187] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:26:08.272499] [INFO ] [CONFIGURE ] RFI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T12:26:08.272577] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 621 tests
[2025-10-11T12:26:08.272675] [INFO ] [CONFIGURE ] RFI: Testing feature 13/29: add_opening_strength
[2025-10-11T12:26:08.272734] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T12:26:19.798760] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:26:27.052040] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:26:38.661191] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:26:50.411836] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:27:02.287045] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:27:14.434803] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:27:26.438062] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:27:38.546065] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:27:39.707526] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:27:49.978493] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:27:49.978889] [INFO ] [CONFIGURE ] RFI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T12:27:49.978966] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 620 tests
[2025-10-11T12:27:49.979038] [INFO ] [CONFIGURE ] RFI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T12:27:49.979097] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T12:27:58.965043] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:28:11.053264] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:28:23.167498] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:28:33.466050] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:28:34.101734] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:28:34.678854] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:28:47.189744] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:28:48.237449] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:29:00.914627] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:29:01.338782] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:29:01.339014] [INFO ] [CONFIGURE ] RFI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T12:29:01.339091] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 619 tests
[2025-10-11T12:29:01.339161] [INFO ] [CONFIGURE ] RFI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T12:29:01.339219] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T12:29:08.384778] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:29:08.956131] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:29:09.770894] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:29:10.388020] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:29:10.752804] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:29:11.016309] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:29:23.941333] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:29:36.754310] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:29:49.857829] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:30:01.083822] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:30:01.084033] [INFO ] [CONFIGURE ] RFI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T12:30:01.084081] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 618 tests
[2025-10-11T12:30:01.084117] [INFO ] [CONFIGURE ] RFI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T12:30:01.084149] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T12:30:13.374245] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:30:25.646895] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:30:38.064586] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:30:50.483184] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:31:03.114881] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:31:16.049849] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:31:28.765358] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:31:41.328537] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:31:47.931321] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:32:00.644911] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:32:00.645140] [INFO ] [CONFIGURE ] RFI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T12:32:00.645204] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.3s/test | Remaining: 617 tests
[2025-10-11T12:32:00.645268] [INFO ] [CONFIGURE ] RFI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T12:32:00.645328] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T12:32:12.831855] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:32:25.078048] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:32:37.414242] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:32:49.990919] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:33:02.448452] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:33:15.389376] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:33:26.549977] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:33:27.128445] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:33:28.343830] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:33:28.801810] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:33:28.801985] [INFO ] [CONFIGURE ] RFI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T12:33:28.802059] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 616 tests
[2025-10-11T12:33:28.802140] [INFO ] [CONFIGURE ] RFI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T12:33:28.802198] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T12:33:37.463347] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:33:49.649245] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:34:01.761156] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:34:14.308638] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:34:27.000729] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:34:27.433263] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:34:27.968251] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:34:40.389613] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:34:53.039593] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:35:05.573676] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:35:05.573852] [INFO ] [CONFIGURE ] RFI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T12:35:05.573937] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 615 tests
[2025-10-11T12:35:05.574016] [INFO ] [CONFIGURE ] RFI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T12:35:05.574073] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T12:35:17.993917] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:35:30.405129] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:35:42.628195] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:35:55.273164] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:36:03.345999] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:36:15.972673] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:36:28.530740] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:36:29.296631] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:36:29.866264] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:36:42.706998] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:36:42.707232] [INFO ] [CONFIGURE ] RFI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T12:36:42.707307] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 614 tests
[2025-10-11T12:36:42.707388] [INFO ] [CONFIGURE ] RFI: Testing feature 20/29: add_price_rejection
[2025-10-11T12:36:42.707446] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-11T12:36:54.494153] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:37:06.385493] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:37:07.234629] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:37:19.286817] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:37:31.329842] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:37:37.217425] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:37:49.664658] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:38:02.082363] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:38:10.468477] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:38:22.977045] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:38:22.977348] [INFO ] [CONFIGURE ] RFI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T12:38:22.977412] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 613 tests
[2025-10-11T12:38:22.977484] [INFO ] [CONFIGURE ] RFI: Testing feature 21/29: add_range_position
[2025-10-11T12:38:22.977554] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-11T12:38:23.763402] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:38:35.994777] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:38:48.060356] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:38:57.476437] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:38:57.980183] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:39:05.315355] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:39:17.861894] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:39:30.447723] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:39:42.820586] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:39:55.376717] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:39:55.377146] [INFO ] [CONFIGURE ] RFI: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T12:39:55.377210] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 612 tests
[2025-10-11T12:39:55.377271] [INFO ] [CONFIGURE ] RFI: Testing feature 22/29: add_realized_volatility
[2025-10-11T12:39:55.377330] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-11T12:40:07.775457] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:40:19.955387] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:40:25.214360] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:40:37.439462] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:40:42.940933] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:40:44.639940] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:40:45.467432] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:40:46.104845] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:40:58.002144] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:41:08.480166] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:41:08.480436] [INFO ] [CONFIGURE ] RFI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T12:41:08.480523] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.4s/test | Remaining: 611 tests
[2025-10-11T12:41:08.480606] [INFO ] [CONFIGURE ] RFI: Testing feature 23/29: add_recent_range_context
[2025-10-11T12:41:08.480723] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-11T12:41:21.072478] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:41:33.800618] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:41:46.380055] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:41:59.120027] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:42:12.026949] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:42:25.099819] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:42:37.290826] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:42:50.400607] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:43:03.455660] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:43:16.693860] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:43:16.694147] [INFO ] [CONFIGURE ] RFI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T12:43:16.694213] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 610 tests
[2025-10-11T12:43:16.694276] [INFO ] [CONFIGURE ] RFI: Testing feature 24/29: add_rsi
[2025-10-11T12:43:16.694335] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T12:43:28.652414] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:43:40.982089] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:43:41.557692] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:43:53.464823] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:43:56.797839] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:44:09.118189] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:44:21.158996] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:44:33.382933] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:44:34.423617] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:44:34.875976] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:44:34.876171] [INFO ] [CONFIGURE ] RFI: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T12:44:34.876233] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 609 tests
[2025-10-11T12:44:34.876295] [INFO ] [CONFIGURE ] RFI: Testing feature 25/29: add_tick_distribution
[2025-10-11T12:44:34.876353] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-11T12:44:40.225431] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:44:43.411948] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:44:55.484569] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:45:07.980767] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:45:14.426074] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:45:27.099946] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:45:39.776421] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:45:52.311032] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:46:00.097858] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:46:01.152086] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:46:01.152306] [INFO ] [CONFIGURE ] RFI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T12:46:01.152391] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 608 tests
[2025-10-11T12:46:01.152474] [INFO ] [CONFIGURE ] RFI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T12:46:01.152533] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T12:46:13.366572] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:46:25.643224] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:46:37.600870] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:46:48.963842] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:46:58.138692] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:47:10.751201] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:47:23.475860] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:47:35.916286] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:47:48.858788] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:47:54.533063] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:47:54.533373] [INFO ] [CONFIGURE ] RFI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T12:47:54.533437] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 607 tests
[2025-10-11T12:47:54.533498] [INFO ] [CONFIGURE ] RFI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T12:47:54.533558] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T12:47:55.382825] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:48:07.781563] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T12:48:20.053287] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:48:32.527510] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:48:33.103784] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:48:33.625059] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:48:46.040894] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:48:57.659638] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:49:10.247536] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:49:22.977130] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:49:22.977428] [INFO ] [CONFIGURE ] RFI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T12:49:22.977504] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 606 tests
[2025-10-11T12:49:22.977582] [INFO ] [CONFIGURE ] RFI: Testing feature 28/29: add_volume_profile
[2025-10-11T12:49:22.977640] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-11T12:49:32.340268] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:49:33.623371] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:49:34.127519] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:49:35.040013] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:49:36.015273] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:49:36.451982] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:49:37.044680] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:49:48.756506] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:50:01.338860] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:50:12.900825] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:50:12.901520] [INFO ] [CONFIGURE ] RFI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T12:50:12.901738] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 605 tests
[2025-10-11T12:50:12.901793] [INFO ] [CONFIGURE ] RFI: Testing feature 29/29: add_vwap
[2025-10-11T12:50:12.901828] [INFO ] [CONFIGURE ] RFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-11T12:50:15.502693] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:50:27.418753] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T12:50:39.647258] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:50:51.659411] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:51:04.175789] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:51:10.237348] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:51:22.862832] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:51:23.651526] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:51:24.138950] [DEBUG] [FORECASTER] RFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T12:51:25.136638] [DEBUG] [FORECASTER] RFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:51:25.136894] [INFO ] [CONFIGURE ] RFI: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T12:51:25.136988] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 604 tests
[2025-10-11T12:51:25.137068] [INFO ] [CONFIGURE ] RFI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T12:51:25.137125] [INFO ] [CONFIGURE ] RFI: Best accuracy: 80.00%
[2025-10-11T12:51:25.137162] [INFO ] [CONFIGURE ] RFI: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T12:51:25.137192] [INFO ] [CONFIGURE ] RFI: Improvement over baseline: 40.00%
[2025-10-11T12:51:25.137221] [INFO ] [CONFIGURE ] RFI: Total time: 42.1 minutes
[2025-10-11T12:51:25.137249] [INFO ] [CONFIGURE ] RFI: Average time per feature: 87.2 seconds
[2025-10-11T12:51:25.137278] [INFO ] [CONFIGURE ] RFI: Average speed: 0.01 features/sec
[2025-10-11T12:51:25.138022] [INFO ] [LOCAL     ] Saved configuration for RFI: 2 features, 80.00% accuracy -> ./output/feature-sets/RFI.json
[2025-10-11T12:51:25.138077] [INFO ] [CONFIGURE ] RFI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T12:51:25.138135] [INFO ] [sig       ] [201/220] Successfully configured RFI | 0.00 sym/s | Total: 14.1h | ETA: 1.3h
[2025-10-11T12:51:25.138212] [INFO ] [sig       ] [202/220] Configuring RFL...
[2025-10-11T12:51:25.138281] [INFO ] [CONFIGURE ] RFL: Configurate test run.
[2025-10-11T12:51:25.138347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-10-11T12:51:25.153916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFL'.
[2025-10-11T12:51:25.154244] [INFO ] [CONFIGURE ] RFL: Testing with 29 available features
[2025-10-11T12:51:25.154300] [INFO ] [CONFIGURE ] RFL: Establishing baseline with no features...
[2025-10-11T12:51:25.738917] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:51:26.212792] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:51:40.660556] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T12:51:47.809070] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:51:48.975252] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:51:49.184859] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:51:49.352843] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:52:04.308053] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T12:52:04.475740] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:52:05.047228] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:52:05.047512] [INFO ] [CONFIGURE ] RFL: Baseline score (no features): 70.00%
[2025-10-11T12:52:05.047591] [INFO ] [CONFIGURE ] RFL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T12:52:05.047670] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_bollinger_bands']
[2025-10-11T12:52:11.613385] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:52:24.697727] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:52:37.695000] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:52:50.922398] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:53:04.149498] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:53:17.568912] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:53:23.126716] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:53:35.297580] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T12:53:49.122478] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T12:53:54.590924] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:53:54.591242] [INFO ] [CONFIGURE ] RFL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T12:53:54.591305] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.5s/test | Remaining: 603 tests
[2025-10-11T12:53:54.591345] [INFO ] [CONFIGURE ] RFL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T12:53:54.591378] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_cumulative_delta']
[2025-10-11T12:54:08.194691] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T12:54:09.171156] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:54:21.479839] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T12:54:35.070428] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:54:48.829061] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:55:02.461434] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:55:16.414781] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:55:30.640783] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T12:55:44.730538] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:55:55.852591] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:55:55.852897] [INFO ] [CONFIGURE ] RFL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T12:55:55.852987] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 602 tests
[2025-10-11T12:55:55.853078] [INFO ] [CONFIGURE ] RFL: Testing feature 3/29: add_daily_returns
[2025-10-11T12:55:55.853172] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_daily_returns']
[2025-10-11T12:55:56.575363] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:56:10.408761] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:56:24.453970] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:56:36.339732] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T12:56:50.373922] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:57:04.489855] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:57:18.461298] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:57:32.159252] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T12:57:34.364223] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:57:46.537699] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:57:46.537941] [INFO ] [CONFIGURE ] RFL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T12:57:46.538002] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 601 tests
[2025-10-11T12:57:46.538068] [INFO ] [CONFIGURE ] RFL: Testing feature 4/29: add_ema
[2025-10-11T12:57:46.538124] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_ema']
[2025-10-11T12:57:46.717190] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T12:57:46.993939] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:58:00.669055] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T12:58:04.328886] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:58:17.575384] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:58:17.763300] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:58:18.214183] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:58:18.602604] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T12:58:18.799965] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:58:20.005808] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:58:20.006019] [INFO ] [CONFIGURE ] RFL: DISCARDED add_ema (score: 50.00%)
[2025-10-11T12:58:20.006095] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 600 tests
[2025-10-11T12:58:20.006176] [INFO ] [CONFIGURE ] RFL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T12:58:20.006234] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T12:58:33.423238] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:58:37.234332] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:58:38.682076] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T12:58:39.749403] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:58:53.512945] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:59:07.069300] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:59:20.891024] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:59:21.429277] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T12:59:32.607022] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:59:32.882314] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:59:32.882588] [INFO ] [CONFIGURE ] RFL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T12:59:32.882700] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 599 tests
[2025-10-11T12:59:32.882817] [INFO ] [CONFIGURE ] RFL: Testing feature 6/29: add_failed_moves
[2025-10-11T12:59:32.882886] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_failed_moves']
[2025-10-11T12:59:40.225048] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:59:40.833201] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:59:41.549431] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T12:59:41.963723] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T12:59:42.342136] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T12:59:43.112946] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:59:58.033715] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:00:11.321421] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:00:25.946803] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:00:41.028751] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:00:41.028974] [INFO ] [CONFIGURE ] RFL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T13:00:41.029036] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 598 tests
[2025-10-11T13:00:41.029087] [INFO ] [CONFIGURE ] RFL: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:00:41.029144] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_lag_shelf']
[2025-10-11T13:00:44.800283] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:00:45.570093] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:01:00.504677] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:01:00.886811] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:01:01.397587] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:01:01.809199] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:01:02.603305] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:01:17.525352] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:01:18.378220] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:01:18.777084] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:01:18.777284] [INFO ] [CONFIGURE ] RFL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T13:01:18.777360] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 597 tests
[2025-10-11T13:01:18.777439] [INFO ] [CONFIGURE ] RFL: Testing feature 8/29: add_macd
[2025-10-11T13:01:18.777496] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T13:01:24.768884] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:01:27.635446] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:01:28.397880] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:01:28.645771] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:01:41.353019] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:01:54.157341] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:02:06.854453] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:02:07.965698] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:02:08.890621] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:02:21.894431] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:02:21.894692] [INFO ] [CONFIGURE ] RFL: DISCARDED add_macd (score: 50.00%)
[2025-10-11T13:02:21.894778] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 596 tests
[2025-10-11T13:02:21.894849] [INFO ] [CONFIGURE ] RFL: Testing feature 9/29: add_mfi
[2025-10-11T13:02:21.894905] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_mfi']
[2025-10-11T13:02:36.510524] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:02:49.132755] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:02:49.790060] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:02:50.126496] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:02:57.556395] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:03:01.232800] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:03:16.065144] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:03:30.874769] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:03:34.479737] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:03:34.788848] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:03:34.789194] [INFO ] [CONFIGURE ] RFL: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T13:03:34.789260] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 595 tests
[2025-10-11T13:03:34.789315] [INFO ] [CONFIGURE ] RFL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:03:34.789374] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:03:35.367080] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:03:48.423013] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:04:01.752858] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:04:02.293376] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:04:15.672862] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:04:26.985410] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:04:27.295335] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:04:27.501293] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:04:27.967700] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:04:41.083501] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:04:41.083865] [INFO ] [CONFIGURE ] RFL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T13:04:41.083929] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.6s/test | Remaining: 594 tests
[2025-10-11T13:04:41.083978] [INFO ] [CONFIGURE ] RFL: Testing feature 11/29: add_obv_daily
[2025-10-11T13:04:41.084035] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_obv_daily']
[2025-10-11T13:04:54.248059] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:05:07.502068] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:05:20.861600] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:05:34.318066] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:05:47.801913] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:06:01.680002] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:06:11.324515] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:06:11.767175] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:06:12.147214] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:06:12.558049] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:06:12.558220] [INFO ] [CONFIGURE ] RFL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T13:06:12.558286] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 593 tests
[2025-10-11T13:06:12.558351] [INFO ] [CONFIGURE ] RFL: Testing feature 12/29: add_obv_interval
[2025-10-11T13:06:12.558410] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_obv_interval']
[2025-10-11T13:06:13.902899] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:06:14.427213] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:06:14.810533] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:06:15.595320] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:06:29.661939] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:06:43.845269] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:06:58.084135] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:07:12.224135] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:07:26.798768] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:07:41.193518] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:07:41.193723] [INFO ] [CONFIGURE ] RFL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T13:07:41.193785] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 592 tests
[2025-10-11T13:07:41.193836] [INFO ] [CONFIGURE ] RFL: Testing feature 13/29: add_opening_strength
[2025-10-11T13:07:41.193967] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T13:07:54.579816] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:07:57.150079] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:07:57.951254] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:07:58.318952] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:07:58.708858] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:07:59.055475] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:07:59.972821] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:08:01.308243] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:08:14.809818] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:08:28.919409] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:08:28.919588] [INFO ] [CONFIGURE ] RFL: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T13:08:28.919704] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 591 tests
[2025-10-11T13:08:28.919759] [INFO ] [CONFIGURE ] RFL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:08:28.919792] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T13:08:43.182601] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:08:57.594432] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:09:12.021605] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:09:26.440283] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:09:41.252145] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:09:55.830273] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:10:03.849482] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:10:17.761241] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:10:32.061850] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:10:46.741931] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:10:46.742117] [INFO ] [CONFIGURE ] RFL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T13:10:46.742190] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 590 tests
[2025-10-11T13:10:46.742260] [INFO ] [CONFIGURE ] RFL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:10:46.742316] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T13:11:00.353954] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:11:09.053263] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:11:09.581226] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:11:10.207180] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:11:24.033270] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:11:37.964210] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:11:52.086756] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:12:06.085973] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:12:20.531061] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:12:35.009008] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:12:35.009197] [INFO ] [CONFIGURE ] RFL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T13:12:35.009242] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 589 tests
[2025-10-11T13:12:35.009304] [INFO ] [CONFIGURE ] RFL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:12:35.009363] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T13:12:42.266438] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:12:55.508327] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:13:08.829467] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:13:08.998457] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:13:10.175057] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:13:21.058944] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:13:22.931120] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:13:35.928444] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:13:40.066229] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:13:54.430188] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:13:54.430426] [INFO ] [CONFIGURE ] RFL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:13:54.430512] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 588 tests
[2025-10-11T13:13:54.430594] [INFO ] [CONFIGURE ] RFL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:13:54.430675] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_return_2d']
[2025-10-11T13:14:07.860955] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:14:21.335295] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:14:34.854554] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:14:48.320386] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:15:02.167850] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:15:15.704740] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:15:21.494985] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:15:22.106924] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:15:22.549278] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:15:36.565369] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:15:36.566324] [INFO ] [CONFIGURE ] RFL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T13:15:36.569880] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.7s/test | Remaining: 587 tests
[2025-10-11T13:15:36.569937] [INFO ] [CONFIGURE ] RFL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:15:36.569993] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T13:15:43.523660] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:15:55.486470] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:16:09.344637] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:16:23.385837] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:16:37.694601] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:16:51.826393] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:16:55.326193] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:16:55.837497] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:17:10.435175] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:17:24.896463] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:17:24.896725] [INFO ] [CONFIGURE ] RFL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T13:17:24.896788] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 586 tests
[2025-10-11T13:17:24.896847] [INFO ] [CONFIGURE ] RFL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:17:24.896923] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T13:17:38.833897] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:17:52.865161] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:18:07.052760] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:18:10.975971] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:18:11.700628] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:18:12.154442] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:18:22.612969] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:18:35.751390] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:18:50.167497] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:19:04.851203] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:19:04.851407] [INFO ] [CONFIGURE ] RFL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T13:19:04.851482] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 585 tests
[2025-10-11T13:19:04.851565] [INFO ] [CONFIGURE ] RFL: Testing feature 20/29: add_price_rejection
[2025-10-11T13:19:04.851624] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_price_rejection']
[2025-10-11T13:19:05.412190] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:19:05.739868] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:19:06.139074] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:19:06.586561] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:19:06.973763] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:19:19.147061] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:19:33.340343] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:19:47.595715] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:20:01.809532] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:20:03.660087] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:20:03.660310] [INFO ] [CONFIGURE ] RFL: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T13:20:03.660375] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 584 tests
[2025-10-11T13:20:03.660436] [INFO ] [CONFIGURE ] RFL: Testing feature 21/29: add_range_position
[2025-10-11T13:20:03.660496] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_range_position']
[2025-10-11T13:20:13.490151] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:20:26.357500] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:20:39.278384] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:20:41.823173] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:20:50.564440] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:21:03.912535] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:21:06.927356] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:21:20.623998] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:21:34.348606] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:21:44.802749] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:21:44.802961] [INFO ] [CONFIGURE ] RFL: DISCARDED add_range_position (score: 20.00%)
[2025-10-11T13:21:44.803023] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 583 tests
[2025-10-11T13:21:44.803073] [INFO ] [CONFIGURE ] RFL: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:21:44.803128] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_realized_volatility']
[2025-10-11T13:21:55.710133] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:22:08.925385] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:22:22.156291] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:22:26.755366] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:22:40.099508] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:22:48.218428] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:23:00.875084] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:23:14.666112] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:23:28.449737] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:23:42.225487] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:23:42.225803] [INFO ] [CONFIGURE ] RFL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T13:23:42.225866] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 582 tests
[2025-10-11T13:23:42.225927] [INFO ] [CONFIGURE ] RFL: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:23:42.225984] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_recent_range_context']
[2025-10-11T13:23:43.291252] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:23:49.092774] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:24:03.355029] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:24:17.334950] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:24:31.487602] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:24:45.449402] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:24:59.426278] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:25:13.687412] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:25:28.224396] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:25:42.716233] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:25:42.716449] [INFO ] [CONFIGURE ] RFL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T13:25:42.716514] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 581 tests
[2025-10-11T13:25:42.716566] [INFO ] [CONFIGURE ] RFL: Testing feature 24/29: add_rsi
[2025-10-11T13:25:42.716624] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T13:25:55.485987] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:26:06.350023] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:26:09.717924] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:26:10.204952] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:26:10.702475] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:26:11.916221] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:26:12.348834] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:26:12.813790] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:26:13.358087] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:26:14.105491] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:26:14.105674] [INFO ] [CONFIGURE ] RFL: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T13:26:14.105739] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.8s/test | Remaining: 580 tests
[2025-10-11T13:26:14.105778] [INFO ] [CONFIGURE ] RFL: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:26:14.105809] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_tick_distribution']
[2025-10-11T13:26:14.718428] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:26:28.637245] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:26:29.229452] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:26:35.847765] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:26:43.213449] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:26:54.825893] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:26:55.244249] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:27:07.979751] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:27:08.428560] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:27:21.001719] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:27:21.001981] [INFO ] [CONFIGURE ] RFL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T13:27:21.002057] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 579 tests
[2025-10-11T13:27:21.002135] [INFO ] [CONFIGURE ] RFL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:27:21.002195] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-11T13:27:21.373338] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:27:34.956271] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:27:35.926264] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:27:36.251206] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:27:36.823360] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:27:37.676458] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:27:51.481836] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:27:52.319232] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:27:53.055936] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:27:53.470966] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:27:53.471149] [INFO ] [CONFIGURE ] RFL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T13:27:53.471212] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 578 tests
[2025-10-11T13:27:53.471250] [INFO ] [CONFIGURE ] RFL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:27:53.471301] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_volume_price_divergence']
[2025-10-11T13:28:07.391626] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:28:08.273340] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:28:17.836548] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:28:31.883849] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:28:45.744366] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:28:59.960513] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:29:14.050785] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:29:28.735751] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:29:43.031764] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:29:57.659790] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:29:57.660030] [INFO ] [CONFIGURE ] RFL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T13:29:57.660092] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 577 tests
[2025-10-11T13:29:57.660150] [INFO ] [CONFIGURE ] RFL: Testing feature 28/29: add_volume_profile
[2025-10-11T13:29:57.660207] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_volume_profile']
[2025-10-11T13:30:04.893519] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:30:05.351801] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:30:07.155354] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:30:07.599325] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:30:07.934315] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:30:08.281614] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:30:09.113370] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:30:09.642797] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:30:10.141815] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:30:10.541505] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:30:10.541741] [INFO ] [CONFIGURE ] RFL: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T13:30:10.541807] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 576 tests
[2025-10-11T13:30:10.541849] [INFO ] [CONFIGURE ] RFL: Testing feature 29/29: add_vwap
[2025-10-11T13:30:10.541884] [INFO ] [CONFIGURE ] RFL: Testing with features: ['add_vwap']
[2025-10-11T13:30:10.997080] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:30:25.270113] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:30:38.192192] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:30:46.206205] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:30:46.698306] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:30:59.191006] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:31:12.965058] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:31:27.176022] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:31:41.652219] [DEBUG] [FORECASTER] RFL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:31:42.167429] [DEBUG] [FORECASTER] RFL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:31:42.167615] [INFO ] [CONFIGURE ] RFL: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T13:31:42.167700] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 575 tests
[2025-10-11T13:31:42.167785] [INFO ] [CONFIGURE ] RFL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:31:42.167841] [INFO ] [CONFIGURE ] RFL: Best accuracy: 70.00%
[2025-10-11T13:31:42.167874] [INFO ] [CONFIGURE ] RFL: Best feature set (0 features): []
[2025-10-11T13:31:42.167902] [INFO ] [CONFIGURE ] RFL: Improvement over baseline: 0.00%
[2025-10-11T13:31:42.167929] [INFO ] [CONFIGURE ] RFL: Total time: 39.6 minutes
[2025-10-11T13:31:42.167955] [INFO ] [CONFIGURE ] RFL: Average time per feature: 82.0 seconds
[2025-10-11T13:31:42.167984] [INFO ] [CONFIGURE ] RFL: Average speed: 0.01 features/sec
[2025-10-11T13:31:42.168636] [INFO ] [LOCAL     ] Saved configuration for RFL: 0 features, 70.00% accuracy -> ./output/feature-sets/RFL.json
[2025-10-11T13:31:42.168724] [INFO ] [CONFIGURE ] RFL: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-11T13:31:42.168785] [INFO ] [sig       ] [202/220] Successfully configured RFL | 0.00 sym/s | Total: 14.8h | ETA: 1.3h
[2025-10-11T13:31:42.168861] [INFO ] [sig       ] [203/220] Configuring RFM...
[2025-10-11T13:31:42.168930] [INFO ] [CONFIGURE ] RFM: Configurate test run.
[2025-10-11T13:31:42.169002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-10-11T13:31:42.182596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFM'.
[2025-10-11T13:31:42.182930] [INFO ] [CONFIGURE ] RFM: Testing with 29 available features
[2025-10-11T13:31:42.182985] [INFO ] [CONFIGURE ] RFM: Establishing baseline with no features...
[2025-10-11T13:31:42.541449] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:31:54.879187] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:32:07.601112] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:32:19.828187] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:32:19.988248] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:32:20.155388] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:32:31.698742] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:32:33.001837] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:32:33.485205] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:32:46.927419] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:32:46.927614] [INFO ] [CONFIGURE ] RFM: Baseline score (no features): 30.00%
[2025-10-11T13:32:46.927702] [INFO ] [CONFIGURE ] RFM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:32:46.927750] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:32:58.360025] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:33:10.333771] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:33:22.421358] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:33:34.370801] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:33:36.589432] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:33:48.728764] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:33:50.051831] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:33:55.250212] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:34:01.933484] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:34:02.249620] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:34:02.249871] [INFO ] [CONFIGURE ] RFM: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T13:34:02.249936] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 574 tests
[2025-10-11T13:34:02.249990] [INFO ] [CONFIGURE ] RFM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:34:02.250049] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:34:02.647308] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:34:02.944303] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:34:15.295601] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:34:27.416463] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:34:39.749563] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:34:51.886047] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:34:55.892995] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:34:57.541853] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:35:09.811895] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:35:15.332558] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:35:15.332810] [INFO ] [CONFIGURE ] RFM: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T13:35:15.332877] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 573 tests
[2025-10-11T13:35:15.332931] [INFO ] [CONFIGURE ] RFM: Testing feature 3/29: add_daily_returns
[2025-10-11T13:35:15.332989] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T13:35:26.880858] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:35:38.327786] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:35:46.303085] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:35:46.607831] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:35:46.802577] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:35:53.310012] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:36:05.001930] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:36:16.618073] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:36:28.622933] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:36:40.589880] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:36:40.590066] [INFO ] [CONFIGURE ] RFM: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T13:36:40.590128] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 572 tests
[2025-10-11T13:36:40.590168] [INFO ] [CONFIGURE ] RFM: Testing feature 4/29: add_ema
[2025-10-11T13:36:40.590201] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T13:36:47.390998] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:36:57.638721] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:37:09.150104] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:37:16.982404] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:37:28.610013] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:37:29.172741] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:37:29.722872] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:37:41.734588] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:37:53.829295] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:38:06.025732] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:38:06.025959] [INFO ] [CONFIGURE ] RFM: DISCARDED add_ema (score: 40.00%)
[2025-10-11T13:38:06.026033] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 8.9s/test | Remaining: 571 tests
[2025-10-11T13:38:06.026104] [INFO ] [CONFIGURE ] RFM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:38:06.026162] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:38:17.296533] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:38:28.863448] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:38:40.580820] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:38:52.335727] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:39:04.280331] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:39:06.071117] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:39:16.814478] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:39:18.615859] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:39:29.371357] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:39:30.197101] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:39:30.197369] [INFO ] [CONFIGURE ] RFM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T13:39:30.197477] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 570 tests
[2025-10-11T13:39:30.197548] [INFO ] [CONFIGURE ] RFM: Testing feature 6/29: add_failed_moves
[2025-10-11T13:39:30.197605] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T13:39:42.011038] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:39:53.896751] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:40:04.020531] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:40:05.337288] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:40:05.936521] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:40:18.016950] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:40:30.279818] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:40:41.719488] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:40:42.189567] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:40:42.679629] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:40:42.679923] [INFO ] [CONFIGURE ] RFM: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T13:40:42.680004] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 569 tests
[2025-10-11T13:40:42.680065] [INFO ] [CONFIGURE ] RFM: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:40:42.680103] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T13:40:54.430403] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:41:06.336077] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:41:18.746706] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:41:30.811513] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:41:43.142833] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:41:55.207486] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:42:06.658510] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:42:16.282447] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:42:16.831111] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:42:17.436639] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:42:17.436933] [INFO ] [CONFIGURE ] RFM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T13:42:17.437018] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 568 tests
[2025-10-11T13:42:17.437098] [INFO ] [CONFIGURE ] RFM: Testing feature 8/29: add_macd
[2025-10-11T13:42:17.437157] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T13:42:28.286678] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:42:39.330432] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:42:50.400831] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:43:01.588866] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:43:12.687334] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:43:12.933035] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:43:17.234429] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:43:21.882367] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:43:30.138819] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:43:41.385238] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:43:41.385503] [INFO ] [CONFIGURE ] RFM: DISCARDED add_macd (score: 50.00%)
[2025-10-11T13:43:41.385580] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 567 tests
[2025-10-11T13:43:41.385669] [INFO ] [CONFIGURE ] RFM: Testing feature 9/29: add_mfi
[2025-10-11T13:43:41.385729] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T13:43:53.030412] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:43:53.926487] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:44:06.183088] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:44:18.398301] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:44:26.369877] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:44:38.241876] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:44:50.466937] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:45:02.576942] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:45:15.034811] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:45:27.673744] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:45:27.673993] [INFO ] [CONFIGURE ] RFM: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T13:45:27.674070] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 566 tests
[2025-10-11T13:45:27.674144] [INFO ] [CONFIGURE ] RFM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:45:27.674203] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:45:39.165358] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:45:39.604448] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:45:48.481480] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:45:57.674725] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:46:09.615527] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:46:21.374687] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:46:27.075245] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:46:27.485168] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:46:28.109844] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:46:40.445149] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:46:40.445363] [INFO ] [CONFIGURE ] RFM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T13:46:40.445440] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 565 tests
[2025-10-11T13:46:40.445499] [INFO ] [CONFIGURE ] RFM: Testing feature 11/29: add_obv_daily
[2025-10-11T13:46:40.445536] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T13:46:51.752726] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:47:03.267027] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:47:14.930524] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:47:22.094079] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:47:22.314953] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:47:22.516746] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:47:34.751436] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:47:41.342436] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:47:53.592688] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:48:06.048243] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:48:06.048444] [INFO ] [CONFIGURE ] RFM: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-11T13:48:06.048550] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.0s/test | Remaining: 564 tests
[2025-10-11T13:48:06.048625] [INFO ] [CONFIGURE ] RFM: Testing feature 12/29: add_obv_interval
[2025-10-11T13:48:06.048709] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T13:48:07.659329] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:48:19.214114] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:48:31.289886] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:48:43.320862] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:48:55.427509] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:49:07.392807] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:49:19.606012] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:49:28.837213] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:49:41.024691] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:49:48.248553] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:49:48.248762] [INFO ] [CONFIGURE ] RFM: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T13:49:48.248820] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 563 tests
[2025-10-11T13:49:48.248858] [INFO ] [CONFIGURE ] RFM: Testing feature 13/29: add_opening_strength
[2025-10-11T13:49:48.248890] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:49:48.702908] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:49:59.889475] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:50:11.242853] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:50:22.676081] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:50:30.517491] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:50:41.910383] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:50:53.506988] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:51:04.976233] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:51:16.322968] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:51:25.316551] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:51:25.316858] [INFO ] [CONFIGURE ] RFM: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-11T13:51:25.316953] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 562 tests
[2025-10-11T13:51:25.317027] [INFO ] [CONFIGURE ] RFM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:51:25.317087] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T13:51:34.152115] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:51:36.555980] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:51:36.889276] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:51:37.168222] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:51:38.117075] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:51:39.100894] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:51:40.550932] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:51:43.691276] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:51:44.586559] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:51:44.933756] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:51:44.933943] [INFO ] [CONFIGURE ] RFM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T13:51:44.934004] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 561 tests
[2025-10-11T13:51:44.934055] [INFO ] [CONFIGURE ] RFM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:51:44.934111] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T13:51:45.123860] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:51:45.323736] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:52:00.569431] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:52:18.405889] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:52:29.962538] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:52:44.576993] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:52:44.771906] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:52:45.448476] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:52:51.080295] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:52:54.486537] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:52:54.486803] [INFO ] [CONFIGURE ] RFM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T13:52:54.486878] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 560 tests
[2025-10-11T13:52:54.486939] [INFO ] [CONFIGURE ] RFM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:52:54.486978] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T13:53:08.536408] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:53:21.946563] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:53:34.114400] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:53:46.216869] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:53:54.638438] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:53:55.549312] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:54:04.212622] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:54:05.809594] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:54:18.409149] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:54:19.242771] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:54:19.243026] [INFO ] [CONFIGURE ] RFM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:54:19.243114] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 559 tests
[2025-10-11T13:54:19.243188] [INFO ] [CONFIGURE ] RFM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:54:19.243244] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T13:54:30.853920] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:54:35.666295] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:54:47.490818] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:54:48.161870] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:54:58.674158] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:54:58.811060] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:54:58.966994] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:54:59.127619] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:54:59.266512] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:54:59.407748] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:54:59.407963] [INFO ] [CONFIGURE ] RFM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T13:54:59.408048] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 558 tests
[2025-10-11T13:54:59.408123] [INFO ] [CONFIGURE ] RFM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:54:59.408181] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T13:54:59.539973] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:54:59.658752] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:54:59.778502] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:54:59.902917] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:00.029162] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:00.156927] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:00.285278] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:00.411018] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:00.536953] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:00.663232] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:00.663374] [INFO ] [CONFIGURE ] RFM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T13:55:00.663417] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 557 tests
[2025-10-11T13:55:00.663453] [INFO ] [CONFIGURE ] RFM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:55:00.663486] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T13:55:00.787480] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:00.914362] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:01.037350] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:01.160112] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:01.285339] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:01.413559] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:01.546401] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:01.692252] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:01.827490] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:01.964828] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:01.965010] [INFO ] [CONFIGURE ] RFM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T13:55:01.965054] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 556 tests
[2025-10-11T13:55:01.965092] [INFO ] [CONFIGURE ] RFM: Testing feature 20/29: add_price_rejection
[2025-10-11T13:55:01.965124] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T13:55:02.113826] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:02.261878] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:02.414339] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:02.552552] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:02.688708] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:02.823281] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:02.957095] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:03.091370] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:03.227257] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:03.365150] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:03.365324] [INFO ] [CONFIGURE ] RFM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T13:55:03.365369] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 555 tests
[2025-10-11T13:55:03.365406] [INFO ] [CONFIGURE ] RFM: Testing feature 21/29: add_range_position
[2025-10-11T13:55:03.365438] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T13:55:03.507471] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:03.650010] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:03.797267] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:03.941728] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:04.085207] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:04.231057] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:04.382913] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:04.528177] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:55:04.703483] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:04.854886] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:04.855052] [INFO ] [CONFIGURE ] RFM: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T13:55:04.855099] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 554 tests
[2025-10-11T13:55:04.855137] [INFO ] [CONFIGURE ] RFM: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:55:04.855168] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T13:55:05.016469] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:05.176359] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:05.338384] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:05.497246] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:05.657568] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:55:05.820536] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:05.982483] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:06.148106] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:55:06.315674] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:06.480299] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:06.480483] [INFO ] [CONFIGURE ] RFM: DISCARDED add_realized_volatility (score: 20.00%)
[2025-10-11T13:55:06.480530] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 553 tests
[2025-10-11T13:55:06.480568] [INFO ] [CONFIGURE ] RFM: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:55:06.480602] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T13:55:06.610659] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:06.743272] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:06.877535] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:07.014439] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:07.144293] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:07.274055] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:07.411843] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:07.542305] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:07.674785] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:07.806914] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:07.807099] [INFO ] [CONFIGURE ] RFM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T13:55:07.807143] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 552 tests
[2025-10-11T13:55:07.807178] [INFO ] [CONFIGURE ] RFM: Testing feature 24/29: add_rsi
[2025-10-11T13:55:07.807211] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T13:55:07.954017] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:08.101897] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:08.249293] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:08.399167] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:08.547720] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:08.696262] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:08.846409] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:08.996560] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:55:09.148686] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:09.299950] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:09.300157] [INFO ] [CONFIGURE ] RFM: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T13:55:09.300202] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 551 tests
[2025-10-11T13:55:09.300238] [INFO ] [CONFIGURE ] RFM: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:55:09.300269] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T13:55:09.425271] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:09.550363] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:09.674798] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:09.799912] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:09.925846] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:55:10.057265] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:10.184892] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:10.332679] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:10.465614] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:10.599142] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:10.599347] [INFO ] [CONFIGURE ] RFM: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T13:55:10.599470] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 550 tests
[2025-10-11T13:55:10.599514] [INFO ] [CONFIGURE ] RFM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:55:10.599546] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T13:55:10.755077] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:10.885719] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:11.015521] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:11.146919] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:11.277520] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:11.407701] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:11.538798] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:11.670781] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:11.803507] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:11.937290] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:11.937441] [INFO ] [CONFIGURE ] RFM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T13:55:11.937483] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 549 tests
[2025-10-11T13:55:11.937517] [INFO ] [CONFIGURE ] RFM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:55:11.937548] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T13:55:12.075503] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:12.219599] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:12.358333] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:12.495480] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:12.634109] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:55:12.773545] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:12.912760] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:13.053446] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:55:13.195130] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:13.341471] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:13.341700] [INFO ] [CONFIGURE ] RFM: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T13:55:13.341764] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 548 tests
[2025-10-11T13:55:13.341802] [INFO ] [CONFIGURE ] RFM: Testing feature 28/29: add_volume_profile
[2025-10-11T13:55:13.341833] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-11T13:55:13.470279] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:13.598582] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:13.727284] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:13.858026] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:13.987461] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:14.123817] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:14.260861] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:14.398774] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:14.537636] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:14.679567] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:14.679722] [INFO ] [CONFIGURE ] RFM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T13:55:14.679777] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 547 tests
[2025-10-11T13:55:14.679834] [INFO ] [CONFIGURE ] RFM: Testing feature 29/29: add_vwap
[2025-10-11T13:55:14.679890] [INFO ] [CONFIGURE ] RFM: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-11T13:55:14.815757] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:14.952475] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:15.083666] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:55:15.212827] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:15.343120] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:15.476614] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:15.610895] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:15.744750] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:55:15.879548] [DEBUG] [FORECASTER] RFM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:16.014896] [DEBUG] [FORECASTER] RFM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:16.015017] [INFO ] [CONFIGURE ] RFM: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T13:55:16.015060] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 546 tests
[2025-10-11T13:55:16.015113] [INFO ] [CONFIGURE ] RFM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:55:16.015192] [INFO ] [CONFIGURE ] RFM: Best accuracy: 50.00%
[2025-10-11T13:55:16.015226] [INFO ] [CONFIGURE ] RFM: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-11T13:55:16.015254] [INFO ] [CONFIGURE ] RFM: Improvement over baseline: 20.00%
[2025-10-11T13:55:16.015280] [INFO ] [CONFIGURE ] RFM: Total time: 22.5 minutes
[2025-10-11T13:55:16.015306] [INFO ] [CONFIGURE ] RFM: Average time per feature: 46.5 seconds
[2025-10-11T13:55:16.015332] [INFO ] [CONFIGURE ] RFM: Average speed: 0.02 features/sec
[2025-10-11T13:55:16.015862] [INFO ] [LOCAL     ] Saved configuration for RFM: 1 features, 50.00% accuracy -> ./output/feature-sets/RFM.json
[2025-10-11T13:55:16.015917] [INFO ] [CONFIGURE ] RFM: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-11T13:55:16.015985] [INFO ] [sig       ] [203/220] Successfully configured RFM | 0.00 sym/s | Total: 15.2h | ETA: 1.3h
[2025-10-11T13:55:16.016062] [INFO ] [sig       ] [204/220] Configuring RFMZ...
[2025-10-11T13:55:16.016131] [INFO ] [CONFIGURE ] RFMZ: Configurate test run.
[2025-10-11T13:55:16.016241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-10-11T13:55:16.028508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFMZ'.
[2025-10-11T13:55:16.028813] [INFO ] [CONFIGURE ] RFMZ: Testing with 29 available features
[2025-10-11T13:55:16.028868] [INFO ] [CONFIGURE ] RFMZ: Establishing baseline with no features...
[2025-10-11T13:55:16.128143] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:16.232364] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:16.331720] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:16.431046] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:16.530504] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:16.630018] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:55:16.731886] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:16.833739] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:16.935330] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:17.039912] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:17.040052] [INFO ] [CONFIGURE ] RFMZ: Baseline score (no features): 50.00%
[2025-10-11T13:55:17.040094] [INFO ] [CONFIGURE ] RFMZ: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:55:17.040125] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:55:17.151271] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:17.261698] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:17.371682] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:17.484175] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:17.597497] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:17.708307] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:17.818635] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:17.929707] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:18.043146] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:18.156860] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:18.157004] [INFO ] [CONFIGURE ] RFMZ: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T13:55:18.157044] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 545 tests
[2025-10-11T13:55:18.157078] [INFO ] [CONFIGURE ] RFMZ: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:55:18.157108] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T13:55:18.284658] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:18.414146] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:18.541936] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:18.671306] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:18.800822] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:18.929544] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:19.059783] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:19.196887] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:19.328879] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:19.460962] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:19.461152] [INFO ] [CONFIGURE ] RFMZ: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T13:55:19.461197] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 544 tests
[2025-10-11T13:55:19.461230] [INFO ] [CONFIGURE ] RFMZ: Testing feature 3/29: add_daily_returns
[2025-10-11T13:55:19.461261] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T13:55:19.593984] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:19.729019] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:19.863045] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:19.997214] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:20.141146] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:20.275357] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:20.410804] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:20.546037] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:20.683323] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:20.821536] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:20.821750] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T13:55:20.821805] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 543 tests
[2025-10-11T13:55:20.821842] [INFO ] [CONFIGURE ] RFMZ: Testing feature 4/29: add_ema
[2025-10-11T13:55:20.821875] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T13:55:20.968380] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:21.115259] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:21.264946] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:21.416049] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:21.568056] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:21.721979] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:21.879510] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:22.033831] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:22.192248] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:22.345589] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:22.345768] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_ema (score: 60.00%)
[2025-10-11T13:55:22.345819] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 542 tests
[2025-10-11T13:55:22.345875] [INFO ] [CONFIGURE ] RFMZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:55:22.345931] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:55:22.498847] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:22.658584] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:55:22.816819] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:22.973830] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:23.130215] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:23.287985] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:23.446555] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:23.609353] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:23.773179] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:23.937336] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:23.937559] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T13:55:23.937605] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 541 tests
[2025-10-11T13:55:23.937667] [INFO ] [CONFIGURE ] RFMZ: Testing feature 6/29: add_failed_moves
[2025-10-11T13:55:23.937726] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T13:55:24.078568] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:24.221543] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:24.364247] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:24.504959] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:24.645272] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:24.785862] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:24.925252] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:25.071615] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:25.222568] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:25.368525] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:25.368721] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T13:55:25.368823] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 540 tests
[2025-10-11T13:55:25.368882] [INFO ] [CONFIGURE ] RFMZ: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:55:25.368918] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T13:55:25.501502] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:25.637567] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:25.771989] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:25.920267] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:26.055073] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:26.190547] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:55:26.329604] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:26.466442] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:26.604874] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:26.745691] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:26.745872] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T13:55:26.745916] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 539 tests
[2025-10-11T13:55:26.745950] [INFO ] [CONFIGURE ] RFMZ: Testing feature 8/29: add_macd
[2025-10-11T13:55:26.745981] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T13:55:26.913423] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:27.081436] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:27.250254] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:27.419186] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:27.592543] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:27.768112] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:27.941207] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:28.121901] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:28.296447] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:28.471864] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:28.472059] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_macd (score: 50.00%)
[2025-10-11T13:55:28.472102] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 538 tests
[2025-10-11T13:55:28.472139] [INFO ] [CONFIGURE ] RFMZ: Testing feature 9/29: add_mfi
[2025-10-11T13:55:28.472170] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T13:55:28.620798] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:28.781786] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:28.958855] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:29.109423] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:29.269950] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:29.455529] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:29.626522] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:29.779064] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:29.932959] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:30.099408] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:30.099598] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T13:55:30.099661] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 537 tests
[2025-10-11T13:55:30.099722] [INFO ] [CONFIGURE ] RFMZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:55:30.099756] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:55:30.273407] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:30.466408] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:30.635367] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:30.804802] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:30.973330] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:31.147306] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:31.316941] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:31.487592] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:31.658585] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:31.831908] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:31.832272] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T13:55:31.832333] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 9.1s/test | Remaining: 536 tests
[2025-10-11T13:55:31.832372] [INFO ] [CONFIGURE ] RFMZ: Testing feature 11/29: add_obv_daily
[2025-10-11T13:55:31.832403] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-11T13:55:31.994083] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:32.138240] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:32.283341] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:32.428380] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:32.577735] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:32.725328] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:32.887181] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:33.033600] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:33.179221] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:33.323502] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:33.323632] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T13:55:33.323714] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 535 tests
[2025-10-11T13:55:33.323758] [INFO ] [CONFIGURE ] RFMZ: Testing feature 12/29: add_obv_interval
[2025-10-11T13:55:33.323813] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-11T13:55:33.463317] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:33.603978] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:33.744240] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:33.886066] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:34.033211] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:34.176596] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:34.318667] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:34.462857] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:55:34.607859] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:34.755048] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:55:34.755227] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T13:55:34.755272] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 534 tests
[2025-10-11T13:55:34.755306] [INFO ] [CONFIGURE ] RFMZ: Testing feature 13/29: add_opening_strength
[2025-10-11T13:55:34.755336] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:55:34.906345] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:35.061370] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:35.219203] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:35.371360] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:35.523965] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:35.678631] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:35.832205] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:35.986889] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:36.141192] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:36.296573] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:36.296857] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T13:55:36.296914] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 533 tests
[2025-10-11T13:55:36.296956] [INFO ] [CONFIGURE ] RFMZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:55:36.296988] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T13:55:36.451308] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:36.605291] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:36.760661] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:36.916848] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:37.077286] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:37.234543] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:37.392615] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:37.552150] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:37.716481] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:37.888820] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:37.889025] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T13:55:37.889072] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 532 tests
[2025-10-11T13:55:37.889107] [INFO ] [CONFIGURE ] RFMZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:55:37.889138] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T13:55:38.050681] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:38.190550] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:38.331914] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:38.496270] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:38.653708] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:38.798063] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:38.945946] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:39.094569] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:39.241723] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:39.384921] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:39.385085] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T13:55:39.385127] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 531 tests
[2025-10-11T13:55:39.385162] [INFO ] [CONFIGURE ] RFMZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:55:39.385193] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T13:55:39.533011] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:39.680324] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:39.830251] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:39.987553] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:55:40.141537] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:40.296587] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:40.448730] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:40.600837] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:40.751080] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:40.900888] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:40.901108] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:55:40.901172] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 530 tests
[2025-10-11T13:55:40.901211] [INFO ] [CONFIGURE ] RFMZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:55:40.901267] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T13:55:41.100159] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:41.251962] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:41.405718] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:41.559348] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:41.716116] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:41.873360] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:42.025596] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:42.180522] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:42.335132] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:42.485588] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:42.485773] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T13:55:42.485823] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 529 tests
[2025-10-11T13:55:42.485859] [INFO ] [CONFIGURE ] RFMZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:55:42.485891] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T13:55:42.623626] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:42.763260] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:42.905784] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:43.046465] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:43.191862] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:43.330390] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:43.468990] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:43.610683] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:43.753688] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:43.900973] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:43.901178] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T13:55:43.901318] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 528 tests
[2025-10-11T13:55:43.901373] [INFO ] [CONFIGURE ] RFMZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:55:43.901408] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T13:55:44.043942] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:44.185541] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:44.327021] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:44.468507] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:44.617728] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:44.761838] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:44.904716] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:45.054200] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:45.197282] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:45.344825] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:45.345020] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T13:55:45.345068] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 527 tests
[2025-10-11T13:55:45.345104] [INFO ] [CONFIGURE ] RFMZ: Testing feature 20/29: add_price_rejection
[2025-10-11T13:55:45.345138] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-11T13:55:45.492089] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:45.642388] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:45.794342] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:45.950898] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:46.101311] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:46.253150] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:55:46.403967] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:46.556325] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:46.705778] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:46.858895] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:46.859081] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T13:55:46.859127] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 526 tests
[2025-10-11T13:55:46.859165] [INFO ] [CONFIGURE ] RFMZ: Testing feature 21/29: add_range_position
[2025-10-11T13:55:46.859197] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-11T13:55:47.015754] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:47.186277] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:47.352293] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:47.559468] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:47.796638] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:48.017750] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:55:48.235747] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:48.399754] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:48.558466] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:48.721887] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:48.722075] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T13:55:48.722121] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 525 tests
[2025-10-11T13:55:48.722160] [INFO ] [CONFIGURE ] RFMZ: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:55:48.722193] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T13:55:48.900455] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:55:49.075475] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:49.249552] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:49.426393] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:49.601046] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:49.774173] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:49.946235] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:50.123851] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:50.299258] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:50.480808] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:50.480996] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T13:55:50.481041] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 524 tests
[2025-10-11T13:55:50.481076] [INFO ] [CONFIGURE ] RFMZ: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:55:50.481107] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T13:55:50.629021] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:50.781516] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:50.938205] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:51.085236] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:51.232263] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:51.379031] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:51.536687] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:51.688015] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:51.856449] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:52.007243] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:52.007415] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T13:55:52.007459] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 523 tests
[2025-10-11T13:55:52.007495] [INFO ] [CONFIGURE ] RFMZ: Testing feature 24/29: add_rsi
[2025-10-11T13:55:52.007527] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T13:55:52.170428] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:52.335229] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:52.500328] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:52.668035] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:52.834414] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:53.001194] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:53.176205] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:55:53.345545] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:53.515261] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:53.685107] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:53.685292] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T13:55:53.685337] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.1s/test | Remaining: 522 tests
[2025-10-11T13:55:53.685374] [INFO ] [CONFIGURE ] RFMZ: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:55:53.685405] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T13:55:53.828005] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:53.972781] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:54.120425] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:54.272741] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:54.421558] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:54.564765] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:54.710181] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:54.861414] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:55.005461] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:55.152945] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:55.153145] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T13:55:55.153193] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 521 tests
[2025-10-11T13:55:55.153228] [INFO ] [CONFIGURE ] RFMZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:55:55.153259] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T13:55:55.301693] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:55.450286] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:55.599951] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:55.754515] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:55.912302] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:56.072881] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:56.256779] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:56.410976] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:56.561831] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:56.711709] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:56.711858] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T13:55:56.711909] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 520 tests
[2025-10-11T13:55:56.711943] [INFO ] [CONFIGURE ] RFMZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:55:56.711973] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T13:55:56.873258] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:57.024264] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:57.179306] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:57.330910] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:57.483622] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:57.647184] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:57.818724] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:57.977350] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:58.137887] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:55:58.298931] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:58.299070] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T13:55:58.299114] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 519 tests
[2025-10-11T13:55:58.299148] [INFO ] [CONFIGURE ] RFMZ: Testing feature 28/29: add_volume_profile
[2025-10-11T13:55:58.299179] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-11T13:55:58.446576] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:55:58.594437] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:55:58.742157] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:55:58.892039] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:55:59.040412] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:55:59.191380] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:55:59.338420] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:55:59.482936] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:55:59.645406] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:55:59.799703] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:55:59.799814] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T13:55:59.799858] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 518 tests
[2025-10-11T13:55:59.799892] [INFO ] [CONFIGURE ] RFMZ: Testing feature 29/29: add_vwap
[2025-10-11T13:55:59.799922] [INFO ] [CONFIGURE ] RFMZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-11T13:55:59.951339] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:00.102528] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:56:00.256932] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:00.406852] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:00.558354] [DEBUG] [FORECASTER] RFMZ: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:56:00.714271] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:56:00.867015] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:56:01.019854] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:01.175591] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:56:01.331406] [DEBUG] [FORECASTER] RFMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:56:01.331531] [INFO ] [CONFIGURE ] RFMZ: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T13:56:01.331575] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 517 tests
[2025-10-11T13:56:01.331611] [INFO ] [CONFIGURE ] RFMZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:56:01.331661] [INFO ] [CONFIGURE ] RFMZ: Best accuracy: 70.00%
[2025-10-11T13:56:01.331719] [INFO ] [CONFIGURE ] RFMZ: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T13:56:01.331751] [INFO ] [CONFIGURE ] RFMZ: Improvement over baseline: 20.00%
[2025-10-11T13:56:01.331779] [INFO ] [CONFIGURE ] RFMZ: Total time: 44.3 seconds
[2025-10-11T13:56:01.331805] [INFO ] [CONFIGURE ] RFMZ: Average time per feature: 1.5 seconds
[2025-10-11T13:56:01.331832] [INFO ] [CONFIGURE ] RFMZ: Average speed: 0.65 features/sec
[2025-10-11T13:56:01.332200] [INFO ] [LOCAL     ] Saved configuration for RFMZ: 2 features, 70.00% accuracy -> ./output/feature-sets/RFMZ.json
[2025-10-11T13:56:01.332255] [INFO ] [CONFIGURE ] RFMZ: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T13:56:01.332315] [INFO ] [sig       ] [204/220] Successfully configured RFMZ | 0.00 sym/s | Total: 15.2h | ETA: 1.2h
[2025-10-11T13:56:01.332391] [INFO ] [sig       ] [205/220] Configuring RGT...
[2025-10-11T13:56:01.332446] [INFO ] [CONFIGURE ] RGT: Configurate test run.
[2025-10-11T13:56:01.332478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-10-11T13:56:01.343533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGT'.
[2025-10-11T13:56:01.343851] [INFO ] [CONFIGURE ] RGT: Testing with 29 available features
[2025-10-11T13:56:01.343905] [INFO ] [CONFIGURE ] RGT: Establishing baseline with no features...
[2025-10-11T13:56:01.449273] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:01.554345] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:01.659406] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:01.765894] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:01.873740] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:01.982402] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:02.093492] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:02.204994] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:02.318015] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:02.427559] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:02.427748] [INFO ] [CONFIGURE ] RGT: Baseline score (no features): 60.00%
[2025-10-11T13:56:02.427800] [INFO ] [CONFIGURE ] RGT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:56:02.427834] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:56:02.544377] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:02.660129] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:02.775993] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:02.894516] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:03.010908] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:03.129520] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:03.251047] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:03.372481] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:03.494929] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:03.623239] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:03.623571] [INFO ] [CONFIGURE ] RGT: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T13:56:03.623681] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 516 tests
[2025-10-11T13:56:03.623762] [INFO ] [CONFIGURE ] RGT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:56:03.623842] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:56:03.758358] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:03.892301] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:04.025550] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:04.158839] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:04.289455] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:04.420493] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:04.549516] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:04.683392] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:04.817425] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:04.949806] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:04.949983] [INFO ] [CONFIGURE ] RGT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T13:56:04.950029] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 515 tests
[2025-10-11T13:56:04.950065] [INFO ] [CONFIGURE ] RGT: Testing feature 3/29: add_daily_returns
[2025-10-11T13:56:04.950099] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns']
[2025-10-11T13:56:05.062789] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:05.175455] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:05.331061] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:05.441592] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:05.552310] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:05.663482] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:05.775500] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:05.885977] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:05.996840] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:06.109128] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:06.109278] [INFO ] [CONFIGURE ] RGT: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T13:56:06.109322] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 514 tests
[2025-10-11T13:56:06.109357] [INFO ] [CONFIGURE ] RGT: Testing feature 4/29: add_ema
[2025-10-11T13:56:06.109389] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T13:56:06.240045] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:06.368874] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:06.499278] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:06.632599] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:06.769157] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:06.898504] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:07.029608] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:07.162072] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:07.293876] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:07.430480] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:07.430806] [INFO ] [CONFIGURE ] RGT: DISCARDED add_ema (score: 40.00%)
[2025-10-11T13:56:07.430868] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 513 tests
[2025-10-11T13:56:07.430906] [INFO ] [CONFIGURE ] RGT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:56:07.430937] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:56:07.562350] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:07.695288] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:07.834296] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:07.981822] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:08.122732] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:08.255573] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:08.395854] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:08.537545] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:08.680049] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:08.829442] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:08.829622] [INFO ] [CONFIGURE ] RGT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T13:56:08.829701] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 512 tests
[2025-10-11T13:56:08.829752] [INFO ] [CONFIGURE ] RGT: Testing feature 6/29: add_failed_moves
[2025-10-11T13:56:08.829787] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T13:56:08.954401] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:09.077082] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:09.201134] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:09.318501] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:09.434406] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:09.551082] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:09.670797] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:09.790360] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:09.912741] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:10.051123] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:10.051301] [INFO ] [CONFIGURE ] RGT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T13:56:10.051349] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 511 tests
[2025-10-11T13:56:10.051384] [INFO ] [CONFIGURE ] RGT: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:56:10.051417] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T13:56:10.162165] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:10.272966] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:10.379839] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:10.489294] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:10.594818] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:10.700296] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:10.807566] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:10.914841] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:11.021506] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:11.134288] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:11.134444] [INFO ] [CONFIGURE ] RGT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T13:56:11.134493] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 510 tests
[2025-10-11T13:56:11.134528] [INFO ] [CONFIGURE ] RGT: Testing feature 8/29: add_macd
[2025-10-11T13:56:11.134560] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T13:56:11.281199] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:11.440539] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:11.584234] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:11.727243] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:11.871998] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:12.017868] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:12.164262] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:12.310106] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:12.455455] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:12.604043] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:12.604225] [INFO ] [CONFIGURE ] RGT: DISCARDED add_macd (score: 60.00%)
[2025-10-11T13:56:12.604269] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 509 tests
[2025-10-11T13:56:12.604305] [INFO ] [CONFIGURE ] RGT: Testing feature 9/29: add_mfi
[2025-10-11T13:56:12.604335] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T13:56:12.722838] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:12.842304] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:12.961226] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:13.080926] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:13.200669] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:13.321580] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:13.442578] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:13.563865] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:13.684887] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:13.808236] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:13.808401] [INFO ] [CONFIGURE ] RGT: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T13:56:13.808444] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 508 tests
[2025-10-11T13:56:13.808480] [INFO ] [CONFIGURE ] RGT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:56:13.808511] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:56:13.940508] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:14.074413] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:14.207424] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:14.342832] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:14.478221] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:14.619624] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:14.756941] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:14.894531] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:15.032853] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:15.172017] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:15.172173] [INFO ] [CONFIGURE ] RGT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T13:56:15.172216] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 507 tests
[2025-10-11T13:56:15.172251] [INFO ] [CONFIGURE ] RGT: Testing feature 11/29: add_obv_daily
[2025-10-11T13:56:15.172282] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T13:56:15.288421] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:15.400803] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:15.514760] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:15.629505] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:15.743388] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:15.857876] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:15.972388] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:16.091380] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:16.206910] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:56:16.323491] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:16.323682] [INFO ] [CONFIGURE ] RGT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T13:56:16.323745] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 506 tests
[2025-10-11T13:56:16.323825] [INFO ] [CONFIGURE ] RGT: Testing feature 12/29: add_obv_interval
[2025-10-11T13:56:16.323877] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T13:56:16.434359] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:16.544433] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:16.655547] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:16.766418] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:16.877510] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:16.989607] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:17.103470] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:17.216048] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:17.329216] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:17.452102] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:17.452270] [INFO ] [CONFIGURE ] RGT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T13:56:17.452320] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 505 tests
[2025-10-11T13:56:17.452356] [INFO ] [CONFIGURE ] RGT: Testing feature 13/29: add_opening_strength
[2025-10-11T13:56:17.452388] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T13:56:17.570142] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:17.685739] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:17.801089] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:17.916960] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:18.033416] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:18.150222] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:18.270087] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:18.389264] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:18.508242] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:56:18.628563] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:18.628727] [INFO ] [CONFIGURE ] RGT: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T13:56:18.628782] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 504 tests
[2025-10-11T13:56:18.628820] [INFO ] [CONFIGURE ] RGT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:56:18.628851] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T13:56:18.752021] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:18.876151] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:19.003771] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:19.128215] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:19.257426] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:19.383100] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:19.509456] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:19.636957] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:19.764911] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:19.906419] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:19.906733] [INFO ] [CONFIGURE ] RGT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T13:56:19.906816] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 503 tests
[2025-10-11T13:56:19.906898] [INFO ] [CONFIGURE ] RGT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:56:19.906994] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T13:56:20.027858] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:20.141205] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:20.252158] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:20.373435] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:20.481786] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:20.591043] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:20.702336] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:20.811949] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:20.921345] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:21.034208] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:21.034390] [INFO ] [CONFIGURE ] RGT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T13:56:21.034434] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 502 tests
[2025-10-11T13:56:21.034470] [INFO ] [CONFIGURE ] RGT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:56:21.034501] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T13:56:21.150455] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:21.268249] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:21.392898] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:21.512370] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:21.629023] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:21.746182] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:21.867638] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:21.985213] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:22.103470] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:22.222102] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:22.222252] [INFO ] [CONFIGURE ] RGT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:56:22.222297] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 501 tests
[2025-10-11T13:56:22.222387] [INFO ] [CONFIGURE ] RGT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:56:22.222426] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T13:56:22.340570] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:22.459364] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:22.583381] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:22.704175] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:22.824231] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:22.945353] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:23.067831] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:23.189140] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:23.314484] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:23.438181] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:23.438323] [INFO ] [CONFIGURE ] RGT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T13:56:23.438366] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 500 tests
[2025-10-11T13:56:23.438401] [INFO ] [CONFIGURE ] RGT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:56:23.438430] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T13:56:23.546194] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:23.655223] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:23.763839] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:23.873821] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:23.982195] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:24.093536] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:24.202265] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:24.314412] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:24.426075] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:24.535962] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:24.536106] [INFO ] [CONFIGURE ] RGT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T13:56:24.536148] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 9.0s/test | Remaining: 499 tests
[2025-10-11T13:56:24.536183] [INFO ] [CONFIGURE ] RGT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:56:24.536215] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T13:56:24.642577] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:24.754076] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:24.862346] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:24.970081] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:25.077737] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:25.186377] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:25.302280] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:25.414312] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:25.528003] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:25.640201] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:25.640353] [INFO ] [CONFIGURE ] RGT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T13:56:25.640396] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 498 tests
[2025-10-11T13:56:25.640431] [INFO ] [CONFIGURE ] RGT: Testing feature 20/29: add_price_rejection
[2025-10-11T13:56:25.640462] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T13:56:25.757774] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:25.873407] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:25.989602] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:26.107496] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:26.225227] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:26.344350] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:26.463671] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:26.584169] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:26.704524] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:26.824612] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:26.824790] [INFO ] [CONFIGURE ] RGT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T13:56:26.824838] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 497 tests
[2025-10-11T13:56:26.824877] [INFO ] [CONFIGURE ] RGT: Testing feature 21/29: add_range_position
[2025-10-11T13:56:26.824908] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T13:56:26.949805] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:27.074441] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:27.202144] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:27.330335] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:27.458040] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:27.588210] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:27.716350] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:27.845187] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:27.973573] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:28.104582] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:28.104884] [INFO ] [CONFIGURE ] RGT: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T13:56:28.104933] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 496 tests
[2025-10-11T13:56:28.104968] [INFO ] [CONFIGURE ] RGT: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:56:28.104998] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T13:56:28.246345] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:28.389289] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:28.533586] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:28.679520] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:28.828078] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:28.978062] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:29.127344] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:29.276521] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:29.420966] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:29.571612] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:29.571839] [INFO ] [CONFIGURE ] RGT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T13:56:29.571890] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 495 tests
[2025-10-11T13:56:29.571927] [INFO ] [CONFIGURE ] RGT: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:56:29.571957] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T13:56:29.692575] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:29.807683] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:29.924375] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:30.041819] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:30.157511] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:30.277375] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:30.400321] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:30.519672] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:30.645039] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:30.769071] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:30.769250] [INFO ] [CONFIGURE ] RGT: KEPT add_recent_range_context (score: 80.00%)
[2025-10-11T13:56:30.769294] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 494 tests
[2025-10-11T13:56:30.769330] [INFO ] [CONFIGURE ] RGT: Testing feature 24/29: add_rsi
[2025-10-11T13:56:30.769361] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-11T13:56:30.912930] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:31.056237] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:31.200964] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:31.346634] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:31.492856] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:31.638391] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:31.786490] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:31.944321] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:32.109518] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:32.255767] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:32.255957] [INFO ] [CONFIGURE ] RGT: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T13:56:32.256020] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 493 tests
[2025-10-11T13:56:32.256227] [INFO ] [CONFIGURE ] RGT: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:56:32.256302] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-11T13:56:32.382533] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:32.508062] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:32.633164] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:32.762089] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:32.885608] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:33.008438] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:33.131632] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:33.258976] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:33.389491] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:33.515600] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:33.515801] [INFO ] [CONFIGURE ] RGT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T13:56:33.515852] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 492 tests
[2025-10-11T13:56:33.515886] [INFO ] [CONFIGURE ] RGT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:56:33.515916] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-11T13:56:33.642210] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:33.768828] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:33.895079] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:34.022235] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:34.149512] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:34.277939] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:34.406429] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:34.534763] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:34.664592] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:34.797673] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:34.797883] [INFO ] [CONFIGURE ] RGT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T13:56:34.797945] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 491 tests
[2025-10-11T13:56:34.797986] [INFO ] [CONFIGURE ] RGT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:56:34.798018] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-11T13:56:34.932360] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:34.993416] [FATAL] [FORECASTER] Failed to test lookback=10: [13:56:34] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.055219] [FATAL] [FORECASTER] Failed to test lookback=9: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.117249] [FATAL] [FORECASTER] Failed to test lookback=8: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.179320] [FATAL] [FORECASTER] Failed to test lookback=7: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.241824] [FATAL] [FORECASTER] Failed to test lookback=6: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.304991] [FATAL] [FORECASTER] Failed to test lookback=5: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.368159] [FATAL] [FORECASTER] Failed to test lookback=4: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.431576] [FATAL] [FORECASTER] Failed to test lookback=3: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.495818] [FATAL] [FORECASTER] Failed to test lookback=2: [13:56:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fd3a8ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fd3a8feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fd3a8fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fd3a8fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fd3a8f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fd3a8bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fd3d1c1e056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fd3d1c1974d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fd3d1c1c64e]


[2025-10-11T13:56:35.496141] [INFO ] [CONFIGURE ] RGT: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T13:56:35.496189] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 490 tests
[2025-10-11T13:56:35.496226] [INFO ] [CONFIGURE ] RGT: Testing feature 28/29: add_volume_profile
[2025-10-11T13:56:35.496256] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_profile']
[2025-10-11T13:56:35.623691] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:56:35.752015] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:56:35.879741] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:36.007977] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:36.141618] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:36.276234] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:36.408375] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:36.544144] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:56:36.691404] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:36.825203] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:36.825380] [INFO ] [CONFIGURE ] RGT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T13:56:36.825424] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 489 tests
[2025-10-11T13:56:36.825480] [INFO ] [CONFIGURE ] RGT: Testing feature 29/29: add_vwap
[2025-10-11T13:56:36.825539] [INFO ] [CONFIGURE ] RGT: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_vwap']
[2025-10-11T13:56:36.960312] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:56:37.096854] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:56:37.232696] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:37.364603] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:56:37.501160] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:56:37.645318] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:37.782477] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:37.921530] [DEBUG] [FORECASTER] RGT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:56:38.059258] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:56:38.197158] [DEBUG] [FORECASTER] RGT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:38.197357] [INFO ] [CONFIGURE ] RGT: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T13:56:38.197406] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 488 tests
[2025-10-11T13:56:38.197480] [INFO ] [CONFIGURE ] RGT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:56:38.197538] [INFO ] [CONFIGURE ] RGT: Best accuracy: 80.00%
[2025-10-11T13:56:38.197574] [INFO ] [CONFIGURE ] RGT: Best feature set (2 features): ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T13:56:38.197604] [INFO ] [CONFIGURE ] RGT: Improvement over baseline: 20.00%
[2025-10-11T13:56:38.197632] [INFO ] [CONFIGURE ] RGT: Total time: 35.8 seconds
[2025-10-11T13:56:38.197699] [INFO ] [CONFIGURE ] RGT: Average time per feature: 1.2 seconds
[2025-10-11T13:56:38.197741] [INFO ] [CONFIGURE ] RGT: Average speed: 0.81 features/sec
[2025-10-11T13:56:38.198363] [INFO ] [LOCAL     ] Saved configuration for RGT: 2 features, 80.00% accuracy -> ./output/feature-sets/RGT.json
[2025-10-11T13:56:38.198420] [INFO ] [CONFIGURE ] RGT: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T13:56:38.198505] [INFO ] [sig       ] [205/220] Successfully configured RGT | 0.00 sym/s | Total: 15.2h | ETA: 1.1h
[2025-10-11T13:56:38.198585] [INFO ] [sig       ] [206/220] Configuring RIG...
[2025-10-11T13:56:38.198670] [INFO ] [CONFIGURE ] RIG: Configurate test run.
[2025-10-11T13:56:38.198746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-10-11T13:56:38.211758] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIG'.
[2025-10-11T13:56:38.212137] [INFO ] [CONFIGURE ] RIG: Testing with 29 available features
[2025-10-11T13:56:38.212194] [INFO ] [CONFIGURE ] RIG: Establishing baseline with no features...
[2025-10-11T13:56:38.320120] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:56:38.422045] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:38.523194] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:56:38.634412] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:38.738562] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:56:38.845119] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:38.954065] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:39.068838] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:39.179951] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:39.290524] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:39.290699] [INFO ] [CONFIGURE ] RIG: Baseline score (no features): 50.00%
[2025-10-11T13:56:39.290758] [INFO ] [CONFIGURE ] RIG: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:56:39.290795] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:56:39.415356] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:39.558297] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:39.699319] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:39.865343] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:40.019120] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:56:40.174019] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:40.315418] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:40.454486] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:40.585420] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:40.705568] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:40.705747] [INFO ] [CONFIGURE ] RIG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T13:56:40.705802] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 487 tests
[2025-10-11T13:56:40.705840] [INFO ] [CONFIGURE ] RIG: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:56:40.705872] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:56:40.825318] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:40.946390] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:56:41.071816] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:41.196009] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:41.320161] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:41.439815] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:41.561282] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:56:41.687172] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:41.817769] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:41.949907] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:41.950093] [INFO ] [CONFIGURE ] RIG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T13:56:41.950137] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 486 tests
[2025-10-11T13:56:41.950170] [INFO ] [CONFIGURE ] RIG: Testing feature 3/29: add_daily_returns
[2025-10-11T13:56:41.950200] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_daily_returns']
[2025-10-11T13:56:42.061355] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:42.176476] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:42.288834] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:42.407114] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:42.515899] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:42.627672] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:42.737087] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:42.848869] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:42.960923] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:43.075329] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:43.075520] [INFO ] [CONFIGURE ] RIG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T13:56:43.075582] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 485 tests
[2025-10-11T13:56:43.075621] [INFO ] [CONFIGURE ] RIG: Testing feature 4/29: add_ema
[2025-10-11T13:56:43.075681] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema']
[2025-10-11T13:56:43.199703] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:43.319370] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:43.444672] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:43.563594] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:43.687586] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:43.812723] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:43.932921] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:44.053415] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:44.173840] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:44.295021] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:44.295179] [INFO ] [CONFIGURE ] RIG: KEPT add_ema (score: 60.00%)
[2025-10-11T13:56:44.295223] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 484 tests
[2025-10-11T13:56:44.295258] [INFO ] [CONFIGURE ] RIG: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:56:44.295289] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:56:44.438335] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:44.579804] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:44.723493] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:44.870275] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:45.014426] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:45.158830] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:45.315325] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:45.464704] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:45.615483] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:45.766381] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:45.766541] [INFO ] [CONFIGURE ] RIG: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T13:56:45.766584] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 483 tests
[2025-10-11T13:56:45.766619] [INFO ] [CONFIGURE ] RIG: Testing feature 6/29: add_failed_moves
[2025-10-11T13:56:45.766676] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T13:56:45.919408] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:46.071848] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:46.224528] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:46.379035] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:46.530576] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:46.681929] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:46.833752] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:46.986516] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:47.141563] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:47.293054] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:47.293208] [INFO ] [CONFIGURE ] RIG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T13:56:47.293249] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 482 tests
[2025-10-11T13:56:47.293283] [INFO ] [CONFIGURE ] RIG: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:56:47.293314] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T13:56:47.431892] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:47.571050] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:47.752784] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:47.904334] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:48.055828] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:48.204945] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:48.355636] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:48.509715] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:48.665367] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:48.819180] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:48.819383] [INFO ] [CONFIGURE ] RIG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T13:56:48.819427] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 481 tests
[2025-10-11T13:56:48.819461] [INFO ] [CONFIGURE ] RIG: Testing feature 8/29: add_macd
[2025-10-11T13:56:48.819493] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T13:56:48.992065] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:49.169745] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:49.359051] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:49.534545] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:49.711539] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:49.885503] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:50.061389] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:50.243532] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:50.420677] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:50.606390] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:50.606621] [INFO ] [CONFIGURE ] RIG: DISCARDED add_macd (score: 70.00%)
[2025-10-11T13:56:50.606734] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 480 tests
[2025-10-11T13:56:50.606786] [INFO ] [CONFIGURE ] RIG: Testing feature 9/29: add_mfi
[2025-10-11T13:56:50.606820] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T13:56:50.793300] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:50.955240] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:51.118767] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:51.280955] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:51.444207] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:51.613422] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:51.785951] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:51.964386] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:52.133045] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:52.297189] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:52.297366] [INFO ] [CONFIGURE ] RIG: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T13:56:52.297410] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 479 tests
[2025-10-11T13:56:52.297445] [INFO ] [CONFIGURE ] RIG: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:56:52.297477] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:56:52.467035] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:52.640550] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:52.815231] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:52.991327] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:53.165455] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:53.340582] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:53.524145] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:53.700725] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:53.890498] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:54.076904] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:54.077111] [INFO ] [CONFIGURE ] RIG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T13:56:54.077156] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 478 tests
[2025-10-11T13:56:54.077255] [INFO ] [CONFIGURE ] RIG: Testing feature 11/29: add_obv_daily
[2025-10-11T13:56:54.077297] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T13:56:54.231379] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:54.384606] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:54.535036] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:54.687527] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:54.842347] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:56:55.000029] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:55.154871] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:55.312584] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:55.480168] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:55.669851] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:56:55.670085] [INFO ] [CONFIGURE ] RIG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T13:56:55.670210] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 477 tests
[2025-10-11T13:56:55.670275] [INFO ] [CONFIGURE ] RIG: Testing feature 12/29: add_obv_interval
[2025-10-11T13:56:55.670346] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T13:56:55.845286] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:56.024629] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:56.186086] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:56.350541] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:56.512372] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:56.671022] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:56:56.859257] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:57.020576] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:57.186630] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:57.349764] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:57.349990] [INFO ] [CONFIGURE ] RIG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T13:56:57.350037] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 476 tests
[2025-10-11T13:56:57.350073] [INFO ] [CONFIGURE ] RIG: Testing feature 13/29: add_opening_strength
[2025-10-11T13:56:57.350104] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:56:57.521169] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:57.687219] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:57.853538] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:58.026154] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:58.197890] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:56:58.368536] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:56:58.534389] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:56:58.702631] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:56:58.878135] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:56:59.050532] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:56:59.050732] [INFO ] [CONFIGURE ] RIG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T13:56:59.050789] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 475 tests
[2025-10-11T13:56:59.050828] [INFO ] [CONFIGURE ] RIG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:56:59.050861] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T13:56:59.218449] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:56:59.397251] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:56:59.566339] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:56:59.736017] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:56:59.907490] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:00.078351] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:00.253759] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:00.431602] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:00.605066] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:00.775778] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:00.775960] [INFO ] [CONFIGURE ] RIG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T13:57:00.776016] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 474 tests
[2025-10-11T13:57:00.776054] [INFO ] [CONFIGURE ] RIG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:57:00.776085] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T13:57:00.940689] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:01.094723] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:01.249267] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:01.404191] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:01.558605] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:01.717392] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:01.901010] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:02.057423] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:02.216634] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:02.372947] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:02.373109] [INFO ] [CONFIGURE ] RIG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T13:57:02.373152] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 473 tests
[2025-10-11T13:57:02.373187] [INFO ] [CONFIGURE ] RIG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:57:02.373217] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T13:57:02.528853] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:02.686303] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:02.847380] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:03.005504] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:03.170153] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:57:03.329607] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:03.500424] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:03.664119] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:03.828299] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:03.988209] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:03.988440] [INFO ] [CONFIGURE ] RIG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T13:57:03.988491] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 472 tests
[2025-10-11T13:57:03.988552] [INFO ] [CONFIGURE ] RIG: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:57:03.988584] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T13:57:04.149925] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:04.315920] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:04.483209] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:04.651838] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:04.820344] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:04.995169] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:05.165107] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:05.334728] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:05.506008] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:05.675860] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:57:05.676027] [INFO ] [CONFIGURE ] RIG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T13:57:05.676069] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 471 tests
[2025-10-11T13:57:05.676104] [INFO ] [CONFIGURE ] RIG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:57:05.676136] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T13:57:05.822779] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:05.978581] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:06.127832] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:06.278045] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:06.439212] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:06.590479] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:06.743274] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:06.895516] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:07.050065] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:07.215331] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:07.215560] [INFO ] [CONFIGURE ] RIG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T13:57:07.215613] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 470 tests
[2025-10-11T13:57:07.215686] [INFO ] [CONFIGURE ] RIG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:57:07.215740] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T13:57:07.366967] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:07.512830] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:07.659303] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:07.821058] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:07.969609] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:08.116230] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:08.263096] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:08.412815] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:08.561177] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:08.709310] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:08.709475] [INFO ] [CONFIGURE ] RIG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T13:57:08.709518] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 469 tests
[2025-10-11T13:57:08.709553] [INFO ] [CONFIGURE ] RIG: Testing feature 20/29: add_price_rejection
[2025-10-11T13:57:08.709585] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T13:57:08.866530] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:09.022925] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:09.183285] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:09.350022] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:09.513478] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:09.675497] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:09.846423] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:10.008301] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:10.173357] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:10.337313] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:10.337507] [INFO ] [CONFIGURE ] RIG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T13:57:10.337552] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 468 tests
[2025-10-11T13:57:10.337587] [INFO ] [CONFIGURE ] RIG: Testing feature 21/29: add_range_position
[2025-10-11T13:57:10.337620] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T13:57:10.508966] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:10.681803] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:10.855602] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:11.018317] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:11.184213] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:11.369873] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:11.550352] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:11.730905] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:11.900623] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:12.072855] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:12.073022] [INFO ] [CONFIGURE ] RIG: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T13:57:12.073069] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 467 tests
[2025-10-11T13:57:12.073103] [INFO ] [CONFIGURE ] RIG: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:57:12.073134] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T13:57:12.271428] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:12.455898] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:12.641271] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:12.821880] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:13.029048] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:13.220962] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:13.412442] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:13.598955] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:13.784478] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:13.971047] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:57:13.971251] [INFO ] [CONFIGURE ] RIG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T13:57:13.971314] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 466 tests
[2025-10-11T13:57:13.971352] [INFO ] [CONFIGURE ] RIG: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:57:13.971383] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T13:57:14.125184] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:14.280809] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:14.443803] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:14.613367] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:14.778144] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:14.936189] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:15.096178] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:15.262440] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:15.431446] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:15.595884] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:15.596042] [INFO ] [CONFIGURE ] RIG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T13:57:15.596085] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 465 tests
[2025-10-11T13:57:15.596119] [INFO ] [CONFIGURE ] RIG: Testing feature 24/29: add_rsi
[2025-10-11T13:57:15.596150] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-10-11T13:57:15.753612] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:15.910992] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:16.069772] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:16.224485] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:16.379341] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:16.534562] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:16.691581] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:16.854838] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:17.019262] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:17.182565] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:17.182750] [INFO ] [CONFIGURE ] RIG: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T13:57:17.182804] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 464 tests
[2025-10-11T13:57:17.182841] [INFO ] [CONFIGURE ] RIG: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:57:17.182890] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T13:57:17.339302] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:17.493102] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:17.646916] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:17.804584] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:17.960772] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:18.120439] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:18.286563] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:18.447210] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:18.604612] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:18.760908] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:18.761088] [INFO ] [CONFIGURE ] RIG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T13:57:18.761132] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 463 tests
[2025-10-11T13:57:18.761165] [INFO ] [CONFIGURE ] RIG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:57:18.761195] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T13:57:18.914782] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:19.071246] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:19.226387] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:19.400578] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:19.578365] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:19.743136] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:57:19.914702] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:20.076567] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:20.245385] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:20.412293] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:20.412456] [INFO ] [CONFIGURE ] RIG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T13:57:20.412499] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 9.0s/test | Remaining: 462 tests
[2025-10-11T13:57:20.412534] [INFO ] [CONFIGURE ] RIG: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:57:20.412565] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T13:57:20.584098] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:20.756470] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:20.926438] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:21.096062] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:21.265306] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:21.436765] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:21.611449] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:21.785312] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:21.960262] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:22.135173] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:22.135324] [INFO ] [CONFIGURE ] RIG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T13:57:22.135367] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 461 tests
[2025-10-11T13:57:22.135405] [INFO ] [CONFIGURE ] RIG: Testing feature 28/29: add_volume_profile
[2025-10-11T13:57:22.135439] [INFO ] [CONFIGURE ] RIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T13:57:22.291733] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:22.448517] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:57:22.606990] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:57:22.766661] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:57:22.925524] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:57:23.084402] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:57:23.242408] [DEBUG] [FORECASTER] RIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:23.398242] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:57:23.559581] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:57:23.725693] [DEBUG] [FORECASTER] RIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:23.725877] [INFO ] [CONFIGURE ] RIG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T13:57:23.725922] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 460 tests
[2025-10-11T13:57:23.725960] [INFO ] [CONFIGURE ] RIG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:57:23.725991] [INFO ] [CONFIGURE ] RIG: Best accuracy: 70.00%
[2025-10-11T13:57:23.726025] [INFO ] [CONFIGURE ] RIG: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:57:23.726055] [INFO ] [CONFIGURE ] RIG: Improvement over baseline: 20.00%
[2025-10-11T13:57:23.726082] [INFO ] [CONFIGURE ] RIG: Total time: 44.4 seconds
[2025-10-11T13:57:23.726109] [INFO ] [CONFIGURE ] RIG: Average time per feature: 1.6 seconds
[2025-10-11T13:57:23.726137] [INFO ] [CONFIGURE ] RIG: Average speed: 0.65 features/sec
[2025-10-11T13:57:23.726800] [INFO ] [LOCAL     ] Saved configuration for RIG: 3 features, 70.00% accuracy -> ./output/feature-sets/RIG.json
[2025-10-11T13:57:23.726858] [INFO ] [CONFIGURE ] RIG: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T13:57:23.726939] [INFO ] [sig       ] [206/220] Successfully configured RIG | 0.00 sym/s | Total: 15.2h | ETA: 1.0h
[2025-10-11T13:57:23.727006] [INFO ] [sig       ] [207/220] Configuring RLTY...
[2025-10-11T13:57:23.727052] [INFO ] [CONFIGURE ] RLTY: Configurate test run.
[2025-10-11T13:57:23.727120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-10-11T13:57:23.743706] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLTY'.
[2025-10-11T13:57:23.744271] [INFO ] [CONFIGURE ] RLTY: Testing with 29 available features
[2025-10-11T13:57:23.744342] [INFO ] [CONFIGURE ] RLTY: Establishing baseline with no features...
[2025-10-11T13:57:23.878767] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:23.986197] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:24.085420] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:24.187347] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:24.298262] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:24.408734] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:24.511187] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:24.614832] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:24.717751] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:24.821469] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:24.821602] [INFO ] [CONFIGURE ] RLTY: Baseline score (no features): 40.00%
[2025-10-11T13:57:24.821664] [INFO ] [CONFIGURE ] RLTY: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:57:24.821721] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:57:24.934039] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:25.045929] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:25.160191] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:25.274425] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:25.388159] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:25.503418] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:25.619028] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:25.735681] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:25.865394] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:25.982991] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:25.983152] [INFO ] [CONFIGURE ] RLTY: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T13:57:25.983195] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 459 tests
[2025-10-11T13:57:25.983228] [INFO ] [CONFIGURE ] RLTY: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:57:25.983259] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T13:57:26.114639] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:26.248872] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:57:26.380881] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:26.514870] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:26.650349] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:26.790435] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:26.927473] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:27.099094] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:27.237171] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:27.377096] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:27.377271] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T13:57:27.377316] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 458 tests
[2025-10-11T13:57:27.377354] [INFO ] [CONFIGURE ] RLTY: Testing feature 3/29: add_daily_returns
[2025-10-11T13:57:27.377387] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T13:57:27.500042] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:27.630125] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:27.765996] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:27.887712] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:28.006957] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:57:28.128636] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:28.255900] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:28.378939] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:28.502676] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:28.628283] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:28.628443] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T13:57:28.628486] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 457 tests
[2025-10-11T13:57:28.628520] [INFO ] [CONFIGURE ] RLTY: Testing feature 4/29: add_ema
[2025-10-11T13:57:28.628551] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T13:57:28.759237] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:28.891037] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:29.028575] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:29.161047] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:29.297525] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:29.433927] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:29.571202] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:57:29.713720] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:29.851010] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:29.996458] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:29.996706] [INFO ] [CONFIGURE ] RLTY: KEPT add_ema (score: 70.00%)
[2025-10-11T13:57:29.996780] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 456 tests
[2025-10-11T13:57:29.996818] [INFO ] [CONFIGURE ] RLTY: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:57:29.997009] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:57:30.163511] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:30.319262] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:30.489417] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:30.660816] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:30.830853] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:31.002584] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:31.175772] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:31.356898] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:31.560065] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:31.749126] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:31.749320] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T13:57:31.749365] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 455 tests
[2025-10-11T13:57:31.749401] [INFO ] [CONFIGURE ] RLTY: Testing feature 6/29: add_failed_moves
[2025-10-11T13:57:31.749432] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-11T13:57:31.933751] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:32.137207] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:32.338447] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:32.539057] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:32.713476] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:32.875613] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:33.040508] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:57:33.204449] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:33.370246] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:33.520794] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:33.521009] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T13:57:33.521073] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 454 tests
[2025-10-11T13:57:33.521111] [INFO ] [CONFIGURE ] RLTY: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:57:33.521141] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-11T13:57:33.650947] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:33.780277] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:33.911731] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:34.042109] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:34.189634] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:34.336774] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:34.482960] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:34.625274] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:34.766345] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:34.903571] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:34.903786] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T13:57:34.903839] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 453 tests
[2025-10-11T13:57:34.903876] [INFO ] [CONFIGURE ] RLTY: Testing feature 8/29: add_macd
[2025-10-11T13:57:34.903909] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T13:57:35.092076] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:35.268543] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:35.439582] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:35.616195] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:35.799944] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:35.970497] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:36.143083] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:36.314878] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:36.488597] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:36.658149] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:36.658375] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_macd (score: 50.00%)
[2025-10-11T13:57:36.658439] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 452 tests
[2025-10-11T13:57:36.658478] [INFO ] [CONFIGURE ] RLTY: Testing feature 9/29: add_mfi
[2025-10-11T13:57:36.658510] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-11T13:57:36.808344] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:36.956851] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:37.104825] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:37.255355] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:37.404361] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:37.553799] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:37.703013] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:57:37.854090] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:38.008660] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:38.164780] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:38.165010] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T13:57:38.165075] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 451 tests
[2025-10-11T13:57:38.165114] [INFO ] [CONFIGURE ] RLTY: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:57:38.165146] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:57:38.325108] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:38.492037] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:57:38.684357] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:38.850569] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:39.011989] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:39.191541] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:39.363184] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:39.536530] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:39.704385] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:39.878102] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:39.878341] [INFO ] [CONFIGURE ] RLTY: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-11T13:57:39.878388] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 450 tests
[2025-10-11T13:57:39.878427] [INFO ] [CONFIGURE ] RLTY: Testing feature 11/29: add_obv_daily
[2025-10-11T13:57:39.878461] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T13:57:40.055674] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:40.250881] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:40.430264] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:40.622198] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:40.797265] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:57:40.967724] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:41.139277] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:41.311240] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:41.483918] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:41.661393] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:41.661579] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T13:57:41.661630] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 449 tests
[2025-10-11T13:57:41.661702] [INFO ] [CONFIGURE ] RLTY: Testing feature 12/29: add_obv_interval
[2025-10-11T13:57:41.661744] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T13:57:41.827224] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:41.991896] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:42.160859] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:42.364331] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:42.539300] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:42.708159] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:42.876262] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:43.044845] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:43.220064] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:43.392367] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:43.392515] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T13:57:43.392557] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 448 tests
[2025-10-11T13:57:43.392591] [INFO ] [CONFIGURE ] RLTY: Testing feature 13/29: add_opening_strength
[2025-10-11T13:57:43.392621] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:57:43.567306] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:43.744360] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:43.925236] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:44.104139] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:44.283770] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:44.465400] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:44.651494] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:57:44.834155] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:45.017317] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:45.222170] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:45.222425] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T13:57:45.222491] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 447 tests
[2025-10-11T13:57:45.222537] [INFO ] [CONFIGURE ] RLTY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:57:45.222606] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T13:57:45.444394] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:45.664478] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:45.868884] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:46.047608] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:46.232112] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:46.411673] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:46.590626] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:57:46.771273] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:46.954477] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:47.135419] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:47.135554] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T13:57:47.135597] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 446 tests
[2025-10-11T13:57:47.135630] [INFO ] [CONFIGURE ] RLTY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:57:47.135698] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T13:57:47.305616] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:47.475547] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:47.646637] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:47.818232] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:47.990867] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:48.164979] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:48.346427] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:48.522158] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:48.696587] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:48.872440] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:48.872600] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T13:57:48.872665] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 445 tests
[2025-10-11T13:57:48.872723] [INFO ] [CONFIGURE ] RLTY: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:57:48.872757] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T13:57:49.047098] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:49.223518] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:49.399496] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:49.576424] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:49.753865] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:49.935412] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:50.111017] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:50.288666] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:50.471542] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:50.653253] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:57:50.653414] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T13:57:50.653457] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 9.0s/test | Remaining: 444 tests
[2025-10-11T13:57:50.653490] [INFO ] [CONFIGURE ] RLTY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:57:50.653521] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T13:57:50.821766] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:51.012597] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:51.185427] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:51.359313] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:51.535615] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:51.706482] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:51.878878] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:52.049495] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:52.217490] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:52.388406] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:52.388629] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T13:57:52.388711] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 443 tests
[2025-10-11T13:57:52.388754] [INFO ] [CONFIGURE ] RLTY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:57:52.388787] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T13:57:52.556271] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:52.722523] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:52.889285] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:53.055400] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:53.220225] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:53.393965] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:53.568036] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:53.744286] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:53.925488] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:57:54.106963] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:54.107130] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T13:57:54.107172] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 442 tests
[2025-10-11T13:57:54.107207] [INFO ] [CONFIGURE ] RLTY: Testing feature 20/29: add_price_rejection
[2025-10-11T13:57:54.107242] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T13:57:54.294826] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:54.506317] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:57:54.689893] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:54.873701] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:57:55.060388] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:55.245720] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:55.431732] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:55.622779] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:55.819127] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:56.007827] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:56.008042] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T13:57:56.008107] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 441 tests
[2025-10-11T13:57:56.008146] [INFO ] [CONFIGURE ] RLTY: Testing feature 21/29: add_range_position
[2025-10-11T13:57:56.008178] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T13:57:56.201404] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:56.395398] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:57:56.590224] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:56.777154] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:56.969117] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:57.165470] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:57:57.365410] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:57.558485] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:57:57.753060] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:57:57.948045] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:57:57.948212] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T13:57:57.948257] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 440 tests
[2025-10-11T13:57:57.948293] [INFO ] [CONFIGURE ] RLTY: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:57:57.948324] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T13:57:58.154826] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:57:58.366886] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:57:58.575275] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:57:58.783352] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:57:58.987875] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:57:59.200155] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:57:59.413279] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:57:59.641337] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:57:59.860835] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:58:00.077397] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:00.077592] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T13:58:00.077637] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 439 tests
[2025-10-11T13:58:00.077716] [INFO ] [CONFIGURE ] RLTY: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:58:00.077755] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T13:58:00.264792] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:00.450215] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:00.635362] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:00.817330] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:01.004557] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:01.192128] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:01.381593] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:01.577443] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:01.772780] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:58:01.977346] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:01.977543] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T13:58:01.977587] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 438 tests
[2025-10-11T13:58:01.977624] [INFO ] [CONFIGURE ] RLTY: Testing feature 24/29: add_rsi
[2025-10-11T13:58:01.977692] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi']
[2025-10-11T13:58:02.160729] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:02.345337] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:02.525086] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:02.704235] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:02.884566] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:03.064710] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:03.249073] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:03.430350] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:03.614142] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:58:03.797321] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:03.797515] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T13:58:03.797561] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 437 tests
[2025-10-11T13:58:03.797597] [INFO ] [CONFIGURE ] RLTY: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:58:03.797629] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T13:58:03.973796] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:04.161372] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:04.346190] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:04.541230] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:04.725926] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:04.900703] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:05.077063] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:05.253854] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:05.429396] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:58:05.608129] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:05.608284] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T13:58:05.608328] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 436 tests
[2025-10-11T13:58:05.608362] [INFO ] [CONFIGURE ] RLTY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:58:05.608393] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T13:58:05.779665] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:05.952012] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:06.126307] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:06.300801] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:06.477291] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:06.652841] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:06.827395] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:07.003825] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:07.179516] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:58:07.360086] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:07.360281] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T13:58:07.360326] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 435 tests
[2025-10-11T13:58:07.360362] [INFO ] [CONFIGURE ] RLTY: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:58:07.360395] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T13:58:07.546390] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:07.729581] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:07.915809] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:08.101748] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:08.288858] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:08.486378] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:08.680157] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:08.865701] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:09.059554] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:58:09.248624] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:09.248996] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T13:58:09.249044] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 434 tests
[2025-10-11T13:58:09.249082] [INFO ] [CONFIGURE ] RLTY: Testing feature 28/29: add_volume_profile
[2025-10-11T13:58:09.249115] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T13:58:09.422510] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:09.631265] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:09.808071] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:09.987003] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:10.166461] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:10.349576] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:10.535563] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:10.719053] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:10.907904] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:58:11.098262] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:11.098484] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T13:58:11.098545] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 433 tests
[2025-10-11T13:58:11.098607] [INFO ] [CONFIGURE ] RLTY: Testing feature 29/29: add_vwap
[2025-10-11T13:58:11.098702] [INFO ] [CONFIGURE ] RLTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T13:58:11.278181] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:58:11.457280] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:11.632301] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:11.807577] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:11.981800] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:12.162231] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:58:12.338355] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:12.516014] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:12.697434] [DEBUG] [FORECASTER] RLTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:58:12.882262] [DEBUG] [FORECASTER] RLTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:12.882454] [INFO ] [CONFIGURE ] RLTY: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T13:58:12.882517] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 432 tests
[2025-10-11T13:58:12.882566] [INFO ] [CONFIGURE ] RLTY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:58:12.882621] [INFO ] [CONFIGURE ] RLTY: Best accuracy: 80.00%
[2025-10-11T13:58:12.882687] [INFO ] [CONFIGURE ] RLTY: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:58:12.882735] [INFO ] [CONFIGURE ] RLTY: Improvement over baseline: 40.00%
[2025-10-11T13:58:12.882763] [INFO ] [CONFIGURE ] RLTY: Total time: 48.1 seconds
[2025-10-11T13:58:12.882791] [INFO ] [CONFIGURE ] RLTY: Average time per feature: 1.7 seconds
[2025-10-11T13:58:12.882819] [INFO ] [CONFIGURE ] RLTY: Average speed: 0.60 features/sec
[2025-10-11T13:58:12.883601] [INFO ] [LOCAL     ] Saved configuration for RLTY: 4 features, 80.00% accuracy -> ./output/feature-sets/RLTY.json
[2025-10-11T13:58:12.883683] [INFO ] [CONFIGURE ] RLTY: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T13:58:12.883758] [INFO ] [sig       ] [207/220] Successfully configured RLTY | 0.00 sym/s | Total: 15.2h | ETA: 57.3m
[2025-10-11T13:58:12.883833] [INFO ] [sig       ] [208/220] Configuring RLX...
[2025-10-11T13:58:12.883903] [INFO ] [CONFIGURE ] RLX: Configurate test run.
[2025-10-11T13:58:12.883975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-10-11T13:58:12.897129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLX'.
[2025-10-11T13:58:12.897460] [INFO ] [CONFIGURE ] RLX: Testing with 29 available features
[2025-10-11T13:58:12.897515] [INFO ] [CONFIGURE ] RLX: Establishing baseline with no features...
[2025-10-11T13:58:12.995396] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:13.093459] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:13.193365] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:13.299256] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:13.399104] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:58:13.499146] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:58:13.598440] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:13.702435] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:13.808382] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:13.912902] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:58:13.913043] [INFO ] [CONFIGURE ] RLX: Baseline score (no features): 60.00%
[2025-10-11T13:58:13.913086] [INFO ] [CONFIGURE ] RLX: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:58:13.913118] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:58:14.027411] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:14.151595] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:14.268706] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:14.386356] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:14.502158] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:14.618148] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:14.733908] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:14.858686] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:14.975292] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:15.091686] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:58:15.091835] [INFO ] [CONFIGURE ] RLX: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T13:58:15.091877] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 431 tests
[2025-10-11T13:58:15.091911] [INFO ] [CONFIGURE ] RLX: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:58:15.091941] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T13:58:15.220751] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:15.353670] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:15.490226] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:15.622786] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:15.760917] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:15.904410] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:16.043373] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:16.185728] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:16.332871] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:16.477382] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:16.477636] [INFO ] [CONFIGURE ] RLX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T13:58:16.477719] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 430 tests
[2025-10-11T13:58:16.477760] [INFO ] [CONFIGURE ] RLX: Testing feature 3/29: add_daily_returns
[2025-10-11T13:58:16.477790] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T13:58:16.604227] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:16.732730] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:16.859030] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:16.984991] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:17.112222] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:17.246768] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:17.375730] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:17.504381] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:17.636874] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:17.765839] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:17.765998] [INFO ] [CONFIGURE ] RLX: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T13:58:17.766042] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 429 tests
[2025-10-11T13:58:17.766076] [INFO ] [CONFIGURE ] RLX: Testing feature 4/29: add_ema
[2025-10-11T13:58:17.766107] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T13:58:17.912566] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:18.064295] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:18.212064] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:18.355805] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:18.498994] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:18.655811] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:18.818448] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:18.956881] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:19.096256] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:19.234380] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:19.234570] [INFO ] [CONFIGURE ] RLX: KEPT add_ema (score: 80.00%)
[2025-10-11T13:58:19.234632] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 428 tests
[2025-10-11T13:58:19.234707] [INFO ] [CONFIGURE ] RLX: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:58:19.234749] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:58:19.392052] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:19.555735] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:19.729596] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:19.893985] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:20.056384] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:20.225273] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:20.401490] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:20.563084] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:20.725955] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:20.893061] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:20.893220] [INFO ] [CONFIGURE ] RLX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T13:58:20.893264] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 427 tests
[2025-10-11T13:58:20.893302] [INFO ] [CONFIGURE ] RLX: Testing feature 6/29: add_failed_moves
[2025-10-11T13:58:20.893337] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-11T13:58:21.042512] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:21.180858] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:21.317536] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:21.455712] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:21.597344] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:21.766410] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:21.914899] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:22.062501] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:22.213077] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:22.360703] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:22.360871] [INFO ] [CONFIGURE ] RLX: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T13:58:22.360917] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 426 tests
[2025-10-11T13:58:22.360956] [INFO ] [CONFIGURE ] RLX: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:58:22.360990] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-11T13:58:22.494224] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:22.627205] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:22.763215] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:22.900224] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:23.042620] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:23.178402] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:23.315212] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:23.449296] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:23.628799] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:23.802968] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:23.803465] [INFO ] [CONFIGURE ] RLX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T13:58:23.803544] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 425 tests
[2025-10-11T13:58:23.803675] [INFO ] [CONFIGURE ] RLX: Testing feature 8/29: add_macd
[2025-10-11T13:58:23.803778] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T13:58:24.047440] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:24.301942] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:24.532444] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:24.717543] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:24.888954] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:25.057594] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:25.224989] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:25.396845] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:25.567773] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:25.740160] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:25.740403] [INFO ] [CONFIGURE ] RLX: DISCARDED add_macd (score: 70.00%)
[2025-10-11T13:58:25.740466] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 8.9s/test | Remaining: 424 tests
[2025-10-11T13:58:25.740509] [INFO ] [CONFIGURE ] RLX: Testing feature 9/29: add_mfi
[2025-10-11T13:58:25.740544] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-11T13:58:25.896364] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:26.043717] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:26.202708] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:26.353315] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:26.505309] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:26.654048] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:26.805750] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:26.956294] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:27.108721] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:27.263689] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:27.263871] [INFO ] [CONFIGURE ] RLX: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T13:58:27.263917] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 423 tests
[2025-10-11T13:58:27.263953] [INFO ] [CONFIGURE ] RLX: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:58:27.263986] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:58:27.430099] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:27.595827] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:27.761667] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:27.923179] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:28.086739] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:28.257139] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:28.421423] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:28.590269] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:28.756864] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:28.923057] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:28.923233] [INFO ] [CONFIGURE ] RLX: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T13:58:28.923278] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 422 tests
[2025-10-11T13:58:28.923314] [INFO ] [CONFIGURE ] RLX: Testing feature 11/29: add_obv_daily
[2025-10-11T13:58:28.923346] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-11T13:58:29.068487] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:29.207671] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:29.352219] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T13:58:29.496827] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:29.646055] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:29.793178] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:29.939142] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:30.084212] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:30.230243] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:30.383422] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:30.383611] [INFO ] [CONFIGURE ] RLX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T13:58:30.383685] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 421 tests
[2025-10-11T13:58:30.383741] [INFO ] [CONFIGURE ] RLX: Testing feature 12/29: add_obv_interval
[2025-10-11T13:58:30.383777] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-11T13:58:30.524852] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:30.665473] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:30.836508] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:30.979232] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:31.121177] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:31.267387] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:31.410361] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:31.553593] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:31.696198] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:31.838749] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:31.838922] [INFO ] [CONFIGURE ] RLX: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T13:58:31.838965] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 420 tests
[2025-10-11T13:58:31.839006] [INFO ] [CONFIGURE ] RLX: Testing feature 13/29: add_opening_strength
[2025-10-11T13:58:31.839127] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:58:31.987147] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:32.140182] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:32.291269] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:32.446951] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:32.600445] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:32.756414] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:32.910944] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:33.063993] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:33.217248] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:33.373873] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:33.374048] [INFO ] [CONFIGURE ] RLX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T13:58:33.374093] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 419 tests
[2025-10-11T13:58:33.374131] [INFO ] [CONFIGURE ] RLX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:58:33.374164] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-11T13:58:33.530164] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:33.682262] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:33.842725] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:34.002903] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:34.163567] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:34.318791] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:34.474824] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:34.626800] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:34.778974] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:34.932715] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:34.932867] [INFO ] [CONFIGURE ] RLX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T13:58:34.932911] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 418 tests
[2025-10-11T13:58:34.932945] [INFO ] [CONFIGURE ] RLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:58:34.932976] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-11T13:58:35.065367] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:35.198024] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:35.329939] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:35.462246] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:35.595885] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:35.732619] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:35.873521] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:36.008926] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:36.141539] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:36.274606] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:36.274788] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T13:58:36.274850] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 417 tests
[2025-10-11T13:58:36.274888] [INFO ] [CONFIGURE ] RLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:58:36.274920] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-11T13:58:36.410697] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:36.546131] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:36.682387] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:36.819452] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:36.958225] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:37.097720] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:37.244426] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:37.387638] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:37.530332] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:37.674338] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:37.674502] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:58:37.674547] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 416 tests
[2025-10-11T13:58:37.674583] [INFO ] [CONFIGURE ] RLX: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:58:37.674615] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-11T13:58:37.823626] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:37.973028] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:38.125504] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:38.276884] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:38.427689] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:38.578120] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:38.735481] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:38.904871] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:39.057934] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:39.212732] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:39.212957] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T13:58:39.213007] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 415 tests
[2025-10-11T13:58:39.213043] [INFO ] [CONFIGURE ] RLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:58:39.213075] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-11T13:58:39.350094] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:39.486931] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:39.622005] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:39.756313] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:39.906237] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:40.045089] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:40.182588] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:40.321718] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:40.460855] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:40.599517] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:40.599703] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T13:58:40.599760] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 414 tests
[2025-10-11T13:58:40.599799] [INFO ] [CONFIGURE ] RLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:58:40.599831] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T13:58:40.732325] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:40.867271] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:41.002737] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:41.139869] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:41.298822] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:41.438356] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:41.578320] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:41.723230] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:41.868379] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:42.012567] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:42.012767] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T13:58:42.012819] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 413 tests
[2025-10-11T13:58:42.012855] [INFO ] [CONFIGURE ] RLX: Testing feature 20/29: add_price_rejection
[2025-10-11T13:58:42.012885] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-11T13:58:42.163372] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:42.315563] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:42.466529] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:42.620409] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:42.775124] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:42.937755] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:43.094571] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:43.253372] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:43.410773] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:43.568835] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:43.568957] [INFO ] [CONFIGURE ] RLX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T13:58:43.569000] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 412 tests
[2025-10-11T13:58:43.569081] [INFO ] [CONFIGURE ] RLX: Testing feature 21/29: add_range_position
[2025-10-11T13:58:43.569132] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-11T13:58:43.726973] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:43.885900] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:58:44.044671] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:44.204506] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:44.367820] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:44.526769] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:44.683409] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:44.844950] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:44.997414] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:45.149412] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:45.149543] [INFO ] [CONFIGURE ] RLX: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T13:58:45.149586] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 411 tests
[2025-10-11T13:58:45.149621] [INFO ] [CONFIGURE ] RLX: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:58:45.149680] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-11T13:58:45.312428] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:45.474729] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:45.639396] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:45.804050] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:45.977497] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:46.145743] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:46.319330] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:46.488265] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:46.659222] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:46.835912] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:46.836051] [INFO ] [CONFIGURE ] RLX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T13:58:46.836094] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 410 tests
[2025-10-11T13:58:46.836128] [INFO ] [CONFIGURE ] RLX: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:58:46.836157] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-11T13:58:46.976244] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:47.122072] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:47.270070] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:47.420754] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:47.569164] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:47.718591] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:47.867565] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:48.014817] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:48.162839] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:48.311300] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:48.311476] [INFO ] [CONFIGURE ] RLX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T13:58:48.311529] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 409 tests
[2025-10-11T13:58:48.311569] [INFO ] [CONFIGURE ] RLX: Testing feature 24/29: add_rsi
[2025-10-11T13:58:48.311601] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T13:58:48.455296] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:48.603947] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:48.757735] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:48.901871] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:49.062995] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:49.204743] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:49.347859] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:49.491960] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:49.635885] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:49.779876] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:49.780022] [INFO ] [CONFIGURE ] RLX: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T13:58:49.780066] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 408 tests
[2025-10-11T13:58:49.780102] [INFO ] [CONFIGURE ] RLX: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:58:49.780131] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-11T13:58:49.913805] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:50.045570] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:50.178498] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:50.311207] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:50.444863] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:50.578935] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:50.717621] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:50.854190] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:51.001019] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:51.152278] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:51.152462] [INFO ] [CONFIGURE ] RLX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T13:58:51.152508] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 407 tests
[2025-10-11T13:58:51.152544] [INFO ] [CONFIGURE ] RLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:58:51.152576] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T13:58:51.299857] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:51.450208] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:51.598051] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:51.744259] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:51.888239] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:52.028439] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:52.173273] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:52.314782] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:52.454755] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:52.595415] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:52.595534] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T13:58:52.595576] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 406 tests
[2025-10-11T13:58:52.595610] [INFO ] [CONFIGURE ] RLX: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:58:52.595660] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-11T13:58:52.740445] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:58:52.885347] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:53.031973] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:53.177728] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:53.325534] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:53.474508] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:53.622148] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:53.777556] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:53.931789] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:54.089614] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:54.089831] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T13:58:54.089895] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 8.9s/test | Remaining: 405 tests
[2025-10-11T13:58:54.089935] [INFO ] [CONFIGURE ] RLX: Testing feature 28/29: add_volume_profile
[2025-10-11T13:58:54.089967] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-11T13:58:54.229822] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:54.369351] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:54.511452] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:54.651417] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:54.792298] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:54.935398] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:55.109176] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:55.263393] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:55.408920] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:55.554461] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:55.554667] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T13:58:55.554732] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 8.9s/test | Remaining: 404 tests
[2025-10-11T13:58:55.554795] [INFO ] [CONFIGURE ] RLX: Testing feature 29/29: add_vwap
[2025-10-11T13:58:55.554854] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-11T13:58:55.700598] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:58:55.840953] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:58:55.987912] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:56.133961] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:56.280003] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T13:58:56.426151] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:56.576994] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:58:56.727104] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:56.876551] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:58:57.027855] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T13:58:57.027970] [INFO ] [CONFIGURE ] RLX: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T13:58:57.028013] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 8.9s/test | Remaining: 403 tests
[2025-10-11T13:58:57.028065] [INFO ] [CONFIGURE ] RLX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:58:57.028122] [INFO ] [CONFIGURE ] RLX: Best accuracy: 80.00%
[2025-10-11T13:58:57.028155] [INFO ] [CONFIGURE ] RLX: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-11T13:58:57.028185] [INFO ] [CONFIGURE ] RLX: Improvement over baseline: 20.00%
[2025-10-11T13:58:57.028212] [INFO ] [CONFIGURE ] RLX: Total time: 43.1 seconds
[2025-10-11T13:58:57.028238] [INFO ] [CONFIGURE ] RLX: Average time per feature: 1.5 seconds
[2025-10-11T13:58:57.028265] [INFO ] [CONFIGURE ] RLX: Average speed: 0.67 features/sec
[2025-10-11T13:58:57.028932] [INFO ] [LOCAL     ] Saved configuration for RLX: 2 features, 80.00% accuracy -> ./output/feature-sets/RLX.json
[2025-10-11T13:58:57.028986] [INFO ] [CONFIGURE ] RLX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T13:58:57.029046] [INFO ] [sig       ] [208/220] Successfully configured RLX | 0.00 sym/s | Total: 15.2h | ETA: 52.7m
[2025-10-11T13:58:57.029122] [INFO ] [sig       ] [209/220] Configuring RM...
[2025-10-11T13:58:57.029191] [INFO ] [CONFIGURE ] RM: Configurate test run.
[2025-10-11T13:58:57.029263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-10-11T13:58:57.042628] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RM'.
[2025-10-11T13:58:57.042973] [INFO ] [CONFIGURE ] RM: Testing with 29 available features
[2025-10-11T13:58:57.043027] [INFO ] [CONFIGURE ] RM: Establishing baseline with no features...
[2025-10-11T13:58:57.146015] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:58:57.249212] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:58:57.353092] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:57.457518] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:57.562304] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:57.667278] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:57.772260] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:57.878088] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:58:57.984900] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:58:58.120181] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:58.120289] [INFO ] [CONFIGURE ] RM: Baseline score (no features): 40.00%
[2025-10-11T13:58:58.120333] [INFO ] [CONFIGURE ] RM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:58:58.120364] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:58:58.239195] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:58:58.359053] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:58:58.474827] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:58.591342] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:58:58.708563] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:58:58.826700] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:58:58.945183] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:58:59.064248] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:58:59.184455] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:58:59.305124] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:58:59.305229] [INFO ] [CONFIGURE ] RM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T13:58:59.305272] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 8.9s/test | Remaining: 402 tests
[2025-10-11T13:58:59.305305] [INFO ] [CONFIGURE ] RM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:58:59.305335] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:58:59.426092] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:58:59.548706] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:58:59.671492] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:58:59.801010] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:58:59.925712] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:00.049856] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:00.173218] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:00.297743] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:00.423457] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:00.550322] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:00.550426] [INFO ] [CONFIGURE ] RM: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-11T13:59:00.550468] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 8.9s/test | Remaining: 401 tests
[2025-10-11T13:59:00.550502] [INFO ] [CONFIGURE ] RM: Testing feature 3/29: add_daily_returns
[2025-10-11T13:59:00.550532] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T13:59:00.674765] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:00.806104] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:00.936365] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:01.067532] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:01.195353] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:01.330204] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:01.459694] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:59:01.588904] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:01.719464] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:01.847636] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:01.847798] [INFO ] [CONFIGURE ] RM: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T13:59:01.847872] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 8.9s/test | Remaining: 400 tests
[2025-10-11T13:59:01.847929] [INFO ] [CONFIGURE ] RM: Testing feature 4/29: add_ema
[2025-10-11T13:59:01.847964] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T13:59:01.983852] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:02.119806] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:02.257291] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:02.394449] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:02.531355] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:02.668371] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:02.818145] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:02.961912] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:03.107018] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:03.251071] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:03.251196] [INFO ] [CONFIGURE ] RM: DISCARDED add_ema (score: 40.00%)
[2025-10-11T13:59:03.251240] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 8.9s/test | Remaining: 399 tests
[2025-10-11T13:59:03.251276] [INFO ] [CONFIGURE ] RM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:59:03.251306] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:59:03.397270] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:03.543519] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:03.690632] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:03.838306] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:03.986209] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:04.135263] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:04.290002] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:04.440032] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:04.592451] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:04.743320] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:04.743470] [INFO ] [CONFIGURE ] RM: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-11T13:59:04.743531] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 8.9s/test | Remaining: 398 tests
[2025-10-11T13:59:04.743569] [INFO ] [CONFIGURE ] RM: Testing feature 6/29: add_failed_moves
[2025-10-11T13:59:04.743598] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T13:59:04.871269] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:04.998290] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:05.126819] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:05.256314] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:05.386217] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:05.518660] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:05.645537] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:05.775500] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:05.906566] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:06.035485] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:06.035590] [INFO ] [CONFIGURE ] RM: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T13:59:06.035632] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 8.9s/test | Remaining: 397 tests
[2025-10-11T13:59:06.035706] [INFO ] [CONFIGURE ] RM: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:59:06.035746] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T13:59:06.154145] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:06.271229] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:06.388454] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:06.511727] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:06.636041] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:06.762544] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:06.891617] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:07.016500] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:07.143861] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:07.271967] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:07.272110] [INFO ] [CONFIGURE ] RM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T13:59:07.272166] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 8.9s/test | Remaining: 396 tests
[2025-10-11T13:59:07.272212] [INFO ] [CONFIGURE ] RM: Testing feature 8/29: add_macd
[2025-10-11T13:59:07.272267] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T13:59:07.428326] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:07.585630] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:07.743932] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:07.903463] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:08.062935] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:08.221417] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:08.380286] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:59:08.539364] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:08.704754] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:08.871392] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:08.871540] [INFO ] [CONFIGURE ] RM: DISCARDED add_macd (score: 40.00%)
[2025-10-11T13:59:08.871584] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 8.9s/test | Remaining: 395 tests
[2025-10-11T13:59:08.871619] [INFO ] [CONFIGURE ] RM: Testing feature 9/29: add_mfi
[2025-10-11T13:59:08.871684] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T13:59:09.005372] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:09.138975] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:09.274658] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:09.411101] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:09.546567] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:09.683748] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:09.822499] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:09.959861] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:10.099021] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:10.275331] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:10.275482] [INFO ] [CONFIGURE ] RM: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T13:59:10.275528] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 8.9s/test | Remaining: 394 tests
[2025-10-11T13:59:10.275563] [INFO ] [CONFIGURE ] RM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:59:10.275594] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:59:10.424526] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:10.573002] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:10.725117] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:10.874413] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:11.024499] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:11.177340] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:11.329221] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:11.483390] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:11.635281] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:11.794821] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:11.794969] [INFO ] [CONFIGURE ] RM: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-11T13:59:11.795011] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 8.9s/test | Remaining: 393 tests
[2025-10-11T13:59:11.795071] [INFO ] [CONFIGURE ] RM: Testing feature 11/29: add_obv_daily
[2025-10-11T13:59:11.795104] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T13:59:11.922315] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:12.050419] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:12.178813] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:12.316421] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:12.447376] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:12.579621] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:12.713825] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:12.847200] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:12.980912] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:13.115538] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:13.115726] [INFO ] [CONFIGURE ] RM: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T13:59:13.115782] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 8.9s/test | Remaining: 392 tests
[2025-10-11T13:59:13.115820] [INFO ] [CONFIGURE ] RM: Testing feature 12/29: add_obv_interval
[2025-10-11T13:59:13.115851] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T13:59:13.247011] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:13.374610] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:13.503587] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:13.634009] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:13.763448] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:13.893771] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:14.021200] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:14.148354] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:14.275909] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:14.405884] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:14.406018] [INFO ] [CONFIGURE ] RM: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T13:59:14.406061] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 8.9s/test | Remaining: 391 tests
[2025-10-11T13:59:14.406096] [INFO ] [CONFIGURE ] RM: Testing feature 13/29: add_opening_strength
[2025-10-11T13:59:14.406127] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:59:14.540157] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:14.674447] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:14.814803] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:14.957791] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:15.099541] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:15.236868] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:15.374846] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:15.513074] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:15.677502] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:15.823876] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:15.823989] [INFO ] [CONFIGURE ] RM: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T13:59:15.824031] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 8.9s/test | Remaining: 390 tests
[2025-10-11T13:59:15.824064] [INFO ] [CONFIGURE ] RM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:59:15.824094] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T13:59:15.966748] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:16.108810] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:16.255523] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:16.400475] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:16.546483] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:16.691237] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:16.836528] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:16.982864] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:17.129014] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:17.275850] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:17.275961] [INFO ] [CONFIGURE ] RM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-11T13:59:17.276002] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 8.9s/test | Remaining: 389 tests
[2025-10-11T13:59:17.276036] [INFO ] [CONFIGURE ] RM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:59:17.276065] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T13:59:17.403002] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:17.531076] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:17.660172] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:17.792713] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:17.922499] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:18.053608] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:18.184591] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:59:18.315943] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:18.448087] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:18.581835] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:18.581951] [INFO ] [CONFIGURE ] RM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T13:59:18.581994] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 8.9s/test | Remaining: 388 tests
[2025-10-11T13:59:18.582028] [INFO ] [CONFIGURE ] RM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:59:18.582058] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T13:59:18.716102] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:18.851447] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:18.987329] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:19.125384] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:19.266140] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:19.407104] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:19.545149] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:19.687260] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:19.827713] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:19.966396] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:19.966542] [INFO ] [CONFIGURE ] RM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T13:59:19.966585] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 8.9s/test | Remaining: 387 tests
[2025-10-11T13:59:19.966619] [INFO ] [CONFIGURE ] RM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:59:19.966685] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T13:59:20.097788] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:20.230689] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:20.362978] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:20.503711] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:20.645060] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:20.791580] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:20.935361] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:21.080060] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:21.221637] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:21.357512] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:21.357686] [INFO ] [CONFIGURE ] RM: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T13:59:21.357747] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 8.9s/test | Remaining: 386 tests
[2025-10-11T13:59:21.357786] [INFO ] [CONFIGURE ] RM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:59:21.357816] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T13:59:21.478371] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:21.599219] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:21.721952] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:21.850112] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:59:21.983398] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:22.117064] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:22.244072] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:22.398173] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:22.526583] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:22.657195] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:22.657364] [INFO ] [CONFIGURE ] RM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T13:59:22.657408] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 8.9s/test | Remaining: 385 tests
[2025-10-11T13:59:22.657444] [INFO ] [CONFIGURE ] RM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:59:22.657475] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T13:59:22.783368] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:22.905003] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:23.030066] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:23.152167] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:23.275174] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:23.400202] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:23.525223] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:23.652101] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:23.779796] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:23.906802] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:23.907008] [INFO ] [CONFIGURE ] RM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T13:59:23.907112] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 8.9s/test | Remaining: 384 tests
[2025-10-11T13:59:23.907177] [INFO ] [CONFIGURE ] RM: Testing feature 20/29: add_price_rejection
[2025-10-11T13:59:23.907227] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T13:59:24.038148] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:24.171598] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:24.307307] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:24.443989] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:24.581781] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:24.728466] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:24.864533] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:25.000497] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:25.139522] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:25.277326] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:25.277481] [INFO ] [CONFIGURE ] RM: KEPT add_price_rejection (score: 60.00%)
[2025-10-11T13:59:25.277524] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 8.9s/test | Remaining: 383 tests
[2025-10-11T13:59:25.277558] [INFO ] [CONFIGURE ] RM: Testing feature 21/29: add_range_position
[2025-10-11T13:59:25.277588] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-10-11T13:59:25.444317] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:25.598781] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:25.755701] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:25.913867] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:59:26.071593] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:26.229237] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:26.387805] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:26.545922] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:26.705163] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:26.863711] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:26.863872] [INFO ] [CONFIGURE ] RM: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T13:59:26.863932] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 8.9s/test | Remaining: 382 tests
[2025-10-11T13:59:26.863968] [INFO ] [CONFIGURE ] RM: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:59:26.863999] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-10-11T13:59:27.033333] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:27.204491] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:27.384633] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:27.562160] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:59:27.744082] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:27.926263] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:28.103942] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:28.284369] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:28.489202] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:28.671084] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:28.671320] [INFO ] [CONFIGURE ] RM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T13:59:28.671377] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 8.9s/test | Remaining: 381 tests
[2025-10-11T13:59:28.671416] [INFO ] [CONFIGURE ] RM: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:59:28.671449] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-11T13:59:28.820051] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:28.970319] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:29.139509] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:29.287628] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T13:59:29.434764] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:29.581514] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:29.735825] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:59:29.886880] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:59:30.038003] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:30.188785] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:30.188983] [INFO ] [CONFIGURE ] RM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T13:59:30.189028] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 8.9s/test | Remaining: 380 tests
[2025-10-11T13:59:30.189122] [INFO ] [CONFIGURE ] RM: Testing feature 24/29: add_rsi
[2025-10-11T13:59:30.189176] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-11T13:59:30.350573] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:30.511739] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:30.673135] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:30.834141] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:30.995894] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:59:31.158486] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:31.322071] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:31.510896] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:31.675747] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:31.845847] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:31.845997] [INFO ] [CONFIGURE ] RM: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T13:59:31.846041] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 8.9s/test | Remaining: 379 tests
[2025-10-11T13:59:31.846079] [INFO ] [CONFIGURE ] RM: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:59:31.846109] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_tick_distribution']
[2025-10-11T13:59:31.997361] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:32.150086] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:32.354484] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:32.563630] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:32.761781] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:32.934153] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:33.122319] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:33.288295] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:33.455623] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:33.625977] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:33.626191] [INFO ] [CONFIGURE ] RM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T13:59:33.626309] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 8.9s/test | Remaining: 378 tests
[2025-10-11T13:59:33.626354] [INFO ] [CONFIGURE ] RM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:59:33.626386] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-11T13:59:33.786330] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:33.942990] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:34.096262] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:34.245670] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:34.392384] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:34.538823] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:34.686865] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:34.835767] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:34.984894] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:35.136141] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:35.136328] [INFO ] [CONFIGURE ] RM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T13:59:35.136372] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 8.9s/test | Remaining: 377 tests
[2025-10-11T13:59:35.136408] [INFO ] [CONFIGURE ] RM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:59:35.136440] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-11T13:59:35.289417] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:35.442404] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:35.597392] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:35.750374] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:35.905977] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:36.059155] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:36.213533] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:59:36.372879] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:36.536875] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:36.726416] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:59:36.726713] [INFO ] [CONFIGURE ] RM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T13:59:36.726795] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 8.9s/test | Remaining: 376 tests
[2025-10-11T13:59:36.726860] [INFO ] [CONFIGURE ] RM: Testing feature 28/29: add_volume_profile
[2025-10-11T13:59:36.726918] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_profile']
[2025-10-11T13:59:36.886756] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:37.042940] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:37.199492] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:37.356710] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:37.542571] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:37.697047] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:37.851227] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:38.006060] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:59:38.167189] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:38.325054] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:38.325239] [INFO ] [CONFIGURE ] RM: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T13:59:38.325286] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 8.9s/test | Remaining: 375 tests
[2025-10-11T13:59:38.325335] [INFO ] [CONFIGURE ] RM: Testing feature 29/29: add_vwap
[2025-10-11T13:59:38.325393] [INFO ] [CONFIGURE ] RM: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_vwap']
[2025-10-11T13:59:38.478359] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:59:38.634181] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:59:38.789833] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:59:38.943831] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:39.102219] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:59:39.258167] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:39.415315] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T13:59:39.573484] [DEBUG] [FORECASTER] RM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:59:39.730896] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:39.885791] [DEBUG] [FORECASTER] RM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:59:39.885951] [INFO ] [CONFIGURE ] RM: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T13:59:39.885997] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 8.9s/test | Remaining: 374 tests
[2025-10-11T13:59:39.886034] [INFO ] [CONFIGURE ] RM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:59:39.886064] [INFO ] [CONFIGURE ] RM: Best accuracy: 60.00%
[2025-10-11T13:59:39.886093] [INFO ] [CONFIGURE ] RM: Best feature set (2 features): ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T13:59:39.886122] [INFO ] [CONFIGURE ] RM: Improvement over baseline: 20.00%
[2025-10-11T13:59:39.886149] [INFO ] [CONFIGURE ] RM: Total time: 41.8 seconds
[2025-10-11T13:59:39.886176] [INFO ] [CONFIGURE ] RM: Average time per feature: 1.4 seconds
[2025-10-11T13:59:39.886203] [INFO ] [CONFIGURE ] RM: Average speed: 0.69 features/sec
[2025-10-11T13:59:39.886618] [INFO ] [LOCAL     ] Saved configuration for RM: 2 features, 60.00% accuracy -> ./output/feature-sets/RM.json
[2025-10-11T13:59:39.886708] [INFO ] [CONFIGURE ] RM: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-11T13:59:39.886780] [INFO ] [sig       ] [209/220] Successfully configured RM | 0.00 sym/s | Total: 15.2h | ETA: 48.1m
[2025-10-11T13:59:39.886849] [INFO ] [sig       ] [210/220] Configuring RMMZ...
[2025-10-11T13:59:39.886936] [INFO ] [CONFIGURE ] RMMZ: Configurate test run.
[2025-10-11T13:59:39.886986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-10-11T13:59:39.899277] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMMZ'.
[2025-10-11T13:59:39.899578] [INFO ] [CONFIGURE ] RMMZ: Testing with 29 available features
[2025-10-11T13:59:39.899634] [INFO ] [CONFIGURE ] RMMZ: Establishing baseline with no features...
[2025-10-11T13:59:40.006083] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:59:40.115672] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:40.222625] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:40.329872] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:40.437334] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:40.584171] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:40.694239] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:40.805165] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:40.916365] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:41.029321] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:41.029435] [INFO ] [CONFIGURE ] RMMZ: Baseline score (no features): 40.00%
[2025-10-11T13:59:41.029478] [INFO ] [CONFIGURE ] RMMZ: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:59:41.029509] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:59:41.150801] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:59:41.271277] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T13:59:41.392412] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:41.521312] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:41.644445] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:41.769510] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:41.896820] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:42.020110] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:42.142577] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:42.267296] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:42.267434] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T13:59:42.267478] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 8.9s/test | Remaining: 373 tests
[2025-10-11T13:59:42.267512] [INFO ] [CONFIGURE ] RMMZ: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:59:42.267542] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:59:42.392851] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:59:42.517965] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:42.645087] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:42.771326] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:42.895996] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:43.025239] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:43.150274] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:43.275525] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:43.397676] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:43.518765] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:43.518906] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T13:59:43.518963] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 8.9s/test | Remaining: 372 tests
[2025-10-11T13:59:43.519000] [INFO ] [CONFIGURE ] RMMZ: Testing feature 3/29: add_daily_returns
[2025-10-11T13:59:43.519029] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns']
[2025-10-11T13:59:43.626590] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:43.732175] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:43.837471] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:43.947428] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:44.058232] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:44.170270] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:44.301081] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:44.423105] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:44.534798] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:44.645288] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:44.645437] [INFO ] [CONFIGURE ] RMMZ: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T13:59:44.645483] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 8.9s/test | Remaining: 371 tests
[2025-10-11T13:59:44.645518] [INFO ] [CONFIGURE ] RMMZ: Testing feature 4/29: add_ema
[2025-10-11T13:59:44.645551] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T13:59:44.770932] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:44.895632] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:45.025393] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:45.152699] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:45.279123] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:45.406890] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:45.534771] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:45.666370] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:45.802130] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:45.936395] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:45.936586] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_ema (score: 50.00%)
[2025-10-11T13:59:45.936632] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 8.9s/test | Remaining: 370 tests
[2025-10-11T13:59:45.936730] [INFO ] [CONFIGURE ] RMMZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:59:45.936772] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:59:46.076627] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:46.221105] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:46.362659] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:46.500104] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:46.670196] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:46.805137] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:46.942231] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:47.082717] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:47.222928] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:47.364281] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:47.364463] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T13:59:47.364509] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 8.9s/test | Remaining: 369 tests
[2025-10-11T13:59:47.364545] [INFO ] [CONFIGURE ] RMMZ: Testing feature 6/29: add_failed_moves
[2025-10-11T13:59:47.364598] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T13:59:47.482766] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:47.606111] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:47.727796] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:47.848925] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:47.973005] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:48.100017] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.222360] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.346399] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:48.468793] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.590074] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.590236] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T13:59:48.590281] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 8.9s/test | Remaining: 368 tests
[2025-10-11T13:59:48.590317] [INFO ] [CONFIGURE ] RMMZ: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:59:48.590349] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T13:59:48.699264] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.814042] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:48.925521] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:49.037990] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:49.151383] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:49.268869] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:49.395887] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:49.521837] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:49.681692] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:49.811297] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:49.811498] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T13:59:49.811543] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 8.9s/test | Remaining: 367 tests
[2025-10-11T13:59:49.811579] [INFO ] [CONFIGURE ] RMMZ: Testing feature 8/29: add_macd
[2025-10-11T13:59:49.811613] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T13:59:49.965918] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:50.116845] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:50.272769] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:50.424164] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:50.575163] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:50.726013] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:50.880401] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:51.039611] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:51.195287] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:51.355965] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:51.356214] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_macd (score: 50.00%)
[2025-10-11T13:59:51.356279] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 8.9s/test | Remaining: 366 tests
[2025-10-11T13:59:51.356320] [INFO ] [CONFIGURE ] RMMZ: Testing feature 9/29: add_mfi
[2025-10-11T13:59:51.356353] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T13:59:51.495858] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:51.628571] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:51.755443] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:51.882882] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:52.016809] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:52.159609] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:52.313814] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:52.460577] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:52.612330] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:52.757594] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:52.757853] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T13:59:52.757921] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 8.9s/test | Remaining: 365 tests
[2025-10-11T13:59:52.757968] [INFO ] [CONFIGURE ] RMMZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:59:52.758032] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:59:52.911019] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:53.062192] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:53.208098] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:53.353196] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:53.499845] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:53.646585] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:53.800135] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:53.952188] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:54.101983] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:54.253118] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:54.253282] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T13:59:54.253327] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 8.9s/test | Remaining: 364 tests
[2025-10-11T13:59:54.253364] [INFO ] [CONFIGURE ] RMMZ: Testing feature 11/29: add_obv_daily
[2025-10-11T13:59:54.253396] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T13:59:54.407341] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:54.533361] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:54.660245] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:54.786194] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:54.911595] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:55.039595] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.177193] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.312757] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:55.440175] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.567477] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.567633] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T13:59:55.567727] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 8.9s/test | Remaining: 363 tests
[2025-10-11T13:59:55.567785] [INFO ] [CONFIGURE ] RMMZ: Testing feature 12/29: add_obv_interval
[2025-10-11T13:59:55.567820] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T13:59:55.688938] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.814672] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:55.937412] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:56.058585] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:56.178786] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:56.297551] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:56.416736] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T13:59:56.533853] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:56.647278] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T13:59:56.761282] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:56.761451] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T13:59:56.761512] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 8.8s/test | Remaining: 362 tests
[2025-10-11T13:59:56.761550] [INFO ] [CONFIGURE ] RMMZ: Testing feature 13/29: add_opening_strength
[2025-10-11T13:59:56.761580] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T13:59:56.877486] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:59:56.992867] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:57.119441] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:57.248771] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:57.373084] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:57.497633] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T13:59:57.620939] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:57.739418] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:57.862529] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:57.979974] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:57.980203] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T13:59:57.980263] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 8.8s/test | Remaining: 361 tests
[2025-10-11T13:59:57.980301] [INFO ] [CONFIGURE ] RMMZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:59:57.980332] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T13:59:58.105726] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:59:58.230349] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:58.353808] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T13:59:58.475393] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:58.603364] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:58.726173] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:59:58.847520] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:59:58.968585] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:59:59.100940] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:59:59.235410] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:59:59.235605] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T13:59:59.235679] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 8.8s/test | Remaining: 360 tests
[2025-10-11T13:59:59.235745] [INFO ] [CONFIGURE ] RMMZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:59:59.235802] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T13:59:59.343114] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:59:59.456020] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T13:59:59.583386] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T13:59:59.709015] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T13:59:59.829914] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T13:59:59.954090] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:00.076820] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:00.199577] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:00.313677] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:00.424925] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:00.425063] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T14:00:00.425105] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 8.8s/test | Remaining: 359 tests
[2025-10-11T14:00:00.425139] [INFO ] [CONFIGURE ] RMMZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:00:00.425169] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T14:00:00.541605] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:00.661085] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:00:00.777197] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:00.895866] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:01.013167] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:01.133605] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:01.257178] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:01.383809] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:01.507531] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:01.631961] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:01.632171] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T14:00:01.632216] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 8.8s/test | Remaining: 358 tests
[2025-10-11T14:00:01.632252] [INFO ] [CONFIGURE ] RMMZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:00:01.632284] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T14:00:01.756279] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:01.884231] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:02.019448] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:02.159280] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:02.305058] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:02.440326] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:02.580143] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:02.722779] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:02.852208] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:02.979031] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:02.979207] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T14:00:02.979250] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 8.8s/test | Remaining: 357 tests
[2025-10-11T14:00:02.979284] [INFO ] [CONFIGURE ] RMMZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:00:02.979315] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T14:00:03.085260] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:03.192367] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:03.308048] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:03.427211] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:03.544121] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:03.669987] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:03.796531] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:03.915776] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:04.034553] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:00:04.157091] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:04.157317] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T14:00:04.157378] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 8.8s/test | Remaining: 356 tests
[2025-10-11T14:00:04.157501] [INFO ] [CONFIGURE ] RMMZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:00:04.157553] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T14:00:04.271846] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:04.381142] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:04.497851] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:04.615481] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:04.733566] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:04.849768] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:04.965094] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:05.080231] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:05.197772] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:05.312253] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:05.312416] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T14:00:05.312460] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 8.8s/test | Remaining: 355 tests
[2025-10-11T14:00:05.312498] [INFO ] [CONFIGURE ] RMMZ: Testing feature 20/29: add_price_rejection
[2025-10-11T14:00:05.312532] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T14:00:05.435275] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:05.558938] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:05.698055] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:00:05.833043] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:05.956004] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:06.079869] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:06.206083] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:06.332238] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:06.458373] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:06.581631] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:06.581820] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T14:00:06.581868] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 8.8s/test | Remaining: 354 tests
[2025-10-11T14:00:06.581904] [INFO ] [CONFIGURE ] RMMZ: Testing feature 21/29: add_range_position
[2025-10-11T14:00:06.581935] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T14:00:06.716817] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:06.845024] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:06.973421] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:07.109899] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:07.247392] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:07.379555] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:07.514532] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:07.652564] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:07.786144] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:00:07.925093] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:07.925269] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T14:00:07.925313] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 8.8s/test | Remaining: 353 tests
[2025-10-11T14:00:07.925351] [INFO ] [CONFIGURE ] RMMZ: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:00:07.925382] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T14:00:08.070887] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:08.217780] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:08.383137] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:08.531006] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:08.689022] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:08.844799] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:08.990145] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:09.137975] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:09.287871] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:09.438929] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:00:09.439148] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T14:00:09.439199] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 8.8s/test | Remaining: 352 tests
[2025-10-11T14:00:09.439237] [INFO ] [CONFIGURE ] RMMZ: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:00:09.439270] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T14:00:09.560562] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:09.684197] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:09.804594] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:09.939113] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:10.057945] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:10.175325] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:10.296284] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:10.415716] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:10.534796] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:10.659125] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:10.659312] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:00:10.659414] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 8.8s/test | Remaining: 351 tests
[2025-10-11T14:00:10.659461] [INFO ] [CONFIGURE ] RMMZ: Testing feature 24/29: add_rsi
[2025-10-11T14:00:10.659494] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T14:00:10.801613] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:10.942837] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:11.082112] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:11.222859] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:11.362442] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:11.504361] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:11.650161] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:11.795147] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:11.938926] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:00:12.083719] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:12.083876] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T14:00:12.083920] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 8.8s/test | Remaining: 350 tests
[2025-10-11T14:00:12.083960] [INFO ] [CONFIGURE ] RMMZ: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:00:12.083992] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-11T14:00:12.201064] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:12.318555] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:12.439174] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:12.566480] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:12.681112] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:12.799367] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:12.920666] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:13.038096] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:13.155275] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:13.273350] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:13.273529] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T14:00:13.273592] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 8.8s/test | Remaining: 349 tests
[2025-10-11T14:00:13.273629] [INFO ] [CONFIGURE ] RMMZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:00:13.273695] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-11T14:00:13.391785] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:13.510591] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:13.629515] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:13.780788] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:13.949975] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:14.084497] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.226207] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.370058] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.524440] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.676773] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.677038] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T14:00:14.677088] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 8.8s/test | Remaining: 348 tests
[2025-10-11T14:00:14.677127] [INFO ] [CONFIGURE ] RMMZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:00:14.677162] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-11T14:00:14.814193] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:14.966312] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:15.120690] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:00:15.267355] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:15.406379] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:15.536027] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:15.666221] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:15.795620] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:15.926789] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:16.056618] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:16.056846] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T14:00:16.056897] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 8.8s/test | Remaining: 347 tests
[2025-10-11T14:00:16.056935] [INFO ] [CONFIGURE ] RMMZ: Testing feature 28/29: add_volume_profile
[2025-10-11T14:00:16.056966] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-11T14:00:16.173030] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:16.304552] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:16.440311] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:16.571024] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:16.714811] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:16.855230] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:16.991088] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:17.132253] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:17.267469] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:17.396379] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:17.396561] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T14:00:17.396606] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 8.8s/test | Remaining: 346 tests
[2025-10-11T14:00:17.396692] [INFO ] [CONFIGURE ] RMMZ: Testing feature 29/29: add_vwap
[2025-10-11T14:00:17.396753] [INFO ] [CONFIGURE ] RMMZ: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-11T14:00:17.539191] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:17.666182] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T14:00:17.795907] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:00:17.917198] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:18.037675] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:00:18.159186] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:18.295260] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:00:18.442899] [DEBUG] [FORECASTER] RMMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:18.574816] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:00:18.705144] [DEBUG] [FORECASTER] RMMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:00:18.705350] [INFO ] [CONFIGURE ] RMMZ: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T14:00:18.705396] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 8.8s/test | Remaining: 345 tests
[2025-10-11T14:00:18.705456] [INFO ] [CONFIGURE ] RMMZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:00:18.705513] [INFO ] [CONFIGURE ] RMMZ: Best accuracy: 70.00%
[2025-10-11T14:00:18.705548] [INFO ] [CONFIGURE ] RMMZ: Best feature set (1 features): ['add_daily_returns']
[2025-10-11T14:00:18.705577] [INFO ] [CONFIGURE ] RMMZ: Improvement over baseline: 30.00%
[2025-10-11T14:00:18.705604] [INFO ] [CONFIGURE ] RMMZ: Total time: 37.7 seconds
[2025-10-11T14:00:18.705631] [INFO ] [CONFIGURE ] RMMZ: Average time per feature: 1.3 seconds
[2025-10-11T14:00:18.705700] [INFO ] [CONFIGURE ] RMMZ: Average speed: 0.77 features/sec
[2025-10-11T14:00:18.706217] [INFO ] [LOCAL     ] Saved configuration for RMMZ: 1 features, 70.00% accuracy -> ./output/feature-sets/RMMZ.json
[2025-10-11T14:00:18.706266] [INFO ] [CONFIGURE ] RMMZ: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T14:00:18.706315] [INFO ] [sig       ] [210/220] Successfully configured RMMZ | 0.00 sym/s | Total: 15.2h | ETA: 43.6m
[2025-10-11T14:00:18.706398] [INFO ] [sig       ] [211/220] Configuring RMT...
[2025-10-11T14:00:18.706485] [INFO ] [CONFIGURE ] RMT: Configurate test run.
[2025-10-11T14:00:18.706564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-10-11T14:00:18.720294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMT'.
[2025-10-11T14:00:18.720748] [INFO ] [CONFIGURE ] RMT: Testing with 29 available features
[2025-10-11T14:00:18.720812] [INFO ] [CONFIGURE ] RMT: Establishing baseline with no features...
[2025-10-11T14:00:18.822928] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:18.923841] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:19.030278] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:19.135584] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:19.242626] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:19.349227] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:19.461572] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:19.566629] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:19.675761] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:19.785048] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:19.785206] [INFO ] [CONFIGURE ] RMT: Baseline score (no features): 40.00%
[2025-10-11T14:00:19.785250] [INFO ] [CONFIGURE ] RMT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:00:19.785383] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:00:19.901179] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:20.018061] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:20.134805] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:20.251311] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:20.367843] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:20.484537] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:20.601775] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:20.721006] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:20.837485] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:20.956066] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:20.956234] [INFO ] [CONFIGURE ] RMT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T14:00:20.956276] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 8.8s/test | Remaining: 344 tests
[2025-10-11T14:00:20.956310] [INFO ] [CONFIGURE ] RMT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:00:20.956341] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T14:00:21.087811] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:21.221129] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:21.356050] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:21.494445] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:21.628787] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:21.761988] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:21.896795] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:22.032792] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:22.168594] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:22.303166] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:22.303322] [INFO ] [CONFIGURE ] RMT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T14:00:22.303364] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 8.8s/test | Remaining: 343 tests
[2025-10-11T14:00:22.303398] [INFO ] [CONFIGURE ] RMT: Testing feature 3/29: add_daily_returns
[2025-10-11T14:00:22.303428] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T14:00:22.422587] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:22.542409] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:22.668595] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:22.792197] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:22.916719] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:23.047844] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:23.173778] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:23.299607] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:23.424259] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:23.554337] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:23.555165] [INFO ] [CONFIGURE ] RMT: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T14:00:23.555227] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 8.8s/test | Remaining: 342 tests
[2025-10-11T14:00:23.555267] [INFO ] [CONFIGURE ] RMT: Testing feature 4/29: add_ema
[2025-10-11T14:00:23.555301] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T14:00:23.690414] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:23.826337] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:23.962834] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:24.105163] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:24.245081] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:24.399769] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:24.540145] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:24.762976] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:24.957883] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:25.144683] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:25.144963] [INFO ] [CONFIGURE ] RMT: DISCARDED add_ema (score: 60.00%)
[2025-10-11T14:00:25.145020] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 8.8s/test | Remaining: 341 tests
[2025-10-11T14:00:25.145065] [INFO ] [CONFIGURE ] RMT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:00:25.145103] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:00:25.343118] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:25.524850] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:25.691341] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:25.861138] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:26.039099] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:26.183470] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:26.323539] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:26.465576] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:26.612275] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:26.762433] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:26.762601] [INFO ] [CONFIGURE ] RMT: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-11T14:00:26.762668] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 8.8s/test | Remaining: 340 tests
[2025-10-11T14:00:26.762735] [INFO ] [CONFIGURE ] RMT: Testing feature 6/29: add_failed_moves
[2025-10-11T14:00:26.762769] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T14:00:26.883529] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:27.009775] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:27.138997] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:27.272171] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:27.395586] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:27.520362] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:27.644200] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:27.771045] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:27.893928] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:28.016752] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:28.016885] [INFO ] [CONFIGURE ] RMT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T14:00:28.016927] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 8.8s/test | Remaining: 339 tests
[2025-10-11T14:00:28.016960] [INFO ] [CONFIGURE ] RMT: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:00:28.016990] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T14:00:28.129519] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:28.242276] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:28.358071] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:28.473254] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:28.588575] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:28.705010] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:28.822481] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:28.939149] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:29.089302] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:29.208624] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:29.208790] [INFO ] [CONFIGURE ] RMT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T14:00:29.208837] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 8.8s/test | Remaining: 338 tests
[2025-10-11T14:00:29.208872] [INFO ] [CONFIGURE ] RMT: Testing feature 8/29: add_macd
[2025-10-11T14:00:29.208902] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T14:00:29.358731] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:29.509891] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:29.661183] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:29.814751] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:29.968510] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:30.122985] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:30.278065] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:30.434952] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:30.592587] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:30.751304] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:30.751535] [INFO ] [CONFIGURE ] RMT: DISCARDED add_macd (score: 40.00%)
[2025-10-11T14:00:30.751582] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 8.8s/test | Remaining: 337 tests
[2025-10-11T14:00:30.751619] [INFO ] [CONFIGURE ] RMT: Testing feature 9/29: add_mfi
[2025-10-11T14:00:30.751681] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T14:00:30.879797] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:31.009061] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:31.140067] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:31.269292] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:31.397098] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:31.530926] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:31.668252] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:31.813127] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:31.954418] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:32.130335] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:32.130557] [INFO ] [CONFIGURE ] RMT: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T14:00:32.130603] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 8.8s/test | Remaining: 336 tests
[2025-10-11T14:00:32.130639] [INFO ] [CONFIGURE ] RMT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:00:32.130717] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:00:32.286878] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:32.444623] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:32.597831] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:32.754468] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:32.907454] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:33.067454] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:33.224103] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:33.387427] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:33.543561] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:33.697659] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:33.697874] [INFO ] [CONFIGURE ] RMT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T14:00:33.697937] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 8.8s/test | Remaining: 335 tests
[2025-10-11T14:00:33.697976] [INFO ] [CONFIGURE ] RMT: Testing feature 11/29: add_obv_daily
[2025-10-11T14:00:33.698008] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T14:00:33.824888] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:33.948638] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:34.084596] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:34.225786] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:34.358677] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:34.488156] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:34.616314] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:34.748530] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:34.878753] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:35.013468] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:35.013715] [INFO ] [CONFIGURE ] RMT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T14:00:35.013777] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 8.8s/test | Remaining: 334 tests
[2025-10-11T14:00:35.013815] [INFO ] [CONFIGURE ] RMT: Testing feature 12/29: add_obv_interval
[2025-10-11T14:00:35.013847] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T14:00:35.163851] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:35.307120] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:35.449940] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:35.597816] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:35.746953] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:35.876594] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:36.003229] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:36.131382] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:36.259563] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:36.392854] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:36.393008] [INFO ] [CONFIGURE ] RMT: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T14:00:36.393050] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 8.8s/test | Remaining: 333 tests
[2025-10-11T14:00:36.393085] [INFO ] [CONFIGURE ] RMT: Testing feature 13/29: add_opening_strength
[2025-10-11T14:00:36.393115] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:00:36.526054] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:36.657940] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:36.793326] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:36.932226] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:37.070942] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:37.207178] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:37.343507] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:37.480357] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:37.621912] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:37.753291] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:37.753466] [INFO ] [CONFIGURE ] RMT: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T14:00:37.753527] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 8.8s/test | Remaining: 332 tests
[2025-10-11T14:00:37.753576] [INFO ] [CONFIGURE ] RMT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:00:37.753702] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T14:00:37.885457] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:38.019176] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:38.193139] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:38.337138] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:38.477875] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:38.621028] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:38.756860] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:38.897389] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:39.034747] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:39.172009] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:39.172187] [INFO ] [CONFIGURE ] RMT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T14:00:39.172230] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 8.8s/test | Remaining: 331 tests
[2025-10-11T14:00:39.172264] [INFO ] [CONFIGURE ] RMT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:00:39.172294] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T14:00:39.287050] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:39.404270] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:39.519216] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:39.639050] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:39.755010] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:39.871438] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:39.990787] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:40.108159] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:40.230457] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:40.355253] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:40.355407] [INFO ] [CONFIGURE ] RMT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T14:00:40.355449] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 8.8s/test | Remaining: 330 tests
[2025-10-11T14:00:40.355499] [INFO ] [CONFIGURE ] RMT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:00:40.355555] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T14:00:40.479258] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:40.602909] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:40.727783] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:40.855872] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:40.981726] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:41.107976] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:41.239036] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:41.372229] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:41.545073] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:41.676608] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:41.676831] [INFO ] [CONFIGURE ] RMT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T14:00:41.676881] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 8.8s/test | Remaining: 329 tests
[2025-10-11T14:00:41.676915] [INFO ] [CONFIGURE ] RMT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:00:41.676945] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T14:00:41.807017] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:41.937744] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:42.068000] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:42.200016] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:42.330926] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:42.461594] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:42.596900] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:42.729186] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:42.863461] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:43.003024] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:43.003227] [INFO ] [CONFIGURE ] RMT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T14:00:43.003286] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 8.8s/test | Remaining: 328 tests
[2025-10-11T14:00:43.003323] [INFO ] [CONFIGURE ] RMT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:00:43.003354] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T14:00:43.117819] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:43.233455] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:43.349032] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:43.464513] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:43.594265] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:00:43.710792] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:43.830843] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:43.949608] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:44.070574] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:44.189568] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:44.189740] [INFO ] [CONFIGURE ] RMT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T14:00:44.189792] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 8.8s/test | Remaining: 327 tests
[2025-10-11T14:00:44.189827] [INFO ] [CONFIGURE ] RMT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:00:44.189859] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T14:00:44.305158] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:44.421635] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:44.569792] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:44.688549] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:44.807034] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:44.931008] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:45.052835] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:45.175801] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:45.301478] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:45.426092] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:45.426322] [INFO ] [CONFIGURE ] RMT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T14:00:45.426372] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 8.8s/test | Remaining: 326 tests
[2025-10-11T14:00:45.426408] [INFO ] [CONFIGURE ] RMT: Testing feature 20/29: add_price_rejection
[2025-10-11T14:00:45.426439] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T14:00:45.557446] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:45.682764] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:45.811023] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:45.946929] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:46.084125] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:46.227287] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:46.376188] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:46.518478] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:46.649911] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:46.782231] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:46.782476] [INFO ] [CONFIGURE ] RMT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T14:00:46.782528] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 8.8s/test | Remaining: 325 tests
[2025-10-11T14:00:46.782567] [INFO ] [CONFIGURE ] RMT: Testing feature 21/29: add_range_position
[2025-10-11T14:00:46.782602] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T14:00:46.917912] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:47.058756] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:47.199427] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:47.339917] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:47.476475] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:47.624598] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:47.766592] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:47.909072] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:00:48.053429] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:00:48.197284] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:48.197497] [INFO ] [CONFIGURE ] RMT: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T14:00:48.197555] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 8.8s/test | Remaining: 324 tests
[2025-10-11T14:00:48.197593] [INFO ] [CONFIGURE ] RMT: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:00:48.197700] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T14:00:48.349847] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:48.499297] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:48.649531] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:48.799335] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:48.950219] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:49.102333] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:49.256522] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:49.412126] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:49.570688] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:49.727636] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:49.727828] [INFO ] [CONFIGURE ] RMT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T14:00:49.727872] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 8.8s/test | Remaining: 323 tests
[2025-10-11T14:00:49.727907] [INFO ] [CONFIGURE ] RMT: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:00:49.727937] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T14:00:49.850773] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:49.977043] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:50.101058] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:50.224503] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:50.347274] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:50.471509] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:50.624436] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:50.750689] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:50.877872] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:51.004289] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:51.004441] [INFO ] [CONFIGURE ] RMT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T14:00:51.004484] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 8.8s/test | Remaining: 322 tests
[2025-10-11T14:00:51.004519] [INFO ] [CONFIGURE ] RMT: Testing feature 24/29: add_rsi
[2025-10-11T14:00:51.004552] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T14:00:51.148504] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:51.294830] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:51.438493] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:51.585570] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:51.732723] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:51.894908] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:52.048181] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:52.193294] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:52.339459] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:52.487027] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:52.487234] [INFO ] [CONFIGURE ] RMT: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T14:00:52.487279] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 8.8s/test | Remaining: 321 tests
[2025-10-11T14:00:52.487316] [INFO ] [CONFIGURE ] RMT: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:00:52.487348] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T14:00:52.612470] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:52.739295] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:52.862818] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:52.986752] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:53.114178] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:53.251174] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:53.377451] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:53.502255] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:53.657301] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:53.801530] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:53.801736] [INFO ] [CONFIGURE ] RMT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T14:00:53.801795] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 8.8s/test | Remaining: 320 tests
[2025-10-11T14:00:53.801835] [INFO ] [CONFIGURE ] RMT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:00:53.801867] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T14:00:53.968674] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:54.130356] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:54.266247] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:54.406177] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:54.541036] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:54.667917] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:54.794750] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:54.922287] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:55.058871] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:55.202013] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:55.202256] [INFO ] [CONFIGURE ] RMT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T14:00:55.202306] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 8.8s/test | Remaining: 319 tests
[2025-10-11T14:00:55.202360] [INFO ] [CONFIGURE ] RMT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:00:55.202397] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T14:00:55.342433] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:55.484322] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:55.625009] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:55.761603] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:55.902413] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:00:56.041775] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:00:56.181125] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:56.324866] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:56.463971] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:56.606624] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:56.606828] [INFO ] [CONFIGURE ] RMT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-11T14:00:56.606877] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 8.8s/test | Remaining: 318 tests
[2025-10-11T14:00:56.606912] [INFO ] [CONFIGURE ] RMT: Testing feature 28/29: add_volume_profile
[2025-10-11T14:00:56.606942] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T14:00:56.739937] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:56.868662] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:57.001339] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:57.131858] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:00:57.261125] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:57.391308] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:57.523426] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:57.657941] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:57.792122] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:57.927937] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:00:57.928144] [INFO ] [CONFIGURE ] RMT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T14:00:57.928207] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 8.8s/test | Remaining: 317 tests
[2025-10-11T14:00:57.928258] [INFO ] [CONFIGURE ] RMT: Testing feature 29/29: add_vwap
[2025-10-11T14:00:57.928314] [INFO ] [CONFIGURE ] RMT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T14:00:58.076989] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:00:58.222600] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:00:58.345861] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:58.475597] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:00:58.617638] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:00:58.758936] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:00:58.901888] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:00:59.044122] [DEBUG] [FORECASTER] RMT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:00:59.180534] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:00:59.316166] [DEBUG] [FORECASTER] RMT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:00:59.316329] [INFO ] [CONFIGURE ] RMT: DISCARDED add_vwap (score: 40.00%)
[2025-10-11T14:00:59.316373] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 8.8s/test | Remaining: 316 tests
[2025-10-11T14:00:59.316424] [INFO ] [CONFIGURE ] RMT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:00:59.316480] [INFO ] [CONFIGURE ] RMT: Best accuracy: 60.00%
[2025-10-11T14:00:59.316515] [INFO ] [CONFIGURE ] RMT: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T14:00:59.316544] [INFO ] [CONFIGURE ] RMT: Improvement over baseline: 20.00%
[2025-10-11T14:00:59.316572] [INFO ] [CONFIGURE ] RMT: Total time: 39.5 seconds
[2025-10-11T14:00:59.316598] [INFO ] [CONFIGURE ] RMT: Average time per feature: 1.4 seconds
[2025-10-11T14:00:59.316625] [INFO ] [CONFIGURE ] RMT: Average speed: 0.73 features/sec
[2025-10-11T14:00:59.317266] [INFO ] [LOCAL     ] Saved configuration for RMT: 1 features, 60.00% accuracy -> ./output/feature-sets/RMT.json
[2025-10-11T14:00:59.317321] [INFO ] [CONFIGURE ] RMT: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-11T14:00:59.317373] [INFO ] [sig       ] [211/220] Successfully configured RMT | 0.00 sym/s | Total: 15.3h | ETA: 39.0m
[2025-10-11T14:00:59.317450] [INFO ] [sig       ] [212/220] Configuring RNP...
[2025-10-11T14:00:59.317506] [INFO ] [CONFIGURE ] RNP: Configurate test run.
[2025-10-11T14:00:59.317549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-10-11T14:00:59.330492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNP'.
[2025-10-11T14:00:59.330847] [INFO ] [CONFIGURE ] RNP: Testing with 29 available features
[2025-10-11T14:00:59.330901] [INFO ] [CONFIGURE ] RNP: Establishing baseline with no features...
[2025-10-11T14:00:59.439114] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:00:59.551172] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:00:59.671187] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:00:59.774158] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:00:59.876903] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:00:59.979899] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:00.084585] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:00.187548] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:01:00.303084] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:00.416332] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:00.416501] [INFO ] [CONFIGURE ] RNP: Baseline score (no features): 40.00%
[2025-10-11T14:01:00.416545] [INFO ] [CONFIGURE ] RNP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:01:00.416579] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:01:00.536171] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:00.661903] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:00.783053] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:00.904307] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:01.023622] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:01.144108] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:01.264265] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:01.386607] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:01.509350] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:01.631622] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:01.631853] [INFO ] [CONFIGURE ] RNP: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-11T14:01:01.631923] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 8.8s/test | Remaining: 315 tests
[2025-10-11T14:01:01.631963] [INFO ] [CONFIGURE ] RNP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:01:01.631994] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T14:01:01.768508] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:01.909216] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:02.054028] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:02.191435] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:02.330441] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:02.469051] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:02.619155] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:02.779158] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:02.925538] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:03.070163] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:03.070327] [INFO ] [CONFIGURE ] RNP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T14:01:03.070372] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 8.8s/test | Remaining: 314 tests
[2025-10-11T14:01:03.070408] [INFO ] [CONFIGURE ] RNP: Testing feature 3/29: add_daily_returns
[2025-10-11T14:01:03.070440] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T14:01:03.199375] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:03.325537] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:03.450556] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:03.574480] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:03.697996] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:03.822931] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:03.946580] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:04.069433] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:04.194044] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:04.318118] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:04.318278] [INFO ] [CONFIGURE ] RNP: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T14:01:04.318319] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 8.8s/test | Remaining: 313 tests
[2025-10-11T14:01:04.318379] [INFO ] [CONFIGURE ] RNP: Testing feature 4/29: add_ema
[2025-10-11T14:01:04.318413] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T14:01:04.457256] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:04.591225] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:04.725144] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:04.861797] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:05.003281] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:05.144135] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:05.287215] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:05.430021] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:05.565947] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:05.706183] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:05.706364] [INFO ] [CONFIGURE ] RNP: DISCARDED add_ema (score: 50.00%)
[2025-10-11T14:01:05.706422] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 8.8s/test | Remaining: 312 tests
[2025-10-11T14:01:05.706460] [INFO ] [CONFIGURE ] RNP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:01:05.706491] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:01:05.848179] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:05.994059] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:06.135584] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:06.277190] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:06.422126] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:06.565160] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:06.717450] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:06.866564] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:07.014904] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:07.160792] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:07.160955] [INFO ] [CONFIGURE ] RNP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T14:01:07.160998] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 8.8s/test | Remaining: 311 tests
[2025-10-11T14:01:07.161033] [INFO ] [CONFIGURE ] RNP: Testing feature 6/29: add_failed_moves
[2025-10-11T14:01:07.161063] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T14:01:07.286004] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:07.407050] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:07.529860] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:07.651422] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:07.774834] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:07.896789] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:08.032310] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:08.180028] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:08.323064] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:08.460548] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:08.460725] [INFO ] [CONFIGURE ] RNP: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T14:01:08.460781] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 8.8s/test | Remaining: 310 tests
[2025-10-11T14:01:08.460817] [INFO ] [CONFIGURE ] RNP: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:01:08.460847] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T14:01:08.574844] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:08.687124] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:08.824236] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:08.941180] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:09.058173] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:09.174142] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:09.290153] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:09.406975] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:09.529216] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:09.651719] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:09.651906] [INFO ] [CONFIGURE ] RNP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T14:01:09.651952] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 8.8s/test | Remaining: 309 tests
[2025-10-11T14:01:09.651989] [INFO ] [CONFIGURE ] RNP: Testing feature 8/29: add_macd
[2025-10-11T14:01:09.652022] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T14:01:09.818569] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:09.972460] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:10.125859] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:10.289582] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:10.453620] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:10.615163] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:10.774508] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:10.934900] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:11.095716] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:11.255316] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:11.255482] [INFO ] [CONFIGURE ] RNP: DISCARDED add_macd (score: 50.00%)
[2025-10-11T14:01:11.255528] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 8.8s/test | Remaining: 308 tests
[2025-10-11T14:01:11.255565] [INFO ] [CONFIGURE ] RNP: Testing feature 9/29: add_mfi
[2025-10-11T14:01:11.255596] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T14:01:11.384941] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:11.515673] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:11.646322] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:11.777458] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:11.912444] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:12.049537] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:12.189301] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:12.323804] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:12.459214] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:12.600948] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:12.601169] [INFO ] [CONFIGURE ] RNP: KEPT add_mfi (score: 60.00%)
[2025-10-11T14:01:12.601234] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 8.8s/test | Remaining: 307 tests
[2025-10-11T14:01:12.601275] [INFO ] [CONFIGURE ] RNP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:01:12.601306] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:01:12.765981] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:12.932014] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:13.099052] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:13.267965] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:13.458077] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:13.625615] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:13.792057] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:13.958783] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:14.125265] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:14.295537] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:14.295728] [INFO ] [CONFIGURE ] RNP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T14:01:14.295785] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 8.8s/test | Remaining: 306 tests
[2025-10-11T14:01:14.295824] [INFO ] [CONFIGURE ] RNP: Testing feature 11/29: add_obv_daily
[2025-10-11T14:01:14.295862] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-11T14:01:14.438550] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:14.580141] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:14.722079] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:14.888924] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:15.032908] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:15.183207] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:15.332014] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:15.480633] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:15.633840] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:15.786393] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:15.786584] [INFO ] [CONFIGURE ] RNP: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T14:01:15.786630] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 8.8s/test | Remaining: 305 tests
[2025-10-11T14:01:15.786746] [INFO ] [CONFIGURE ] RNP: Testing feature 12/29: add_obv_interval
[2025-10-11T14:01:15.786803] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-11T14:01:15.928509] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:16.067988] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:16.211975] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:16.361050] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:16.508116] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:16.655104] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:16.806108] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:16.985923] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:01:17.206777] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:17.425396] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:17.425632] [INFO ] [CONFIGURE ] RNP: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T14:01:17.425764] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 8.8s/test | Remaining: 304 tests
[2025-10-11T14:01:17.425845] [INFO ] [CONFIGURE ] RNP: Testing feature 13/29: add_opening_strength
[2025-10-11T14:01:17.425906] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:01:17.629135] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:17.813066] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:17.987683] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:18.158714] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:18.314998] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:01:18.466342] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:18.622397] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:18.814331] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:18.986607] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:19.164706] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:19.164882] [INFO ] [CONFIGURE ] RNP: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T14:01:19.164926] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 8.8s/test | Remaining: 303 tests
[2025-10-11T14:01:19.164962] [INFO ] [CONFIGURE ] RNP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:01:19.164994] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-11T14:01:19.334864] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:19.505798] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:19.681973] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:19.855048] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:20.026176] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:20.200283] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:20.370623] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:20.545187] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:20.716405] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:20.890043] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:20.890234] [INFO ] [CONFIGURE ] RNP: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T14:01:20.890285] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 8.8s/test | Remaining: 302 tests
[2025-10-11T14:01:20.890323] [INFO ] [CONFIGURE ] RNP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:01:20.890355] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-11T14:01:21.038614] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:21.173993] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:21.309040] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:21.446145] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:21.581871] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:21.718588] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:21.855183] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:21.992047] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:22.131973] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:22.271597] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:22.271789] [INFO ] [CONFIGURE ] RNP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T14:01:22.271839] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 8.8s/test | Remaining: 301 tests
[2025-10-11T14:01:22.271875] [INFO ] [CONFIGURE ] RNP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:01:22.271906] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-11T14:01:22.414764] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:22.557774] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:22.704764] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:22.848356] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:22.993506] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:23.139799] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:23.291770] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:23.454959] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:23.619624] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:23.778563] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:23.778767] [INFO ] [CONFIGURE ] RNP: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T14:01:23.778879] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 8.8s/test | Remaining: 300 tests
[2025-10-11T14:01:23.778935] [INFO ] [CONFIGURE ] RNP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:01:23.778970] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-11T14:01:23.975062] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:24.160934] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:24.313965] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:24.460049] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:24.616191] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:24.784371] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:24.947456] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:25.115882] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:25.283855] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:25.454749] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:25.454947] [INFO ] [CONFIGURE ] RNP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T14:01:25.454995] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 8.8s/test | Remaining: 299 tests
[2025-10-11T14:01:25.455033] [INFO ] [CONFIGURE ] RNP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:01:25.455068] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-11T14:01:25.610660] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:25.767108] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:25.929060] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:26.082871] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:26.238562] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:26.396229] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:26.555886] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:26.716882] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:26.875270] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:27.031354] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:27.031544] [INFO ] [CONFIGURE ] RNP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T14:01:27.031607] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 8.8s/test | Remaining: 298 tests
[2025-10-11T14:01:27.031702] [INFO ] [CONFIGURE ] RNP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:01:27.031749] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-11T14:01:27.186858] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:27.339718] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:27.491229] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:27.648255] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:27.807510] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:27.963495] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:28.121577] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:28.281872] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:28.442630] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:28.603376] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:28.603577] [INFO ] [CONFIGURE ] RNP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T14:01:28.603629] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 8.8s/test | Remaining: 297 tests
[2025-10-11T14:01:28.603715] [INFO ] [CONFIGURE ] RNP: Testing feature 20/29: add_price_rejection
[2025-10-11T14:01:28.603789] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-11T14:01:28.771320] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:28.939590] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:29.105829] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:29.269893] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:29.436173] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:29.601059] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:29.766775] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:29.930895] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:01:30.103325] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:30.274596] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:30.274834] [INFO ] [CONFIGURE ] RNP: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T14:01:30.274899] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 8.8s/test | Remaining: 296 tests
[2025-10-11T14:01:30.274939] [INFO ] [CONFIGURE ] RNP: Testing feature 21/29: add_range_position
[2025-10-11T14:01:30.274971] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-11T14:01:30.455866] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:30.636823] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:30.811084] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:30.990798] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:31.170792] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:31.354926] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:31.533814] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:31.717833] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:01:31.899583] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:32.084021] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:32.084246] [INFO ] [CONFIGURE ] RNP: DISCARDED add_range_position (score: 20.00%)
[2025-10-11T14:01:32.084344] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 8.8s/test | Remaining: 295 tests
[2025-10-11T14:01:32.084408] [INFO ] [CONFIGURE ] RNP: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:01:32.084495] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-11T14:01:32.283269] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:32.465110] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:32.633804] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:32.818266] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:01:32.994776] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:33.170006] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:33.346158] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:33.527889] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:33.706031] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:01:33.887428] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:33.887587] [INFO ] [CONFIGURE ] RNP: DISCARDED add_realized_volatility (score: 20.00%)
[2025-10-11T14:01:33.887633] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 8.8s/test | Remaining: 294 tests
[2025-10-11T14:01:33.887708] [INFO ] [CONFIGURE ] RNP: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:01:33.887749] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-11T14:01:34.032697] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:34.185153] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:34.335501] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:34.483173] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:34.630312] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:34.778861] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:34.927187] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:35.073246] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:35.218975] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:35.365207] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:35.365376] [INFO ] [CONFIGURE ] RNP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:01:35.365421] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 8.8s/test | Remaining: 293 tests
[2025-10-11T14:01:35.365457] [INFO ] [CONFIGURE ] RNP: Testing feature 24/29: add_rsi
[2025-10-11T14:01:35.365488] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-11T14:01:35.524076] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:01:35.686871] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:35.846685] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:36.010930] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:36.180112] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:36.339898] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:36.506838] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:36.669624] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:36.833844] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:36.999134] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:36.999330] [INFO ] [CONFIGURE ] RNP: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T14:01:36.999458] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 8.8s/test | Remaining: 292 tests
[2025-10-11T14:01:36.999501] [INFO ] [CONFIGURE ] RNP: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:01:36.999534] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-11T14:01:37.149249] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:37.296313] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:37.444551] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:37.594771] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:37.734993] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:37.884247] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:38.027508] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:38.172445] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:38.320497] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:38.463589] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:38.463792] [INFO ] [CONFIGURE ] RNP: KEPT add_tick_distribution (score: 70.00%)
[2025-10-11T14:01:38.463852] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 8.8s/test | Remaining: 291 tests
[2025-10-11T14:01:38.463910] [INFO ] [CONFIGURE ] RNP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:01:38.463945] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-11T14:01:38.614769] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:38.765216] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:38.914053] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:01:39.095659] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:39.248581] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:39.398367] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:39.551014] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:39.703914] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:39.863991] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:40.021171] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:01:40.021409] [INFO ] [CONFIGURE ] RNP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T14:01:40.021462] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 8.8s/test | Remaining: 290 tests
[2025-10-11T14:01:40.021501] [INFO ] [CONFIGURE ] RNP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:01:40.021535] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-11T14:01:40.184618] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:40.344854] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:40.513697] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:40.680576] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:40.841426] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:41.002999] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:41.164545] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:41.331503] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:41.500809] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:41.670335] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:41.670517] [INFO ] [CONFIGURE ] RNP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T14:01:41.670571] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 8.8s/test | Remaining: 289 tests
[2025-10-11T14:01:41.670616] [INFO ] [CONFIGURE ] RNP: Testing feature 28/29: add_volume_profile
[2025-10-11T14:01:41.670676] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution', 'add_volume_profile']
[2025-10-11T14:01:41.823944] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:41.976228] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:42.131552] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:42.294533] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:42.451522] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:42.604936] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:42.754320] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:42.909174] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:43.062201] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:43.217473] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:43.217629] [INFO ] [CONFIGURE ] RNP: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T14:01:43.217714] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 8.8s/test | Remaining: 288 tests
[2025-10-11T14:01:43.217760] [INFO ] [CONFIGURE ] RNP: Testing feature 29/29: add_vwap
[2025-10-11T14:01:43.217793] [INFO ] [CONFIGURE ] RNP: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution', 'add_vwap']
[2025-10-11T14:01:43.369775] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:01:43.523759] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:43.677439] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:43.831327] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:01:43.987286] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:01:44.153163] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:44.315179] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:44.475364] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:01:44.633316] [DEBUG] [FORECASTER] RNP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:01:44.796632] [DEBUG] [FORECASTER] RNP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:01:44.796890] [INFO ] [CONFIGURE ] RNP: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T14:01:44.796941] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 8.8s/test | Remaining: 287 tests
[2025-10-11T14:01:44.797000] [INFO ] [CONFIGURE ] RNP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:01:44.797055] [INFO ] [CONFIGURE ] RNP: Best accuracy: 70.00%
[2025-10-11T14:01:44.797089] [INFO ] [CONFIGURE ] RNP: Best feature set (3 features): ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-11T14:01:44.797118] [INFO ] [CONFIGURE ] RNP: Improvement over baseline: 30.00%
[2025-10-11T14:01:44.797144] [INFO ] [CONFIGURE ] RNP: Total time: 44.4 seconds
[2025-10-11T14:01:44.797170] [INFO ] [CONFIGURE ] RNP: Average time per feature: 1.5 seconds
[2025-10-11T14:01:44.797197] [INFO ] [CONFIGURE ] RNP: Average speed: 0.65 features/sec
[2025-10-11T14:01:44.797754] [INFO ] [LOCAL     ] Saved configuration for RNP: 3 features, 70.00% accuracy -> ./output/feature-sets/RNP.json
[2025-10-11T14:01:44.797809] [INFO ] [CONFIGURE ] RNP: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-11T14:01:44.797859] [INFO ] [sig       ] [212/220] Successfully configured RNP | 0.00 sym/s | Total: 15.3h | ETA: 34.6m
[2025-10-11T14:01:44.797934] [INFO ] [sig       ] [213/220] Configuring RPT...
[2025-10-11T14:01:44.798003] [INFO ] [CONFIGURE ] RPT: Configurate test run.
[2025-10-11T14:01:44.798068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'.
[2025-10-11T14:01:44.812672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RPT'.
[2025-10-11T14:01:44.813006] [INFO ] [CONFIGURE ] RPT: Testing with 29 available features
[2025-10-11T14:01:44.813062] [INFO ] [CONFIGURE ] RPT: Establishing baseline with no features...
[2025-10-11T14:01:44.915843] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:45.018143] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:45.122278] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:45.226268] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:45.328837] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:45.452575] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:45.557891] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:45.663836] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:45.766496] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:45.872296] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:45.872462] [INFO ] [CONFIGURE ] RPT: Baseline score (no features): 50.00%
[2025-10-11T14:01:45.872543] [INFO ] [CONFIGURE ] RPT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:01:45.872606] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:01:45.996150] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:46.113969] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:46.236185] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:46.361700] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:46.482227] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:46.604255] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:46.724765] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:46.841615] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:46.958915] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:47.078150] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:47.078296] [INFO ] [CONFIGURE ] RPT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T14:01:47.078338] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 8.8s/test | Remaining: 286 tests
[2025-10-11T14:01:47.078372] [INFO ] [CONFIGURE ] RPT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:01:47.078402] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:01:47.200872] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:47.321085] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:47.445974] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:47.569918] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:47.694924] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:47.816071] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:47.939106] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:48.060584] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:48.185926] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:48.310927] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:01:48.311074] [INFO ] [CONFIGURE ] RPT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T14:01:48.311116] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 8.8s/test | Remaining: 285 tests
[2025-10-11T14:01:48.311149] [INFO ] [CONFIGURE ] RPT: Testing feature 3/29: add_daily_returns
[2025-10-11T14:01:48.311178] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_daily_returns']
[2025-10-11T14:01:48.417318] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:48.527177] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:48.636018] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:48.745617] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:48.851681] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:48.960193] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:49.068393] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:49.177270] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:49.287613] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:49.400867] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:49.401010] [INFO ] [CONFIGURE ] RPT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T14:01:49.401051] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 8.8s/test | Remaining: 284 tests
[2025-10-11T14:01:49.401107] [INFO ] [CONFIGURE ] RPT: Testing feature 4/29: add_ema
[2025-10-11T14:01:49.401162] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_ema']
[2025-10-11T14:01:49.521856] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:49.641860] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:49.764340] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:49.883575] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:50.007244] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:50.129049] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:50.252903] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:50.374894] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:50.498124] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:50.621262] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:50.621460] [INFO ] [CONFIGURE ] RPT: DISCARDED add_ema (score: 50.00%)
[2025-10-11T14:01:50.621505] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 8.8s/test | Remaining: 283 tests
[2025-10-11T14:01:50.621539] [INFO ] [CONFIGURE ] RPT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:01:50.621570] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:01:50.750721] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:50.879230] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:51.013317] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:51.147162] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:51.280953] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:01:51.413023] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:51.542465] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:51.672035] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:51.804412] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:51.940342] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:51.940498] [INFO ] [CONFIGURE ] RPT: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T14:01:51.940543] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 8.8s/test | Remaining: 282 tests
[2025-10-11T14:01:51.940577] [INFO ] [CONFIGURE ] RPT: Testing feature 6/29: add_failed_moves
[2025-10-11T14:01:51.940608] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T14:01:52.075545] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:52.212377] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:52.350348] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:52.493776] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:52.631737] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:01:52.767853] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:52.910135] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:53.046264] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:53.183911] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:53.321056] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:53.321220] [INFO ] [CONFIGURE ] RPT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T14:01:53.321264] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 8.8s/test | Remaining: 281 tests
[2025-10-11T14:01:53.321298] [INFO ] [CONFIGURE ] RPT: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:01:53.321329] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T14:01:53.448786] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:53.574743] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:53.701828] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:53.828048] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:53.964162] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:01:54.109955] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:54.241756] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:54.380540] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:54.544863] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:01:54.678279] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:54.678473] [INFO ] [CONFIGURE ] RPT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T14:01:54.678519] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 8.7s/test | Remaining: 280 tests
[2025-10-11T14:01:54.678553] [INFO ] [CONFIGURE ] RPT: Testing feature 8/29: add_macd
[2025-10-11T14:01:54.678584] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T14:01:54.830736] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:54.987308] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:01:55.144682] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:55.307986] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:55.469230] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:01:55.635238] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:55.795439] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:55.955505] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:01:56.117074] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:01:56.285377] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:01:56.285555] [INFO ] [CONFIGURE ] RPT: DISCARDED add_macd (score: 40.00%)
[2025-10-11T14:01:56.285602] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 8.7s/test | Remaining: 279 tests
[2025-10-11T14:01:56.285638] [INFO ] [CONFIGURE ] RPT: Testing feature 9/29: add_mfi
[2025-10-11T14:01:56.285725] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T14:01:56.438795] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:01:56.593398] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:56.756365] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:56.901247] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:57.269988] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:01:57.423539] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:01:57.612135] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:01:57.763951] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:57.917222] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:01:58.071452] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:01:58.071682] [INFO ] [CONFIGURE ] RPT: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T14:01:58.071745] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 8.7s/test | Remaining: 278 tests
[2025-10-11T14:01:58.071784] [INFO ] [CONFIGURE ] RPT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:01:58.071817] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:01:58.235990] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:58.392016] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:01:58.554567] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:01:58.711762] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:01:58.869281] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:01:59.029066] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:01:59.193054] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:01:59.357330] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:01:59.520455] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:01:59.700253] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:01:59.700482] [INFO ] [CONFIGURE ] RPT: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T14:01:59.700533] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 8.7s/test | Remaining: 277 tests
[2025-10-11T14:01:59.700568] [INFO ] [CONFIGURE ] RPT: Testing feature 11/29: add_obv_daily
[2025-10-11T14:01:59.700600] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T14:01:59.845823] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:01:59.987410] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:00.125814] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:00.265996] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:00.405805] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:00.553782] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:00.697936] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:00.836146] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:00.976841] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:01.115912] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:01.116113] [INFO ] [CONFIGURE ] RPT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T14:02:01.116200] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 8.7s/test | Remaining: 276 tests
[2025-10-11T14:02:01.116239] [INFO ] [CONFIGURE ] RPT: Testing feature 12/29: add_obv_interval
[2025-10-11T14:02:01.116270] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T14:02:01.256420] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:01.399685] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:01.537539] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:01.682223] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:01.838359] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:01.985848] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:02.134727] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:02.289760] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:02.448274] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:02.590154] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:02:02.590322] [INFO ] [CONFIGURE ] RPT: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T14:02:02.590367] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 8.7s/test | Remaining: 275 tests
[2025-10-11T14:02:02.590401] [INFO ] [CONFIGURE ] RPT: Testing feature 13/29: add_opening_strength
[2025-10-11T14:02:02.590431] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:02:02.732405] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:02.889281] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:03.053246] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:03.208886] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:03.365890] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:02:03.535953] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:03.704021] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:03.849978] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:04.008276] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:04.174206] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:02:04.174408] [INFO ] [CONFIGURE ] RPT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T14:02:04.174455] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 8.7s/test | Remaining: 274 tests
[2025-10-11T14:02:04.174492] [INFO ] [CONFIGURE ] RPT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:02:04.174524] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T14:02:04.332344] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:04.480834] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:04.631945] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:04.784683] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:04.940311] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:05.095114] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:05.252632] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:05.412180] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:05.566000] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:05.738282] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:05.738492] [INFO ] [CONFIGURE ] RPT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T14:02:05.738540] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 8.7s/test | Remaining: 273 tests
[2025-10-11T14:02:05.738578] [INFO ] [CONFIGURE ] RPT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:02:05.738611] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T14:02:05.872293] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:06.008374] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:06.140712] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:06.276482] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:06.409168] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:02:06.537822] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:06.680185] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:06.810586] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:06.943958] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:07.082295] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:07.082513] [INFO ] [CONFIGURE ] RPT: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T14:02:07.082568] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 8.7s/test | Remaining: 272 tests
[2025-10-11T14:02:07.082604] [INFO ] [CONFIGURE ] RPT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:02:07.082637] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T14:02:07.222935] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:07.359433] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:07.498279] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:07.642799] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:07.787593] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:07.930067] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:08.074173] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:08.220331] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:08.366377] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:08.521277] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:02:08.521486] [INFO ] [CONFIGURE ] RPT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T14:02:08.521542] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 8.7s/test | Remaining: 271 tests
[2025-10-11T14:02:08.521578] [INFO ] [CONFIGURE ] RPT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:02:08.521631] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T14:02:08.668188] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:08.811829] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:08.956751] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:09.112906] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:09.309686] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:09.528699] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:09.789574] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:09.982888] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:10.134393] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:10.283279] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:10.283449] [INFO ] [CONFIGURE ] RPT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T14:02:10.283511] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 8.7s/test | Remaining: 270 tests
[2025-10-11T14:02:10.283548] [INFO ] [CONFIGURE ] RPT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:02:10.283580] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T14:02:10.411418] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:10.541233] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:10.674426] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:10.804042] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:10.934211] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:11.065546] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:11.195538] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:11.327957] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:11.461103] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:11.594361] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:11.594493] [INFO ] [CONFIGURE ] RPT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T14:02:11.594536] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 8.7s/test | Remaining: 269 tests
[2025-10-11T14:02:11.594571] [INFO ] [CONFIGURE ] RPT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:02:11.594602] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T14:02:11.724311] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:11.857144] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:11.988792] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:12.119168] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:12.250303] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:12.380079] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:12.513584] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:12.647526] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:12.789551] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:12.926287] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:12.926413] [INFO ] [CONFIGURE ] RPT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T14:02:12.926456] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 8.7s/test | Remaining: 268 tests
[2025-10-11T14:02:12.926490] [INFO ] [CONFIGURE ] RPT: Testing feature 20/29: add_price_rejection
[2025-10-11T14:02:12.926520] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T14:02:13.068272] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:13.210947] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:13.356038] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:13.502039] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:13.649943] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:13.795037] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:13.934527] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:14.074259] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:14.214071] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:14.355906] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:14.356042] [INFO ] [CONFIGURE ] RPT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T14:02:14.356086] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 8.7s/test | Remaining: 267 tests
[2025-10-11T14:02:14.356120] [INFO ] [CONFIGURE ] RPT: Testing feature 21/29: add_range_position
[2025-10-11T14:02:14.356150] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T14:02:14.501481] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:14.647563] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:14.794178] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:14.942525] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:15.092550] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T14:02:15.242592] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:15.391408] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:15.541333] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:15.695560] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:15.852559] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:02:15.852761] [INFO ] [CONFIGURE ] RPT: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T14:02:15.852817] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 8.7s/test | Remaining: 266 tests
[2025-10-11T14:02:15.852854] [INFO ] [CONFIGURE ] RPT: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:02:15.852887] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T14:02:16.033484] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:16.218503] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:16.386185] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:16.562441] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:16.731449] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:16.902528] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:17.073381] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:17.238854] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:17.405030] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:17.573728] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:17.573879] [INFO ] [CONFIGURE ] RPT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T14:02:17.573974] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 8.7s/test | Remaining: 265 tests
[2025-10-11T14:02:17.574019] [INFO ] [CONFIGURE ] RPT: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:02:17.574052] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T14:02:17.718819] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:17.858534] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:17.999103] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:18.145634] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:18.299317] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:18.443665] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:18.584268] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:18.727244] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:18.869175] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:19.013561] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:19.013768] [INFO ] [CONFIGURE ] RPT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:02:19.013821] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 8.7s/test | Remaining: 264 tests
[2025-10-11T14:02:19.013856] [INFO ] [CONFIGURE ] RPT: Testing feature 24/29: add_rsi
[2025-10-11T14:02:19.013887] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-11T14:02:19.171974] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:19.329089] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:19.486323] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:19.645250] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:19.806907] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:19.967779] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:20.128105] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:20.287417] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:20.448216] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:20.624416] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:20.624594] [INFO ] [CONFIGURE ] RPT: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T14:02:20.624639] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 8.7s/test | Remaining: 263 tests
[2025-10-11T14:02:20.624722] [INFO ] [CONFIGURE ] RPT: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:02:20.624759] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T14:02:20.784575] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:20.943055] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:21.107973] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:21.256961] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:21.418177] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:21.573383] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:21.718582] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:21.875984] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:22.034206] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:22.198571] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:22.198778] [INFO ] [CONFIGURE ] RPT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T14:02:22.198832] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 8.7s/test | Remaining: 262 tests
[2025-10-11T14:02:22.198868] [INFO ] [CONFIGURE ] RPT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:02:22.198900] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T14:02:22.342168] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:22.485564] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:22.633221] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:22.778612] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:22.921226] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:23.065616] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:23.209258] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:23.365196] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:23.523368] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:23.681412] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T14:02:23.681581] [INFO ] [CONFIGURE ] RPT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T14:02:23.681627] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 8.7s/test | Remaining: 261 tests
[2025-10-11T14:02:23.681700] [INFO ] [CONFIGURE ] RPT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:02:23.681746] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T14:02:23.838879] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:23.990689] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:24.146286] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:24.292621] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:24.452802] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:24.604437] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:24.758536] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:24.930761] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:25.080881] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:25.230334] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:25.230533] [INFO ] [CONFIGURE ] RPT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T14:02:25.230596] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 8.7s/test | Remaining: 260 tests
[2025-10-11T14:02:25.230634] [INFO ] [CONFIGURE ] RPT: Testing feature 28/29: add_volume_profile
[2025-10-11T14:02:25.230721] [INFO ] [CONFIGURE ] RPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T14:02:25.368161] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:02:25.509726] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:25.653125] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:25.795767] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:02:25.940760] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T14:02:26.087408] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:26.233606] [DEBUG] [FORECASTER] RPT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:02:26.379808] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:26.527448] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:26.675914] [DEBUG] [FORECASTER] RPT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:02:26.676086] [INFO ] [CONFIGURE ] RPT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T14:02:26.676131] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 8.7s/test | Remaining: 259 tests
[2025-10-11T14:02:26.676191] [INFO ] [CONFIGURE ] RPT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:02:26.676248] [INFO ] [CONFIGURE ] RPT: Best accuracy: 70.00%
[2025-10-11T14:02:26.676283] [INFO ] [CONFIGURE ] RPT: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:02:26.676314] [INFO ] [CONFIGURE ] RPT: Improvement over baseline: 20.00%
[2025-10-11T14:02:26.676342] [INFO ] [CONFIGURE ] RPT: Total time: 40.8 seconds
[2025-10-11T14:02:26.676369] [INFO ] [CONFIGURE ] RPT: Average time per feature: 1.5 seconds
[2025-10-11T14:02:26.676402] [INFO ] [CONFIGURE ] RPT: Average speed: 0.71 features/sec
[2025-10-11T14:02:26.677127] [INFO ] [LOCAL     ] Saved configuration for RPT: 2 features, 70.00% accuracy -> ./output/feature-sets/RPT.json
[2025-10-11T14:02:26.677189] [INFO ] [CONFIGURE ] RPT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T14:02:26.677248] [INFO ] [sig       ] [213/220] Successfully configured RPT | 0.00 sym/s | Total: 15.3h | ETA: 30.1m
[2025-10-11T14:02:26.677333] [INFO ] [sig       ] [214/220] Configuring RSF...
[2025-10-11T14:02:26.677410] [INFO ] [CONFIGURE ] RSF: Configurate test run.
[2025-10-11T14:02:26.677484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-10-11T14:02:26.690935] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSF'.
[2025-10-11T14:02:26.691267] [INFO ] [CONFIGURE ] RSF: Testing with 29 available features
[2025-10-11T14:02:26.691322] [INFO ] [CONFIGURE ] RSF: Establishing baseline with no features...
[2025-10-11T14:02:26.795493] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:26.897773] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:26.999423] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:27.102748] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:27.208865] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:27.316811] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:27.426485] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:27.536819] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:27.650839] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:27.764012] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:27.764193] [INFO ] [CONFIGURE ] RSF: Baseline score (no features): 40.00%
[2025-10-11T14:02:27.764238] [INFO ] [CONFIGURE ] RSF: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:02:27.764274] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:02:27.892354] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:28.012497] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:28.132989] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.252749] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.371110] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.489267] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:28.607979] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.726084] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.847703] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:28.972537] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:28.972757] [INFO ] [CONFIGURE ] RSF: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T14:02:28.972811] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 8.7s/test | Remaining: 258 tests
[2025-10-11T14:02:28.972850] [INFO ] [CONFIGURE ] RSF: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:02:28.972884] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:02:29.095385] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:29.221927] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:29.345991] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:02:29.474870] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:29.594997] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:29.725601] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:29.862565] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:29.984697] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:30.107543] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:30.232772] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:30.232950] [INFO ] [CONFIGURE ] RSF: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T14:02:30.232994] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 8.7s/test | Remaining: 257 tests
[2025-10-11T14:02:30.233030] [INFO ] [CONFIGURE ] RSF: Testing feature 3/29: add_daily_returns
[2025-10-11T14:02:30.233061] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns']
[2025-10-11T14:02:30.351513] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:30.460779] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:30.567384] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:30.675779] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:30.786380] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:30.894863] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:31.015750] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:31.132099] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:31.240812] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:31.352743] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:31.352893] [INFO ] [CONFIGURE ] RSF: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T14:02:31.352937] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 8.7s/test | Remaining: 256 tests
[2025-10-11T14:02:31.352972] [INFO ] [CONFIGURE ] RSF: Testing feature 4/29: add_ema
[2025-10-11T14:02:31.353004] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T14:02:31.486099] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:31.613059] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:31.746906] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:31.875337] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:31.995351] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:32.114843] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:32.244899] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:32.372446] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:32.506971] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:32.638205] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:32.638338] [INFO ] [CONFIGURE ] RSF: DISCARDED add_ema (score: 40.00%)
[2025-10-11T14:02:32.638382] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 8.7s/test | Remaining: 255 tests
[2025-10-11T14:02:32.638417] [INFO ] [CONFIGURE ] RSF: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:02:32.638449] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:02:32.771400] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:32.903545] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:33.035914] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:33.173447] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:33.312526] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:33.448356] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:33.583412] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:33.718223] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:33.854330] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:33.989403] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:33.989598] [INFO ] [CONFIGURE ] RSF: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T14:02:33.989670] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 8.7s/test | Remaining: 254 tests
[2025-10-11T14:02:33.989728] [INFO ] [CONFIGURE ] RSF: Testing feature 6/29: add_failed_moves
[2025-10-11T14:02:33.989762] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T14:02:34.103568] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:34.216844] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:34.330328] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:34.443976] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:34.560017] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:34.676499] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:34.791579] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:34.908566] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:35.023940] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:35.140772] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:35.140964] [INFO ] [CONFIGURE ] RSF: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T14:02:35.141014] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 8.7s/test | Remaining: 253 tests
[2025-10-11T14:02:35.141049] [INFO ] [CONFIGURE ] RSF: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:02:35.141080] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T14:02:35.245668] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:35.351015] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:35.455896] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:35.562714] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:35.668258] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:35.774568] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:35.881480] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:35.988264] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:36.097100] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:36.206102] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:36.206267] [INFO ] [CONFIGURE ] RSF: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T14:02:36.206324] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 8.7s/test | Remaining: 252 tests
[2025-10-11T14:02:36.206360] [INFO ] [CONFIGURE ] RSF: Testing feature 8/29: add_macd
[2025-10-11T14:02:36.206393] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T14:02:36.349787] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:36.494625] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:36.639005] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:02:36.782787] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:36.927223] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:37.076194] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:37.223753] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:02:37.371172] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:37.518788] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:37.673022] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:37.673181] [INFO ] [CONFIGURE ] RSF: DISCARDED add_macd (score: 40.00%)
[2025-10-11T14:02:37.673226] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 8.7s/test | Remaining: 251 tests
[2025-10-11T14:02:37.673260] [INFO ] [CONFIGURE ] RSF: Testing feature 9/29: add_mfi
[2025-10-11T14:02:37.673291] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T14:02:37.791205] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:37.907148] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:38.024051] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:38.141114] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:38.259039] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:38.377247] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:38.495752] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:38.623069] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:38.751602] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:38.881371] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:38.881561] [INFO ] [CONFIGURE ] RSF: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T14:02:38.881611] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 8.7s/test | Remaining: 250 tests
[2025-10-11T14:02:38.881670] [INFO ] [CONFIGURE ] RSF: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:02:38.881724] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:02:39.021625] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:39.160431] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:39.301227] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:39.441561] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:39.582791] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:39.720285] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:39.858330] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:40.015632] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:40.180491] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:40.329762] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:40.329997] [INFO ] [CONFIGURE ] RSF: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T14:02:40.330050] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 8.7s/test | Remaining: 249 tests
[2025-10-11T14:02:40.330088] [INFO ] [CONFIGURE ] RSF: Testing feature 11/29: add_obv_daily
[2025-10-11T14:02:40.330121] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T14:02:40.450422] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:40.571839] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:40.691062] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:40.815359] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:40.937440] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:41.069039] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:41.187778] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:41.305535] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:41.423661] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:41.543611] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:41.543783] [INFO ] [CONFIGURE ] RSF: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T14:02:41.543834] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 8.7s/test | Remaining: 248 tests
[2025-10-11T14:02:41.543877] [INFO ] [CONFIGURE ] RSF: Testing feature 12/29: add_obv_interval
[2025-10-11T14:02:41.543916] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T14:02:41.655693] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:41.769297] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:41.882633] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:41.997085] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:42.113124] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:42.231540] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:02:42.347589] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:42.465345] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:42.584943] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:42.703744] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:42.703904] [INFO ] [CONFIGURE ] RSF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T14:02:42.703946] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 8.7s/test | Remaining: 247 tests
[2025-10-11T14:02:42.703981] [INFO ] [CONFIGURE ] RSF: Testing feature 13/29: add_opening_strength
[2025-10-11T14:02:42.704012] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T14:02:42.820895] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:42.940294] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:43.065009] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:43.196469] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:43.326934] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:43.463308] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:43.595569] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:43.721429] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:43.847496] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:43.974717] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:43.974894] [INFO ] [CONFIGURE ] RSF: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T14:02:43.974941] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 8.7s/test | Remaining: 246 tests
[2025-10-11T14:02:43.974977] [INFO ] [CONFIGURE ] RSF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:02:43.975010] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T14:02:44.110242] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:44.245637] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:44.375895] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:44.504541] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:44.632725] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:44.763383] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:44.893147] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:45.023703] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:45.157215] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:45.291999] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:45.292161] [INFO ] [CONFIGURE ] RSF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T14:02:45.292206] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 8.7s/test | Remaining: 245 tests
[2025-10-11T14:02:45.292241] [INFO ] [CONFIGURE ] RSF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:02:45.292272] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T14:02:45.402749] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:45.510075] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:45.620960] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:45.730930] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:45.839961] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:45.954906] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:46.067485] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:46.189159] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:46.308781] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:46.428150] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:46.428326] [INFO ] [CONFIGURE ] RSF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T14:02:46.428389] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 8.7s/test | Remaining: 244 tests
[2025-10-11T14:02:46.428427] [INFO ] [CONFIGURE ] RSF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:02:46.428460] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T14:02:46.551442] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:46.675984] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:46.799877] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:46.926680] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:47.051292] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:47.179237] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:47.302466] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:47.430806] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:47.563244] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:47.694855] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:47.695017] [INFO ] [CONFIGURE ] RSF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T14:02:47.695063] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 8.7s/test | Remaining: 243 tests
[2025-10-11T14:02:47.695102] [INFO ] [CONFIGURE ] RSF: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:02:47.695135] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T14:02:47.833498] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:47.955546] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:48.081959] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:48.206795] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:48.328885] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:48.451704] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:48.573028] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:48.696071] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:48.819518] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:48.946816] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:48.947018] [INFO ] [CONFIGURE ] RSF: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T14:02:48.947076] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 8.7s/test | Remaining: 242 tests
[2025-10-11T14:02:48.947112] [INFO ] [CONFIGURE ] RSF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:02:48.947144] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T14:02:49.058120] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:49.167316] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:49.274991] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:49.385714] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:49.502211] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:49.642765] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:49.761350] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:49.877612] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:49.992275] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:50.104526] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:50.104717] [INFO ] [CONFIGURE ] RSF: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T14:02:50.104773] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 8.7s/test | Remaining: 241 tests
[2025-10-11T14:02:50.104810] [INFO ] [CONFIGURE ] RSF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:02:50.104843] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-11T14:02:50.213467] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:50.327935] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:50.439971] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:50.550554] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:50.673315] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:50.786974] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:50.909997] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:51.029300] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:51.149020] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:51.270043] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:51.270242] [INFO ] [CONFIGURE ] RSF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T14:02:51.270288] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 8.7s/test | Remaining: 240 tests
[2025-10-11T14:02:51.270327] [INFO ] [CONFIGURE ] RSF: Testing feature 20/29: add_price_rejection
[2025-10-11T14:02:51.270361] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-11T14:02:51.397671] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:51.519723] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:51.645323] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:51.772156] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:51.895163] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:52.017825] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:52.145173] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:52.268610] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:52.394078] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:52.521507] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:52.521800] [INFO ] [CONFIGURE ] RSF: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T14:02:52.521860] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 8.7s/test | Remaining: 239 tests
[2025-10-11T14:02:52.521898] [INFO ] [CONFIGURE ] RSF: Testing feature 21/29: add_range_position
[2025-10-11T14:02:52.521931] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-11T14:02:52.684532] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:52.819351] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:52.955840] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.090221] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.223606] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.360682] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:53.502301] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.640297] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.771191] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:53.902967] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:53.903137] [INFO ] [CONFIGURE ] RSF: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T14:02:53.903181] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 8.7s/test | Remaining: 238 tests
[2025-10-11T14:02:53.903216] [INFO ] [CONFIGURE ] RSF: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:02:53.903247] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-11T14:02:54.052662] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:54.207916] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:54.368867] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:54.521341] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:54.669910] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:54.815771] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:54.963114] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:55.112876] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:55.260432] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:55.404372] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:55.404555] [INFO ] [CONFIGURE ] RSF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T14:02:55.404599] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 8.7s/test | Remaining: 237 tests
[2025-10-11T14:02:55.404635] [INFO ] [CONFIGURE ] RSF: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:02:55.404709] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-11T14:02:55.520023] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:55.635025] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:55.755122] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:55.870949] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:55.989719] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:56.108997] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:56.227074] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:56.347350] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:02:56.467603] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:02:56.589062] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:56.589243] [INFO ] [CONFIGURE ] RSF: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:02:56.589286] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 8.7s/test | Remaining: 236 tests
[2025-10-11T14:02:56.589321] [INFO ] [CONFIGURE ] RSF: Testing feature 24/29: add_rsi
[2025-10-11T14:02:56.589354] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-11T14:02:56.725162] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:56.866407] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:57.010160] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:57.158083] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:57.303021] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:57.450812] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:57.598418] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:57.744452] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:57.885274] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:58.029142] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:02:58.029312] [INFO ] [CONFIGURE ] RSF: KEPT add_rsi (score: 70.00%)
[2025-10-11T14:02:58.029356] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 8.7s/test | Remaining: 235 tests
[2025-10-11T14:02:58.029391] [INFO ] [CONFIGURE ] RSF: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:02:58.029423] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-11T14:02:58.173939] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:58.320179] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:02:58.473787] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:02:58.628565] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:02:58.776125] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:02:58.926559] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:02:59.076010] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:02:59.226716] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:02:59.375243] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:02:59.526214] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:02:59.526386] [INFO ] [CONFIGURE ] RSF: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T14:02:59.526429] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 8.7s/test | Remaining: 234 tests
[2025-10-11T14:02:59.526465] [INFO ] [CONFIGURE ] RSF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:02:59.526517] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-11T14:02:59.673551] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:02:59.823819] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:02:59.977940] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:00.127725] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:03:00.277804] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:00.430424] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:00.587070] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:03:00.737373] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:00.889760] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:03:01.044979] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:01.045206] [INFO ] [CONFIGURE ] RSF: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T14:03:01.045375] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 8.7s/test | Remaining: 233 tests
[2025-10-11T14:03:01.045440] [INFO ] [CONFIGURE ] RSF: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:03:01.045477] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-11T14:03:01.218954] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:01.380539] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:01.535302] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:01.693253] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:03:01.851624] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:02.016907] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:02.171634] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:03:02.330273] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:02.484431] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:03:02.640922] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:02.641088] [INFO ] [CONFIGURE ] RSF: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T14:03:02.641131] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 8.7s/test | Remaining: 232 tests
[2025-10-11T14:03:02.641166] [INFO ] [CONFIGURE ] RSF: Testing feature 28/29: add_volume_profile
[2025-10-11T14:03:02.641197] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-11T14:03:02.790039] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:02.934585] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:03.084114] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:03.232365] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:03:03.383387] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:03.540004] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:03.693826] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:03:03.847273] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:03.998950] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:03:04.161826] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:04.162060] [INFO ] [CONFIGURE ] RSF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T14:03:04.162123] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 8.7s/test | Remaining: 231 tests
[2025-10-11T14:03:04.162162] [INFO ] [CONFIGURE ] RSF: Testing feature 29/29: add_vwap
[2025-10-11T14:03:04.162194] [INFO ] [CONFIGURE ] RSF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-11T14:03:04.312141] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:04.463979] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:04.616600] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:04.800974] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:03:04.958927] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:05.118639] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:05.272164] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:03:05.428520] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:05.589036] [DEBUG] [FORECASTER] RSF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:03:05.747548] [DEBUG] [FORECASTER] RSF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:05.747764] [INFO ] [CONFIGURE ] RSF: KEPT add_vwap (score: 80.00%)
[2025-10-11T14:03:05.747816] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 8.7s/test | Remaining: 230 tests
[2025-10-11T14:03:05.747873] [INFO ] [CONFIGURE ] RSF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:03:05.747929] [INFO ] [CONFIGURE ] RSF: Best accuracy: 80.00%
[2025-10-11T14:03:05.747963] [INFO ] [CONFIGURE ] RSF: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-11T14:03:05.747994] [INFO ] [CONFIGURE ] RSF: Improvement over baseline: 40.00%
[2025-10-11T14:03:05.748021] [INFO ] [CONFIGURE ] RSF: Total time: 38.0 seconds
[2025-10-11T14:03:05.748048] [INFO ] [CONFIGURE ] RSF: Average time per feature: 1.3 seconds
[2025-10-11T14:03:05.748075] [INFO ] [CONFIGURE ] RSF: Average speed: 0.76 features/sec
[2025-10-11T14:03:05.748760] [INFO ] [LOCAL     ] Saved configuration for RSF: 4 features, 80.00% accuracy -> ./output/feature-sets/RSF.json
[2025-10-11T14:03:05.748815] [INFO ] [CONFIGURE ] RSF: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T14:03:05.748853] [INFO ] [sig       ] [214/220] Successfully configured RSF | 0.00 sym/s | Total: 15.3h | ETA: 25.7m
[2025-10-11T14:03:05.748886] [INFO ] [sig       ] [215/220] Configuring RSKD...
[2025-10-11T14:03:05.748930] [INFO ] [CONFIGURE ] RSKD: Configurate test run.
[2025-10-11T14:03:05.749002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-10-11T14:03:05.764181] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSKD'.
[2025-10-11T14:03:05.764718] [INFO ] [CONFIGURE ] RSKD: Testing with 29 available features
[2025-10-11T14:03:05.764775] [INFO ] [CONFIGURE ] RSKD: Establishing baseline with no features...
[2025-10-11T14:03:05.882813] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:06.006860] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:06.125675] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:06.243407] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:03:06.364901] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:06.487748] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:06.595769] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:06.702325] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:06.809132] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:06.924399] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:06.924592] [INFO ] [CONFIGURE ] RSKD: Baseline score (no features): 60.00%
[2025-10-11T14:03:06.924675] [INFO ] [CONFIGURE ] RSKD: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:03:06.924730] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:03:07.044134] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:07.169296] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:07.302774] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:07.423221] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:07.542558] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:07.668967] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:07.823715] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:07.946068] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:08.068408] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:08.192229] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:08.192393] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T14:03:08.192436] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 8.7s/test | Remaining: 229 tests
[2025-10-11T14:03:08.192472] [INFO ] [CONFIGURE ] RSKD: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:03:08.192503] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:03:08.334895] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:08.473838] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:08.603945] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:08.737733] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:08.880664] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:09.024484] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:09.176120] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:09.320902] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:09.464449] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:09.605014] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:09.605178] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T14:03:09.605244] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 8.7s/test | Remaining: 228 tests
[2025-10-11T14:03:09.605290] [INFO ] [CONFIGURE ] RSKD: Testing feature 3/29: add_daily_returns
[2025-10-11T14:03:09.605364] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_daily_returns']
[2025-10-11T14:03:09.730677] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:09.849691] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:09.978577] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:10.090905] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:03:10.199277] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:10.309364] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:10.420228] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:10.526773] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:10.637352] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:10.745800] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:10.745975] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T14:03:10.746036] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 8.7s/test | Remaining: 227 tests
[2025-10-11T14:03:10.746073] [INFO ] [CONFIGURE ] RSKD: Testing feature 4/29: add_ema
[2025-10-11T14:03:10.746104] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema']
[2025-10-11T14:03:10.865895] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:10.992022] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:11.115169] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:11.238188] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:11.360973] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:11.488894] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:11.612622] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:11.737298] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:11.864672] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:11.989603] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:11.989822] [INFO ] [CONFIGURE ] RSKD: KEPT add_ema (score: 70.00%)
[2025-10-11T14:03:11.989874] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 8.7s/test | Remaining: 226 tests
[2025-10-11T14:03:11.989909] [INFO ] [CONFIGURE ] RSKD: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:03:11.989941] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:03:12.140102] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:12.288751] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:12.440582] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:12.603597] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:12.756273] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:12.908963] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:13.063729] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:13.216939] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:13.370787] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:13.525694] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:13.525900] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T14:03:13.525948] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 8.7s/test | Remaining: 225 tests
[2025-10-11T14:03:13.525984] [INFO ] [CONFIGURE ] RSKD: Testing feature 6/29: add_failed_moves
[2025-10-11T14:03:13.526014] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T14:03:13.663059] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:13.796950] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:13.936424] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:14.082787] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:14.227222] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:14.365630] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:14.505352] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:14.640452] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:14.777631] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:14.911347] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:14.911507] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T14:03:14.911553] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 8.7s/test | Remaining: 224 tests
[2025-10-11T14:03:14.911589] [INFO ] [CONFIGURE ] RSKD: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:03:14.911624] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T14:03:15.030028] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:15.151899] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:15.271414] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:15.392184] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:15.525428] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:15.647242] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:15.769526] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:15.901489] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:16.032807] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:16.161031] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:16.161208] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T14:03:16.161251] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 8.7s/test | Remaining: 223 tests
[2025-10-11T14:03:16.161289] [INFO ] [CONFIGURE ] RSKD: Testing feature 8/29: add_macd
[2025-10-11T14:03:16.161323] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T14:03:16.323567] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:16.486755] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:16.644844] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:16.805605] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:16.968200] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:17.131693] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:17.317638] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:17.544392] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:17.785516] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:17.985401] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:17.985587] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_macd (score: 70.00%)
[2025-10-11T14:03:17.985634] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 8.7s/test | Remaining: 222 tests
[2025-10-11T14:03:17.985721] [INFO ] [CONFIGURE ] RSKD: Testing feature 9/29: add_mfi
[2025-10-11T14:03:17.985764] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T14:03:18.129544] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:18.284044] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:18.440137] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:18.603216] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:18.775088] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:19.012927] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:19.172969] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:19.335226] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:19.486847] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:19.626129] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:19.626294] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T14:03:19.626337] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 8.7s/test | Remaining: 221 tests
[2025-10-11T14:03:19.626373] [INFO ] [CONFIGURE ] RSKD: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:03:19.626405] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:03:19.774803] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:19.951369] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:20.098577] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:20.245316] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:20.391699] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:20.544324] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:20.701387] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:20.862626] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:21.029055] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:21.192142] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:21.192337] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T14:03:21.192381] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 8.7s/test | Remaining: 220 tests
[2025-10-11T14:03:21.192417] [INFO ] [CONFIGURE ] RSKD: Testing feature 11/29: add_obv_daily
[2025-10-11T14:03:21.192449] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T14:03:21.324019] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:21.453691] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:21.582386] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:21.713604] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:21.847100] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:21.977507] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:22.109205] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:22.240593] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:22.371265] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:22.502927] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:22.503094] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T14:03:22.503138] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 8.7s/test | Remaining: 219 tests
[2025-10-11T14:03:22.503174] [INFO ] [CONFIGURE ] RSKD: Testing feature 12/29: add_obv_interval
[2025-10-11T14:03:22.503205] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T14:03:22.628327] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:22.754748] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:22.879760] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:23.007146] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:23.133905] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:23.261833] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:23.391557] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:23.524331] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:23.663626] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:23.800664] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:23.800846] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T14:03:23.800892] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 8.7s/test | Remaining: 218 tests
[2025-10-11T14:03:23.800932] [INFO ] [CONFIGURE ] RSKD: Testing feature 13/29: add_opening_strength
[2025-10-11T14:03:23.800967] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:03:23.939628] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:24.081426] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:24.226327] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:24.380025] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:24.521497] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:24.664463] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:24.808070] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:24.952574] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:25.097226] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:25.241195] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:25.241362] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T14:03:25.241407] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 8.7s/test | Remaining: 217 tests
[2025-10-11T14:03:25.241443] [INFO ] [CONFIGURE ] RSKD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:03:25.241475] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T14:03:25.382143] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:25.524502] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:25.667449] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:25.808581] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:25.952945] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:26.097108] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:26.254525] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:26.407905] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:26.558267] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:26.706235] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:26.706413] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T14:03:26.706458] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 8.7s/test | Remaining: 216 tests
[2025-10-11T14:03:26.706495] [INFO ] [CONFIGURE ] RSKD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:03:26.706526] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T14:03:26.830034] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:26.955468] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:27.081404] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:27.205993] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:27.331439] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:27.457527] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:27.584158] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:27.716974] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:27.851605] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:27.980963] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:27.981209] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T14:03:27.981260] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 8.7s/test | Remaining: 215 tests
[2025-10-11T14:03:27.981318] [INFO ] [CONFIGURE ] RSKD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:03:27.981352] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T14:03:28.111036] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:28.243307] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:28.375190] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:28.504583] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:28.632870] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:28.767994] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:28.905250] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:29.044546] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:29.189256] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:29.342930] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:29.343155] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T14:03:29.343207] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 8.7s/test | Remaining: 214 tests
[2025-10-11T14:03:29.343243] [INFO ] [CONFIGURE ] RSKD: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:03:29.343274] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T14:03:29.494974] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:29.627573] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:29.766479] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:29.900465] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:30.039500] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:30.177488] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:30.314315] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:30.452386] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:30.595328] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:30.735391] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:30.735551] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T14:03:30.735595] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 8.7s/test | Remaining: 213 tests
[2025-10-11T14:03:30.735631] [INFO ] [CONFIGURE ] RSKD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:03:30.735703] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T14:03:30.857145] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:30.979802] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:31.102433] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:31.229068] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:31.354418] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:31.479001] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:31.606246] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:31.733867] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:31.865199] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:31.992076] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:31.992230] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T14:03:31.992273] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 8.7s/test | Remaining: 212 tests
[2025-10-11T14:03:31.992308] [INFO ] [CONFIGURE ] RSKD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:03:31.992340] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T14:03:32.112387] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:32.231866] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:32.352432] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:32.473411] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:32.604438] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:32.736738] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:32.881639] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:33.027100] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:33.158755] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:33.291950] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:33.292164] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T14:03:33.292209] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 8.7s/test | Remaining: 211 tests
[2025-10-11T14:03:33.292245] [INFO ] [CONFIGURE ] RSKD: Testing feature 20/29: add_price_rejection
[2025-10-11T14:03:33.292276] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T14:03:33.434555] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:33.573134] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:33.712984] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:33.854010] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:33.996721] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:34.135835] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:34.278399] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:34.422571] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:34.567112] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:34.713097] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:34.713268] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T14:03:34.713511] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 8.7s/test | Remaining: 210 tests
[2025-10-11T14:03:34.713549] [INFO ] [CONFIGURE ] RSKD: Testing feature 21/29: add_range_position
[2025-10-11T14:03:34.713580] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T14:03:34.854209] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:34.998462] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:35.149860] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:35.295970] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:35.442906] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:35.589119] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:35.735553] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:35.886005] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:36.045382] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:36.201561] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:36.201770] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T14:03:36.201822] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 8.7s/test | Remaining: 209 tests
[2025-10-11T14:03:36.201858] [INFO ] [CONFIGURE ] RSKD: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:03:36.201889] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T14:03:36.361893] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:36.519459] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:36.679779] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:36.839200] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:37.001002] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:37.165702] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:37.336507] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:37.507013] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:37.680639] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:37.857539] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:37.857783] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T14:03:37.857838] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 8.7s/test | Remaining: 208 tests
[2025-10-11T14:03:37.857878] [INFO ] [CONFIGURE ] RSKD: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:03:37.857910] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T14:03:38.000252] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:38.144237] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:38.289420] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:38.435845] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:38.583888] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:38.728038] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:38.871769] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:39.022791] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:39.194071] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:39.369506] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:39.369708] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:03:39.369767] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 8.7s/test | Remaining: 207 tests
[2025-10-11T14:03:39.369805] [INFO ] [CONFIGURE ] RSKD: Testing feature 24/29: add_rsi
[2025-10-11T14:03:39.369837] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T14:03:39.524986] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:39.682474] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:39.852038] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:40.002407] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:40.149951] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:40.305202] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:40.455927] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:40.606223] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:40.759272] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:40.918061] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:40.918418] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T14:03:40.918479] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 8.7s/test | Remaining: 206 tests
[2025-10-11T14:03:40.918520] [INFO ] [CONFIGURE ] RSKD: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:03:40.918553] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-11T14:03:41.057314] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:41.198769] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:41.339469] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:41.478403] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:41.619951] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:41.764264] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:41.906884] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:42.049984] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:42.190354] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:42.329509] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:42.329721] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T14:03:42.329779] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 8.7s/test | Remaining: 205 tests
[2025-10-11T14:03:42.329815] [INFO ] [CONFIGURE ] RSKD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:03:42.329847] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T14:03:42.464331] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:42.608233] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:42.745213] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:42.879660] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:43.017236] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:43.153534] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:43.289245] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:43.422934] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:43.562708] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:43.703573] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:03:43.703802] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T14:03:43.703852] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 8.7s/test | Remaining: 204 tests
[2025-10-11T14:03:43.703888] [INFO ] [CONFIGURE ] RSKD: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:03:43.703918] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-11T14:03:43.848286] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:43.991312] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:44.138689] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:44.283284] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:44.434820] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:44.583230] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:44.730184] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:44.878295] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:45.028253] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:45.183249] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:45.183483] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T14:03:45.183554] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 8.7s/test | Remaining: 203 tests
[2025-10-11T14:03:45.183594] [INFO ] [CONFIGURE ] RSKD: Testing feature 28/29: add_volume_profile
[2025-10-11T14:03:45.183627] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-11T14:03:45.323573] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:45.463177] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:45.598214] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:45.733536] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:45.869040] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:46.016035] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:03:46.160105] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:46.297692] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:46.439510] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:46.583283] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:46.583474] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T14:03:46.583636] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 8.7s/test | Remaining: 202 tests
[2025-10-11T14:03:46.583732] [INFO ] [CONFIGURE ] RSKD: Testing feature 29/29: add_vwap
[2025-10-11T14:03:46.583789] [INFO ] [CONFIGURE ] RSKD: Testing with features: ['add_ema', 'add_vwap']
[2025-10-11T14:03:46.722938] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:03:46.863494] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:47.001047] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:03:47.147852] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:47.289047] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:47.447159] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:47.599772] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:03:47.745832] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T14:03:47.890630] [DEBUG] [FORECASTER] RSKD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.047541] [DEBUG] [FORECASTER] RSKD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:48.047852] [INFO ] [CONFIGURE ] RSKD: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T14:03:48.048038] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 8.7s/test | Remaining: 201 tests
[2025-10-11T14:03:48.048122] [INFO ] [CONFIGURE ] RSKD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:03:48.048184] [INFO ] [CONFIGURE ] RSKD: Best accuracy: 70.00%
[2025-10-11T14:03:48.048226] [INFO ] [CONFIGURE ] RSKD: Best feature set (1 features): ['add_ema']
[2025-10-11T14:03:48.048261] [INFO ] [CONFIGURE ] RSKD: Improvement over baseline: 10.00%
[2025-10-11T14:03:48.048294] [INFO ] [CONFIGURE ] RSKD: Total time: 41.1 seconds
[2025-10-11T14:03:48.048351] [INFO ] [CONFIGURE ] RSKD: Average time per feature: 1.4 seconds
[2025-10-11T14:03:48.048407] [INFO ] [CONFIGURE ] RSKD: Average speed: 0.71 features/sec
[2025-10-11T14:03:48.049214] [INFO ] [LOCAL     ] Saved configuration for RSKD: 1 features, 70.00% accuracy -> ./output/feature-sets/RSKD.json
[2025-10-11T14:03:48.049278] [INFO ] [CONFIGURE ] RSKD: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T14:03:48.049333] [INFO ] [sig       ] [215/220] Successfully configured RSKD | 0.00 sym/s | Total: 15.3h | ETA: 21.4m
[2025-10-11T14:03:48.049424] [INFO ] [sig       ] [216/220] Configuring RWT...
[2025-10-11T14:03:48.049499] [INFO ] [CONFIGURE ] RWT: Configurate test run.
[2025-10-11T14:03:48.049576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-10-11T14:03:48.064443] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RWT'.
[2025-10-11T14:03:48.065041] [INFO ] [CONFIGURE ] RWT: Testing with 29 available features
[2025-10-11T14:03:48.065099] [INFO ] [CONFIGURE ] RWT: Establishing baseline with no features...
[2025-10-11T14:03:48.178825] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.301804] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.413069] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:48.520676] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.632264] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:48.745247] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.860169] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:48.973299] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:49.092134] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:49.209472] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:49.209680] [INFO ] [CONFIGURE ] RWT: Baseline score (no features): 30.00%
[2025-10-11T14:03:49.209745] [INFO ] [CONFIGURE ] RWT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:03:49.209782] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:03:49.332991] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:49.456540] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:49.579787] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:49.712614] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:49.841990] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:49.989886] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:50.124052] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:50.251041] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:50.383852] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:50.514160] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:50.514374] [INFO ] [CONFIGURE ] RWT: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-11T14:03:50.514436] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 8.7s/test | Remaining: 200 tests
[2025-10-11T14:03:50.514474] [INFO ] [CONFIGURE ] RWT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:03:50.514510] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T14:03:50.651829] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:50.788869] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:50.927195] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:51.065271] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:51.204479] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:51.340503] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:51.481046] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:51.617348] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:51.756490] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:51.898445] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:51.898672] [INFO ] [CONFIGURE ] RWT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-11T14:03:51.898736] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 8.7s/test | Remaining: 199 tests
[2025-10-11T14:03:51.898776] [INFO ] [CONFIGURE ] RWT: Testing feature 3/29: add_daily_returns
[2025-10-11T14:03:51.898810] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T14:03:52.017893] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:52.136035] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:52.257064] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:52.387633] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:52.511319] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:52.630200] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:52.756373] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:52.880600] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:53.004731] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:53.130345] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:53.130505] [INFO ] [CONFIGURE ] RWT: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-11T14:03:53.130598] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 8.7s/test | Remaining: 198 tests
[2025-10-11T14:03:53.130661] [INFO ] [CONFIGURE ] RWT: Testing feature 4/29: add_ema
[2025-10-11T14:03:53.130719] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T14:03:53.262454] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:53.400253] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:53.536073] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:53.698557] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:53.843122] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:53.979581] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:54.115679] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:54.248810] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:54.385039] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:54.519583] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:54.519811] [INFO ] [CONFIGURE ] RWT: DISCARDED add_ema (score: 40.00%)
[2025-10-11T14:03:54.519864] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 8.7s/test | Remaining: 197 tests
[2025-10-11T14:03:54.519901] [INFO ] [CONFIGURE ] RWT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:03:54.519932] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:03:54.661504] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:54.807858] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:54.956816] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:55.115543] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:55.274893] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:03:55.417664] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:55.561169] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:55.706129] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:55.850470] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:55.998267] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:55.998448] [INFO ] [CONFIGURE ] RWT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T14:03:55.998549] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 8.6s/test | Remaining: 196 tests
[2025-10-11T14:03:55.998607] [INFO ] [CONFIGURE ] RWT: Testing feature 6/29: add_failed_moves
[2025-10-11T14:03:55.998663] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T14:03:56.124593] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:56.245318] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:56.371566] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:56.523715] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:56.645072] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:56.767811] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:56.891541] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:57.017212] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:57.151505] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:57.279254] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:57.279407] [INFO ] [CONFIGURE ] RWT: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T14:03:57.279449] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 8.6s/test | Remaining: 195 tests
[2025-10-11T14:03:57.279484] [INFO ] [CONFIGURE ] RWT: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:03:57.279516] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T14:03:57.391333] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:57.503840] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:03:57.617200] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:57.738384] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:57.855027] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:57.973388] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:58.103291] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:58.229002] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:58.352461] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:03:58.482510] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:03:58.482698] [INFO ] [CONFIGURE ] RWT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T14:03:58.482758] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 8.6s/test | Remaining: 194 tests
[2025-10-11T14:03:58.482796] [INFO ] [CONFIGURE ] RWT: Testing feature 8/29: add_macd
[2025-10-11T14:03:58.482829] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T14:03:58.642694] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:03:58.801589] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:03:58.960120] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:03:59.123992] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:03:59.282427] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:03:59.451836] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:03:59.612358] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:03:59.777294] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:03:59.953022] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:00.129734] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:00.129968] [INFO ] [CONFIGURE ] RWT: KEPT add_macd (score: 50.00%)
[2025-10-11T14:04:00.130018] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 8.6s/test | Remaining: 193 tests
[2025-10-11T14:04:00.130056] [INFO ] [CONFIGURE ] RWT: Testing feature 9/29: add_mfi
[2025-10-11T14:04:00.130089] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T14:04:00.308529] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:00.511115] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:00.712013] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:00.890072] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:01.070105] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:01.278214] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:01.462077] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:01.640862] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:01.833170] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:02.021383] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:02.021568] [INFO ] [CONFIGURE ] RWT: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T14:04:02.021614] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 8.6s/test | Remaining: 192 tests
[2025-10-11T14:04:02.021678] [INFO ] [CONFIGURE ] RWT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:04:02.021733] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:04:02.207618] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:02.393903] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:02.612301] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:02.806005] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:03.021530] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:03.236682] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:03.449252] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:03.664196] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:03.885721] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:04.103000] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:04.103186] [INFO ] [CONFIGURE ] RWT: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-11T14:04:04.103232] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 8.6s/test | Remaining: 191 tests
[2025-10-11T14:04:04.103267] [INFO ] [CONFIGURE ] RWT: Testing feature 11/29: add_obv_daily
[2025-10-11T14:04:04.103299] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T14:04:04.299692] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:04.491596] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:04.690322] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:04.885235] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:05.083829] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:05.282295] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:05.487450] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:05.714126] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:05.920677] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:06.143726] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:04:06.143922] [INFO ] [CONFIGURE ] RWT: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T14:04:06.143965] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 8.6s/test | Remaining: 190 tests
[2025-10-11T14:04:06.144028] [INFO ] [CONFIGURE ] RWT: Testing feature 12/29: add_obv_interval
[2025-10-11T14:04:06.144086] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T14:04:06.343766] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:06.543289] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:06.743707] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:06.943470] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:07.153588] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:07.360481] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:07.564221] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:07.773007] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:07.972496] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:08.175233] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:08.175441] [INFO ] [CONFIGURE ] RWT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T14:04:08.175487] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 8.6s/test | Remaining: 189 tests
[2025-10-11T14:04:08.175524] [INFO ] [CONFIGURE ] RWT: Testing feature 13/29: add_opening_strength
[2025-10-11T14:04:08.175556] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:04:08.378439] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:08.582252] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:08.787056] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:08.996810] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:09.206685] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:09.461883] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:09.753963] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:10.043603] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:10.301167] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:10.522792] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:10.522977] [INFO ] [CONFIGURE ] RWT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T14:04:10.523021] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 8.6s/test | Remaining: 188 tests
[2025-10-11T14:04:10.523057] [INFO ] [CONFIGURE ] RWT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:04:10.523089] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T14:04:10.721898] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:10.919051] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:11.125193] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:11.347720] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:11.555602] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:11.755463] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:11.957861] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:12.160316] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:12.363619] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:12.570442] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:04:12.570628] [INFO ] [CONFIGURE ] RWT: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T14:04:12.570709] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 8.6s/test | Remaining: 187 tests
[2025-10-11T14:04:12.570756] [INFO ] [CONFIGURE ] RWT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:04:12.570791] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T14:04:12.766005] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:12.966066] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:13.163073] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:13.356995] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:13.549535] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:13.746544] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:13.939778] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:14.137377] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:14.333791] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:14.530261] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:04:14.530412] [INFO ] [CONFIGURE ] RWT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T14:04:14.530455] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 8.6s/test | Remaining: 186 tests
[2025-10-11T14:04:14.530491] [INFO ] [CONFIGURE ] RWT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:04:14.530592] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T14:04:14.742938] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:14.935246] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:15.134110] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:15.332906] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:15.535670] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:15.732058] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:15.929904] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:16.128582] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:16.331526] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:16.546477] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:16.546695] [INFO ] [CONFIGURE ] RWT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T14:04:16.546784] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 8.6s/test | Remaining: 185 tests
[2025-10-11T14:04:16.546845] [INFO ] [CONFIGURE ] RWT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:04:16.546883] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T14:04:16.738453] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:16.931200] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:17.128962] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:17.320827] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:17.515597] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:17.718794] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:17.925324] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:18.132863] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:18.327313] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:18.518346] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:18.518533] [INFO ] [CONFIGURE ] RWT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T14:04:18.518579] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 8.6s/test | Remaining: 184 tests
[2025-10-11T14:04:18.518615] [INFO ] [CONFIGURE ] RWT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:04:18.518678] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T14:04:18.707883] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:18.899725] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:19.103315] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:19.302854] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:19.506984] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:19.702904] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:19.899394] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:20.096406] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:20.303996] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:20.507931] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:20.508187] [INFO ] [CONFIGURE ] RWT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-11T14:04:20.508239] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 8.6s/test | Remaining: 183 tests
[2025-10-11T14:04:20.508279] [INFO ] [CONFIGURE ] RWT: Testing feature 20/29: add_price_rejection
[2025-10-11T14:04:20.508313] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T14:04:20.710433] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:20.902661] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:21.099924] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:21.301059] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:21.497057] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:21.693774] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:21.898484] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:22.099886] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:22.304229] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:22.510933] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:22.511136] [INFO ] [CONFIGURE ] RWT: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T14:04:22.511187] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 8.6s/test | Remaining: 182 tests
[2025-10-11T14:04:22.511224] [INFO ] [CONFIGURE ] RWT: Testing feature 21/29: add_range_position
[2025-10-11T14:04:22.511257] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T14:04:22.713673] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:22.919043] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:23.125914] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:23.327728] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:23.530148] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:04:23.734176] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:23.938900] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:24.149087] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:24.363495] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:24.584926] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:24.585146] [INFO ] [CONFIGURE ] RWT: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T14:04:24.585210] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 8.6s/test | Remaining: 181 tests
[2025-10-11T14:04:24.585294] [INFO ] [CONFIGURE ] RWT: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:04:24.585349] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T14:04:24.797401] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:25.009638] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:25.223034] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:25.439263] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:25.660334] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:04:25.881046] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:26.106517] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:26.335775] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:26.564903] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T14:04:26.799224] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:26.799424] [INFO ] [CONFIGURE ] RWT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T14:04:26.799483] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 8.6s/test | Remaining: 180 tests
[2025-10-11T14:04:26.799523] [INFO ] [CONFIGURE ] RWT: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:04:26.799555] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T14:04:27.012587] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:27.218327] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:27.420379] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:27.624927] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:27.832329] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:28.034623] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:28.231272] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:28.441931] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:28.651293] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:28.853216] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:28.853396] [INFO ] [CONFIGURE ] RWT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T14:04:28.853440] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 8.6s/test | Remaining: 179 tests
[2025-10-11T14:04:28.853499] [INFO ] [CONFIGURE ] RWT: Testing feature 24/29: add_rsi
[2025-10-11T14:04:28.853557] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T14:04:29.064318] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:29.283506] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:29.496206] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:29.707862] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:29.935045] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:30.183332] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:30.428798] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:30.681978] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:30.918784] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:31.139501] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:31.139681] [INFO ] [CONFIGURE ] RWT: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T14:04:31.139743] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 8.6s/test | Remaining: 178 tests
[2025-10-11T14:04:31.139781] [INFO ] [CONFIGURE ] RWT: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:04:31.139814] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T14:04:31.326771] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:31.520152] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:31.724372] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:31.919662] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:32.122243] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:32.317278] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:32.510799] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:32.704563] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:32.921566] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:33.125451] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:33.125629] [INFO ] [CONFIGURE ] RWT: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-11T14:04:33.125728] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 8.6s/test | Remaining: 177 tests
[2025-10-11T14:04:33.125796] [INFO ] [CONFIGURE ] RWT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:04:33.125865] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T14:04:33.326532] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:33.523526] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:33.718923] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:33.918003] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:34.115488] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:34.313432] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:34.513546] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:34.712319] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:34.921089] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:35.131815] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:35.132022] [INFO ] [CONFIGURE ] RWT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T14:04:35.132068] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 8.6s/test | Remaining: 176 tests
[2025-10-11T14:04:35.132107] [INFO ] [CONFIGURE ] RWT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:04:35.132141] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T14:04:35.336937] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:35.533596] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:35.731946] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:35.952768] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:36.151690] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:36.351637] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:36.554070] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:36.756781] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:36.959871] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:37.167531] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:37.167777] [INFO ] [CONFIGURE ] RWT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T14:04:37.167832] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 8.6s/test | Remaining: 175 tests
[2025-10-11T14:04:37.167870] [INFO ] [CONFIGURE ] RWT: Testing feature 28/29: add_volume_profile
[2025-10-11T14:04:37.167903] [INFO ] [CONFIGURE ] RWT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T14:04:37.355737] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:04:37.546482] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:37.737493] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:04:37.932257] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:04:38.134181] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:04:38.364119] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:04:38.579049] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:38.782133] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:38.987194] [DEBUG] [FORECASTER] RWT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:04:39.190402] [DEBUG] [FORECASTER] RWT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:39.190577] [INFO ] [CONFIGURE ] RWT: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T14:04:39.190620] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 8.6s/test | Remaining: 174 tests
[2025-10-11T14:04:39.190688] [INFO ] [CONFIGURE ] RWT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:04:39.190736] [INFO ] [CONFIGURE ] RWT: Best accuracy: 60.00%
[2025-10-11T14:04:39.190770] [INFO ] [CONFIGURE ] RWT: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:04:39.190799] [INFO ] [CONFIGURE ] RWT: Improvement over baseline: 30.00%
[2025-10-11T14:04:39.190825] [INFO ] [CONFIGURE ] RWT: Total time: 50.0 seconds
[2025-10-11T14:04:39.190877] [INFO ] [CONFIGURE ] RWT: Average time per feature: 1.9 seconds
[2025-10-11T14:04:39.190906] [INFO ] [CONFIGURE ] RWT: Average speed: 0.58 features/sec
[2025-10-11T14:04:39.191339] [INFO ] [LOCAL     ] Saved configuration for RWT: 5 features, 60.00% accuracy -> ./output/feature-sets/RWT.json
[2025-10-11T14:04:39.191393] [INFO ] [CONFIGURE ] RWT: Configuration saved successfully: 5 features, 60.00% accuracy.
[2025-10-11T14:04:39.191443] [INFO ] [sig       ] [216/220] Successfully configured RWT | 0.00 sym/s | Total: 15.3h | ETA: 17.0m
[2025-10-11T14:04:39.191500] [INFO ] [sig       ] [217/220] Configuring RXO...
[2025-10-11T14:04:39.191531] [INFO ] [CONFIGURE ] RXO: Configurate test run.
[2025-10-11T14:04:39.191570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-10-11T14:04:39.203276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RXO'.
[2025-10-11T14:04:39.203595] [INFO ] [CONFIGURE ] RXO: Testing with 29 available features
[2025-10-11T14:04:39.203672] [INFO ] [CONFIGURE ] RXO: Establishing baseline with no features...
[2025-10-11T14:04:39.307240] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:39.411218] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:39.513163] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:39.617170] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:39.720999] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:39.823984] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:04:39.930808] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:40.035206] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:40.144428] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:40.250244] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:40.250396] [INFO ] [CONFIGURE ] RXO: Baseline score (no features): 60.00%
[2025-10-11T14:04:40.250439] [INFO ] [CONFIGURE ] RXO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:04:40.250473] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:04:40.366802] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:40.490001] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:40.603539] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:40.717548] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:04:40.973399] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:04:41.104016] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:41.223263] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:41.341037] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:41.459857] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:04:41.579118] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:41.579277] [INFO ] [CONFIGURE ] RXO: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T14:04:41.579321] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 8.6s/test | Remaining: 173 tests
[2025-10-11T14:04:41.579356] [INFO ] [CONFIGURE ] RXO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:04:41.579409] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:04:41.700507] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:41.822263] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:41.973096] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:42.101525] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:42.225437] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:42.352174] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:42.478582] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:42.606390] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:42.738361] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:42.868362] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:42.868555] [INFO ] [CONFIGURE ] RXO: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T14:04:42.868600] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 8.6s/test | Remaining: 172 tests
[2025-10-11T14:04:42.868636] [INFO ] [CONFIGURE ] RXO: Testing feature 3/29: add_daily_returns
[2025-10-11T14:04:42.868711] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T14:04:42.999142] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:43.129714] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:43.260484] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:43.391256] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:43.527558] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:43.667724] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:43.805371] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:43.943289] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:44.084684] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:44.224027] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:44.224231] [INFO ] [CONFIGURE ] RXO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T14:04:44.224279] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 8.6s/test | Remaining: 171 tests
[2025-10-11T14:04:44.224315] [INFO ] [CONFIGURE ] RXO: Testing feature 4/29: add_ema
[2025-10-11T14:04:44.224347] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T14:04:44.370847] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:44.509094] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:44.649057] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:44.791107] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:44.931061] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:45.075281] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:45.218531] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:45.360374] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:45.501327] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:04:45.649140] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:45.649502] [INFO ] [CONFIGURE ] RXO: DISCARDED add_ema (score: 50.00%)
[2025-10-11T14:04:45.649562] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 8.6s/test | Remaining: 170 tests
[2025-10-11T14:04:45.649602] [INFO ] [CONFIGURE ] RXO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:04:45.649635] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:04:45.796028] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:45.941889] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:46.094101] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:46.239084] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:46.385205] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:46.532348] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:46.679931] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:46.827330] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:46.977013] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:04:47.126388] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:47.126560] [INFO ] [CONFIGURE ] RXO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T14:04:47.126605] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 8.6s/test | Remaining: 169 tests
[2025-10-11T14:04:47.126694] [INFO ] [CONFIGURE ] RXO: Testing feature 6/29: add_failed_moves
[2025-10-11T14:04:47.126741] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T14:04:47.255337] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:47.382606] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:47.509359] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:47.638870] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:47.767759] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:47.901838] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:48.042713] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:48.177860] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:48.319173] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:48.459072] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:48.459250] [INFO ] [CONFIGURE ] RXO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T14:04:48.459293] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 8.6s/test | Remaining: 168 tests
[2025-10-11T14:04:48.459329] [INFO ] [CONFIGURE ] RXO: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:04:48.459359] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T14:04:48.585103] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:48.711108] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:48.837826] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:48.965182] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:49.097160] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:49.225985] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:49.356478] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:49.488639] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:49.622804] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:49.759483] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:49.759689] [INFO ] [CONFIGURE ] RXO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T14:04:49.759751] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 8.6s/test | Remaining: 167 tests
[2025-10-11T14:04:49.759787] [INFO ] [CONFIGURE ] RXO: Testing feature 8/29: add_macd
[2025-10-11T14:04:49.759819] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T14:04:49.926004] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:04:50.087186] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:50.247808] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:50.409607] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:04:50.582057] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:04:50.748344] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:50.920784] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:51.090446] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:51.259118] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:51.428131] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:51.428341] [INFO ] [CONFIGURE ] RXO: DISCARDED add_macd (score: 50.00%)
[2025-10-11T14:04:51.428406] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 8.6s/test | Remaining: 166 tests
[2025-10-11T14:04:51.428444] [INFO ] [CONFIGURE ] RXO: Testing feature 9/29: add_mfi
[2025-10-11T14:04:51.428475] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T14:04:51.563407] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:51.699337] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:51.840867] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:51.978064] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:52.116402] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:52.255864] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:52.394272] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:52.537576] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:52.678608] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:52.819359] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:52.819520] [INFO ] [CONFIGURE ] RXO: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T14:04:52.819588] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 8.6s/test | Remaining: 165 tests
[2025-10-11T14:04:52.819627] [INFO ] [CONFIGURE ] RXO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:04:52.819694] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:04:52.971206] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:53.123842] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:53.281974] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:53.438957] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:53.591965] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:53.746072] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:53.905828] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:54.093223] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:54.249825] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:54.406325] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:54.406477] [INFO ] [CONFIGURE ] RXO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T14:04:54.406522] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 8.6s/test | Remaining: 164 tests
[2025-10-11T14:04:54.406556] [INFO ] [CONFIGURE ] RXO: Testing feature 11/29: add_obv_daily
[2025-10-11T14:04:54.406586] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T14:04:54.535131] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:54.673509] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:04:54.803810] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:54.935135] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:04:55.067138] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:55.200437] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:55.341072] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:55.475458] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:55.610610] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:55.745905] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:55.746084] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-11T14:04:55.746146] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 8.6s/test | Remaining: 163 tests
[2025-10-11T14:04:55.746183] [INFO ] [CONFIGURE ] RXO: Testing feature 12/29: add_obv_interval
[2025-10-11T14:04:55.746214] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T14:04:55.872670] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:56.004632] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:56.133723] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:56.262968] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:56.391975] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:56.522249] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:56.652839] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:04:56.787046] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:56.917843] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:57.049872] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:57.050069] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T14:04:57.050132] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 8.6s/test | Remaining: 162 tests
[2025-10-11T14:04:57.050171] [INFO ] [CONFIGURE ] RXO: Testing feature 13/29: add_opening_strength
[2025-10-11T14:04:57.050280] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:04:57.190182] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:57.329099] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:57.472609] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:57.611459] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:04:57.750878] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:57.891156] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:58.032949] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:58.180390] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:58.323165] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:58.481336] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:58.481504] [INFO ] [CONFIGURE ] RXO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T14:04:58.481547] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 8.6s/test | Remaining: 161 tests
[2025-10-11T14:04:58.481582] [INFO ] [CONFIGURE ] RXO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:04:58.481613] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T14:04:58.626455] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:04:58.777977] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:04:58.920182] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:04:59.061869] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:04:59.206820] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:04:59.346578] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:04:59.492351] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:04:59.645218] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:04:59.795253] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:04:59.946468] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:04:59.946616] [INFO ] [CONFIGURE ] RXO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T14:04:59.946720] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 8.6s/test | Remaining: 160 tests
[2025-10-11T14:04:59.946761] [INFO ] [CONFIGURE ] RXO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:04:59.946795] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T14:05:00.074961] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:00.201823] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:00.325563] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:00.451085] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:00.576857] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:00.703255] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:00.835138] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:05:00.989773] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:01.118190] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:01.248861] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:01.249013] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T14:05:01.249056] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 8.6s/test | Remaining: 159 tests
[2025-10-11T14:05:01.249090] [INFO ] [CONFIGURE ] RXO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:05:01.249126] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T14:05:01.384457] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:01.542910] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:01.683230] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:01.855301] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:02.006961] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:02.176265] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:02.373532] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:05:02.584993] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:02.794105] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:02.970203] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:02.970388] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T14:05:02.970437] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 8.6s/test | Remaining: 158 tests
[2025-10-11T14:05:02.970474] [INFO ] [CONFIGURE ] RXO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:05:02.970506] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T14:05:03.115380] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:03.257735] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:03.397821] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:03.537589] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:03.676849] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:03.816188] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:03.957347] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:04.097681] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:04.238787] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:04.383522] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:04.383733] [INFO ] [CONFIGURE ] RXO: KEPT add_pbf_return_2d (score: 80.00%)
[2025-10-11T14:05:04.383788] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 8.6s/test | Remaining: 157 tests
[2025-10-11T14:05:04.383826] [INFO ] [CONFIGURE ] RXO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:05:04.383858] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T14:05:04.530256] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:04.677693] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:04.828910] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:04.976269] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:05.121175] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:05.266091] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:05.411924] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:05.560943] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:05.707351] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:05:05.854156] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:05.854325] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T14:05:05.854369] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 8.6s/test | Remaining: 156 tests
[2025-10-11T14:05:05.854405] [INFO ] [CONFIGURE ] RXO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:05:05.854437] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T14:05:05.997820] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:06.153103] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:06.304675] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:06.456516] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:05:06.608375] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:06.759547] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:06.912045] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:07.072368] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:07.239313] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:07.394206] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:07.394391] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T14:05:07.394434] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 8.6s/test | Remaining: 155 tests
[2025-10-11T14:05:07.394469] [INFO ] [CONFIGURE ] RXO: Testing feature 20/29: add_price_rejection
[2025-10-11T14:05:07.394501] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T14:05:07.558983] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:07.714630] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:07.879303] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:08.036994] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:08.203162] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:08.357678] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:08.514779] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:08.666985] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:08.823540] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:08.976503] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:08.976746] [INFO ] [CONFIGURE ] RXO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T14:05:08.976803] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 8.6s/test | Remaining: 154 tests
[2025-10-11T14:05:08.976841] [INFO ] [CONFIGURE ] RXO: Testing feature 21/29: add_range_position
[2025-10-11T14:05:08.976873] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position']
[2025-10-11T14:05:09.130499] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:09.299471] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:09.471977] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:05:09.633779] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:09.794374] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:05:09.962738] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:10.125092] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:10.286659] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:10.449639] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:10.613724] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:10.613879] [INFO ] [CONFIGURE ] RXO: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T14:05:10.613922] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 8.6s/test | Remaining: 153 tests
[2025-10-11T14:05:10.613957] [INFO ] [CONFIGURE ] RXO: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:05:10.613989] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T14:05:10.785785] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:10.957873] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:11.140056] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:11.314961] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:11.490227] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:11.665473] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:11.843212] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:12.021788] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:12.203368] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:12.382239] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:12.382391] [INFO ] [CONFIGURE ] RXO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T14:05:12.382435] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 8.6s/test | Remaining: 152 tests
[2025-10-11T14:05:12.382469] [INFO ] [CONFIGURE ] RXO: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:05:12.382504] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T14:05:12.532536] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:12.682225] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:12.832976] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:12.983383] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:13.138953] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:13.290330] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:13.440972] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:13.599602] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:13.759513] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:13.923032] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:13.923181] [INFO ] [CONFIGURE ] RXO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T14:05:13.923223] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 8.6s/test | Remaining: 151 tests
[2025-10-11T14:05:13.923257] [INFO ] [CONFIGURE ] RXO: Testing feature 24/29: add_rsi
[2025-10-11T14:05:13.923289] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T14:05:14.094717] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:14.265297] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:14.434605] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:14.602069] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:14.769416] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:14.938727] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:15.110437] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:05:15.311961] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:15.482598] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:05:15.655782] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:15.655951] [INFO ] [CONFIGURE ] RXO: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T14:05:15.656013] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 8.6s/test | Remaining: 150 tests
[2025-10-11T14:05:15.656052] [INFO ] [CONFIGURE ] RXO: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:05:15.656084] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T14:05:15.803320] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:15.947980] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:16.095516] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:16.242624] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:16.391282] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:16.540221] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:16.690956] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:05:16.837436] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:16.986032] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:05:17.135686] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:17.135836] [INFO ] [CONFIGURE ] RXO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T14:05:17.135879] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 8.6s/test | Remaining: 149 tests
[2025-10-11T14:05:17.135912] [INFO ] [CONFIGURE ] RXO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:05:17.135943] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T14:05:17.285817] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:17.434485] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:17.580713] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:17.726252] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T14:05:17.872831] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:18.019959] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:05:18.170200] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:18.360923] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:18.547351] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:18.735049] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:18.735229] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T14:05:18.735300] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 8.6s/test | Remaining: 148 tests
[2025-10-11T14:05:18.735344] [INFO ] [CONFIGURE ] RXO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:05:18.735379] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T14:05:18.925329] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:19.118460] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:19.308369] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:05:19.497469] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:19.690340] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:19.875737] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:20.045474] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:05:20.211396] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:20.378140] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:20.542820] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:20.542974] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T14:05:20.543070] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 8.6s/test | Remaining: 147 tests
[2025-10-11T14:05:20.543126] [INFO ] [CONFIGURE ] RXO: Testing feature 28/29: add_volume_profile
[2025-10-11T14:05:20.543159] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T14:05:20.692928] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:20.851165] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:21.004324] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:21.158900] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:21.316051] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:21.495005] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:21.650934] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:21.807051] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:21.964955] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:05:22.123283] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:22.123448] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T14:05:22.123492] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 8.6s/test | Remaining: 146 tests
[2025-10-11T14:05:22.123550] [INFO ] [CONFIGURE ] RXO: Testing feature 29/29: add_vwap
[2025-10-11T14:05:22.123605] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap']
[2025-10-11T14:05:22.279222] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:22.436871] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:22.594841] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:05:22.752816] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:05:22.911911] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:23.075368] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:23.234827] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:05:23.397174] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:05:23.552412] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:05:23.712511] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:05:23.712686] [INFO ] [CONFIGURE ] RXO: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T14:05:23.712750] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 8.6s/test | Remaining: 145 tests
[2025-10-11T14:05:23.712812] [INFO ] [CONFIGURE ] RXO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:05:23.712867] [INFO ] [CONFIGURE ] RXO: Best accuracy: 80.00%
[2025-10-11T14:05:23.712902] [INFO ] [CONFIGURE ] RXO: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T14:05:23.712931] [INFO ] [CONFIGURE ] RXO: Improvement over baseline: 20.00%
[2025-10-11T14:05:23.712957] [INFO ] [CONFIGURE ] RXO: Total time: 43.5 seconds
[2025-10-11T14:05:23.712983] [INFO ] [CONFIGURE ] RXO: Average time per feature: 1.5 seconds
[2025-10-11T14:05:23.713009] [INFO ] [CONFIGURE ] RXO: Average speed: 0.67 features/sec
[2025-10-11T14:05:23.713602] [INFO ] [LOCAL     ] Saved configuration for RXO: 2 features, 80.00% accuracy -> ./output/feature-sets/RXO.json
[2025-10-11T14:05:23.713692] [INFO ] [CONFIGURE ] RXO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T14:05:23.713759] [INFO ] [sig       ] [217/220] Successfully configured RXO | 0.00 sym/s | Total: 15.3h | ETA: 12.7m
[2025-10-11T14:05:23.713835] [INFO ] [sig       ] [218/220] Configuring RY...
[2025-10-11T14:05:23.713903] [INFO ] [CONFIGURE ] RY: Configurate test run.
[2025-10-11T14:05:23.713976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-10-11T14:05:23.726534] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RY'.
[2025-10-11T14:05:23.726913] [INFO ] [CONFIGURE ] RY: Testing with 29 available features
[2025-10-11T14:05:23.726969] [INFO ] [CONFIGURE ] RY: Establishing baseline with no features...
[2025-10-11T14:05:23.836031] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:23.941278] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:24.050432] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:24.159182] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:24.268070] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:24.386565] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:24.495722] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:24.605449] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:24.719120] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:24.837365] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:24.837690] [INFO ] [CONFIGURE ] RY: Baseline score (no features): 60.00%
[2025-10-11T14:05:24.837749] [INFO ] [CONFIGURE ] RY: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:05:24.837788] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:05:24.963795] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T14:05:25.082786] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:25.202212] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:25.323190] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:25.448390] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:25.565822] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:25.682846] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:25.801271] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:25.921444] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:26.043847] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:26.044044] [INFO ] [CONFIGURE ] RY: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T14:05:26.044089] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 8.6s/test | Remaining: 144 tests
[2025-10-11T14:05:26.044122] [INFO ] [CONFIGURE ] RY: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:05:26.044153] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:05:26.166938] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:26.291077] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:26.417246] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:26.548105] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:05:26.675186] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:26.802579] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:26.932373] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:27.061266] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:27.196272] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:27.329556] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:27.329797] [INFO ] [CONFIGURE ] RY: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-11T14:05:27.329857] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 8.6s/test | Remaining: 143 tests
[2025-10-11T14:05:27.329903] [INFO ] [CONFIGURE ] RY: Testing feature 3/29: add_daily_returns
[2025-10-11T14:05:27.329941] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_daily_returns']
[2025-10-11T14:05:27.444144] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:27.554525] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:27.667566] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:27.779338] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:27.890248] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.003243] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.123803] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.240085] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:28.358622] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:28.481727] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.481899] [INFO ] [CONFIGURE ] RY: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T14:05:28.481942] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 8.6s/test | Remaining: 142 tests
[2025-10-11T14:05:28.481976] [INFO ] [CONFIGURE ] RY: Testing feature 4/29: add_ema
[2025-10-11T14:05:28.482006] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema']
[2025-10-11T14:05:28.607285] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.734953] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:28.865343] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:28.992023] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:29.117524] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:29.247449] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:05:29.373422] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:29.505947] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:29.633235] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:29.777481] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:29.777734] [INFO ] [CONFIGURE ] RY: KEPT add_ema (score: 80.00%)
[2025-10-11T14:05:29.777799] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 8.6s/test | Remaining: 141 tests
[2025-10-11T14:05:29.777862] [INFO ] [CONFIGURE ] RY: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:05:29.777896] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:05:29.950579] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:30.105482] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:30.261078] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:30.442967] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:30.591802] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:05:30.743495] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:05:30.893426] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:31.050785] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:31.202717] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:31.351571] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:31.351778] [INFO ] [CONFIGURE ] RY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T14:05:31.351829] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 8.6s/test | Remaining: 140 tests
[2025-10-11T14:05:31.351866] [INFO ] [CONFIGURE ] RY: Testing feature 6/29: add_failed_moves
[2025-10-11T14:05:31.351898] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T14:05:31.478402] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:31.605516] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:31.740117] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:31.868964] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:31.997017] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:32.125603] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:05:32.255210] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:32.384659] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:32.520323] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:32.650584] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:32.650750] [INFO ] [CONFIGURE ] RY: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T14:05:32.650800] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 8.6s/test | Remaining: 139 tests
[2025-10-11T14:05:32.650837] [INFO ] [CONFIGURE ] RY: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:05:32.650867] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T14:05:32.769018] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:32.887221] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:33.006235] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:33.134543] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:33.259223] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:33.379574] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:05:33.503726] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:33.624622] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:33.747505] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:33.877749] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:33.877935] [INFO ] [CONFIGURE ] RY: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T14:05:33.878010] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 8.6s/test | Remaining: 138 tests
[2025-10-11T14:05:33.878056] [INFO ] [CONFIGURE ] RY: Testing feature 8/29: add_macd
[2025-10-11T14:05:33.878091] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T14:05:34.033608] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:34.186947] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:34.340084] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:34.495417] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:34.656345] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:34.812273] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:34.969730] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:35.129092] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:35.290966] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:35.454559] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:35.454813] [INFO ] [CONFIGURE ] RY: KEPT add_macd (score: 90.00%)
[2025-10-11T14:05:35.454883] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 8.6s/test | Remaining: 137 tests
[2025-10-11T14:05:35.454941] [INFO ] [CONFIGURE ] RY: Testing feature 9/29: add_mfi
[2025-10-11T14:05:35.454977] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T14:05:35.643829] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:35.830941] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:36.015942] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:36.206566] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:36.391174] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:36.587299] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:36.790485] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:36.970917] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:37.159349] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:37.374400] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:37.374620] [INFO ] [CONFIGURE ] RY: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T14:05:37.374700] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 8.6s/test | Remaining: 136 tests
[2025-10-11T14:05:37.374749] [INFO ] [CONFIGURE ] RY: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:05:37.374783] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:05:37.566073] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:37.752790] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:37.939618] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:38.132758] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:38.327388] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:38.516874] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:38.708206] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:38.901510] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:39.096360] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:39.289121] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:39.289271] [INFO ] [CONFIGURE ] RY: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T14:05:39.289313] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 8.6s/test | Remaining: 135 tests
[2025-10-11T14:05:39.289349] [INFO ] [CONFIGURE ] RY: Testing feature 11/29: add_obv_daily
[2025-10-11T14:05:39.289381] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T14:05:39.455060] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:39.621369] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:39.793772] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:39.962343] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:40.130194] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:40.319263] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:40.523585] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:40.722795] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:40.921732] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:41.123862] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:41.124076] [INFO ] [CONFIGURE ] RY: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T14:05:41.124124] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 8.6s/test | Remaining: 134 tests
[2025-10-11T14:05:41.124162] [INFO ] [CONFIGURE ] RY: Testing feature 12/29: add_obv_interval
[2025-10-11T14:05:41.124196] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T14:05:41.312929] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:41.504607] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:41.685085] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:41.855538] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:05:42.022887] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:42.191301] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:42.364544] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:42.583805] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:42.754899] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:42.923636] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:42.923836] [INFO ] [CONFIGURE ] RY: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T14:05:42.923959] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 8.6s/test | Remaining: 133 tests
[2025-10-11T14:05:42.924015] [INFO ] [CONFIGURE ] RY: Testing feature 13/29: add_opening_strength
[2025-10-11T14:05:42.924049] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:05:43.096578] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:43.270160] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:43.451410] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:43.635464] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:43.817519] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:44.004386] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:44.194170] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:44.390832] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:44.585439] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:44.771631] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:44.771821] [INFO ] [CONFIGURE ] RY: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T14:05:44.771868] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 8.6s/test | Remaining: 132 tests
[2025-10-11T14:05:44.771905] [INFO ] [CONFIGURE ] RY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:05:44.771936] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T14:05:44.953274] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:45.139231] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:45.320907] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:45.504414] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:45.862811] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:46.049091] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:46.229077] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:46.409974] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:46.593450] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:46.777254] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:46.777432] [INFO ] [CONFIGURE ] RY: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-11T14:05:46.777477] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 8.6s/test | Remaining: 131 tests
[2025-10-11T14:05:46.777512] [INFO ] [CONFIGURE ] RY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:05:46.777544] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T14:05:46.942466] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:47.106101] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:47.271864] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:47.438417] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:47.607118] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:47.776526] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:47.948867] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:48.113612] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:48.280294] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:48.445076] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:48.445257] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T14:05:48.445301] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 8.6s/test | Remaining: 130 tests
[2025-10-11T14:05:48.445337] [INFO ] [CONFIGURE ] RY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:05:48.445375] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T14:05:48.637578] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:48.812574] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:48.986905] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:49.158061] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:49.327589] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:49.500795] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:49.666999] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:49.842752] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:50.016426] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:50.189164] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:50.189330] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T14:05:50.189375] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 8.6s/test | Remaining: 129 tests
[2025-10-11T14:05:50.189411] [INFO ] [CONFIGURE ] RY: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:05:50.189443] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T14:05:50.363564] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:50.540968] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:50.718060] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:50.893128] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:51.065841] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:51.237864] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:51.411906] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:51.588050] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:51.768040] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:51.944893] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:51.945081] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T14:05:51.945125] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 8.6s/test | Remaining: 128 tests
[2025-10-11T14:05:51.945161] [INFO ] [CONFIGURE ] RY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:05:51.945218] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T14:05:52.108342] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:52.270511] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:52.433560] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:52.597914] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:52.760791] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:52.926810] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:53.091209] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:53.254440] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:53.418396] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:53.583811] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:53.583961] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T14:05:53.584004] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 8.6s/test | Remaining: 127 tests
[2025-10-11T14:05:53.584038] [INFO ] [CONFIGURE ] RY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:05:53.584069] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T14:05:53.742837] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:53.910087] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:54.077324] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:54.253923] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:54.471885] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:54.760318] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:54.945430] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:55.140038] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:05:55.320307] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:55.496723] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:55.496948] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T14:05:55.497011] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 8.6s/test | Remaining: 126 tests
[2025-10-11T14:05:55.497052] [INFO ] [CONFIGURE ] RY: Testing feature 20/29: add_price_rejection
[2025-10-11T14:05:55.497084] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T14:05:55.670637] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:55.844224] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:56.016071] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:56.188478] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:56.357493] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:56.528837] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:56.699971] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:56.871544] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:57.045388] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:57.214837] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:57.215000] [INFO ] [CONFIGURE ] RY: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T14:05:57.215043] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 8.6s/test | Remaining: 125 tests
[2025-10-11T14:05:57.215164] [INFO ] [CONFIGURE ] RY: Testing feature 21/29: add_range_position
[2025-10-11T14:05:57.215204] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T14:05:57.385806] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:57.556719] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T14:05:57.761431] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:05:57.934050] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:05:58.108804] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:05:58.286585] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:05:58.465866] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:05:58.645345] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:05:58.827067] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:05:59.010826] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:05:59.011018] [INFO ] [CONFIGURE ] RY: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T14:05:59.011063] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 8.6s/test | Remaining: 124 tests
[2025-10-11T14:05:59.011099] [INFO ] [CONFIGURE ] RY: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:05:59.011129] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T14:05:59.214750] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:05:59.414389] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:05:59.612797] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T14:05:59.811107] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:00.005910] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:00.200798] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:00.400438] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:00.596484] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:00.819423] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:01.017529] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:01.017716] [INFO ] [CONFIGURE ] RY: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T14:06:01.017773] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 8.6s/test | Remaining: 123 tests
[2025-10-11T14:06:01.017810] [INFO ] [CONFIGURE ] RY: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:06:01.017841] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T14:06:01.189400] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:01.362624] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:01.533664] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:01.705114] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:01.878919] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:02.049156] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:02.217786] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:02.390189] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:06:02.563180] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:02.733013] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:02.733175] [INFO ] [CONFIGURE ] RY: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T14:06:02.733218] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 8.6s/test | Remaining: 122 tests
[2025-10-11T14:06:02.733252] [INFO ] [CONFIGURE ] RY: Testing feature 24/29: add_rsi
[2025-10-11T14:06:02.733285] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_rsi']
[2025-10-11T14:06:02.896010] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:03.059593] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:03.229210] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:03.419973] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:06:03.598255] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:03.774461] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:03.943426] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:04.115826] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:06:04.288449] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:04.464909] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:04.465092] [INFO ] [CONFIGURE ] RY: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T14:06:04.465135] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 8.6s/test | Remaining: 121 tests
[2025-10-11T14:06:04.465171] [INFO ] [CONFIGURE ] RY: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:06:04.465204] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T14:06:04.634594] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:04.816217] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:04.981128] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:05.148371] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:05.318196] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:05.492330] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:05.660595] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:05.828266] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:05.996038] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:06.169020] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:06.169311] [INFO ] [CONFIGURE ] RY: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T14:06:06.169405] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 8.6s/test | Remaining: 120 tests
[2025-10-11T14:06:06.169460] [INFO ] [CONFIGURE ] RY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:06:06.169496] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T14:06:06.331325] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:06.492852] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:06.656933] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:06.851288] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:07.014901] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:07.181198] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:07.346112] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:07.514553] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T14:06:07.680370] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:07.846939] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:07.847100] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T14:06:07.847143] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 8.6s/test | Remaining: 119 tests
[2025-10-11T14:06:07.847177] [INFO ] [CONFIGURE ] RY: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:06:07.847208] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T14:06:08.027162] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:08.209374] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:08.387586] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:08.603904] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:08.842549] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:09.026036] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:09.204376] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:09.393617] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:09.576426] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:09.761261] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:09.761445] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T14:06:09.761491] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 8.6s/test | Remaining: 118 tests
[2025-10-11T14:06:09.761531] [INFO ] [CONFIGURE ] RY: Testing feature 28/29: add_volume_profile
[2025-10-11T14:06:09.761564] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T14:06:09.961285] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T14:06:10.137448] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:10.312063] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T14:06:10.483451] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:06:10.650469] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:10.832924] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T14:06:11.019693] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:06:11.194408] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:11.373977] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T14:06:11.560251] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:06:11.560465] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T14:06:11.560528] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 8.6s/test | Remaining: 117 tests
[2025-10-11T14:06:11.560579] [INFO ] [CONFIGURE ] RY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:06:11.560634] [INFO ] [CONFIGURE ] RY: Best accuracy: 90.00%
[2025-10-11T14:06:11.560713] [INFO ] [CONFIGURE ] RY: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T14:06:11.560750] [INFO ] [CONFIGURE ] RY: Improvement over baseline: 30.00%
[2025-10-11T14:06:11.560779] [INFO ] [CONFIGURE ] RY: Total time: 46.7 seconds
[2025-10-11T14:06:11.560805] [INFO ] [CONFIGURE ] RY: Average time per feature: 1.7 seconds
[2025-10-11T14:06:11.560832] [INFO ] [CONFIGURE ] RY: Average speed: 0.62 features/sec
[2025-10-11T14:06:11.561625] [INFO ] [LOCAL     ] Saved configuration for RY: 3 features, 90.00% accuracy -> ./output/feature-sets/RY.json
[2025-10-11T14:06:11.561706] [INFO ] [CONFIGURE ] RY: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-11T14:06:11.561781] [INFO ] [sig       ] [218/220] Successfully configured RY | 0.00 sym/s | Total: 15.3h | ETA: 8.4m
[2025-10-11T14:06:11.561861] [INFO ] [sig       ] [219/220] Configuring TXNM...
[2025-10-11T14:06:11.561929] [INFO ] [CONFIGURE ] TXNM: Configurate test run.
[2025-10-11T14:06:11.561995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'.
[2025-10-11T14:06:11.576672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXNM'.
[2025-10-11T14:06:11.577165] [INFO ] [CONFIGURE ] TXNM: Testing with 29 available features
[2025-10-11T14:06:11.577221] [INFO ] [CONFIGURE ] TXNM: Establishing baseline with no features...
[2025-10-11T14:06:11.683615] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:11.793592] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:11.904547] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:12.011927] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:12.122122] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:06:12.227866] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:12.334083] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:12.451911] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:12.566381] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:12.674307] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:06:12.674447] [INFO ] [CONFIGURE ] TXNM: Baseline score (no features): 50.00%
[2025-10-11T14:06:12.674489] [INFO ] [CONFIGURE ] TXNM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:06:12.674523] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:06:12.790964] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:12.909191] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:13.027549] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:13.145357] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:13.269746] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:13.393776] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:13.519686] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:13.638705] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:13.765850] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:13.886957] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T14:06:13.887148] [INFO ] [CONFIGURE ] TXNM: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T14:06:13.887191] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 8.6s/test | Remaining: 116 tests
[2025-10-11T14:06:13.887225] [INFO ] [CONFIGURE ] TXNM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:06:13.887255] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T14:06:14.020015] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:14.151401] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:14.280824] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:14.417311] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:14.548582] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:14.682584] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:14.814716] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:14.945967] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:15.079849] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:15.212234] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:15.212383] [INFO ] [CONFIGURE ] TXNM: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T14:06:15.212425] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 8.6s/test | Remaining: 115 tests
[2025-10-11T14:06:15.212460] [INFO ] [CONFIGURE ] TXNM: Testing feature 3/29: add_daily_returns
[2025-10-11T14:06:15.212492] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T14:06:15.347587] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:15.482488] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:15.620135] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:15.755565] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:15.920820] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:16.058621] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:16.201783] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:16.341215] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:16.481235] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:16.621467] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:16.621627] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T14:06:16.621703] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 8.6s/test | Remaining: 114 tests
[2025-10-11T14:06:16.621750] [INFO ] [CONFIGURE ] TXNM: Testing feature 4/29: add_ema
[2025-10-11T14:06:16.621782] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T14:06:16.775718] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:16.929139] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:17.082661] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:17.238264] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:17.389183] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:17.546864] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:17.699367] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:17.852517] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:18.005762] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:18.160376] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:18.160572] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_ema (score: 70.00%)
[2025-10-11T14:06:18.160639] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 8.6s/test | Remaining: 113 tests
[2025-10-11T14:06:18.160720] [INFO ] [CONFIGURE ] TXNM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:06:18.160756] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:06:18.315314] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:18.471390] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:18.629285] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:18.785872] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:18.980367] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:19.139020] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:19.296325] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:19.455343] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:19.620908] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:19.785811] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:19.785986] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T14:06:19.786030] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 8.6s/test | Remaining: 112 tests
[2025-10-11T14:06:19.786066] [INFO ] [CONFIGURE ] TXNM: Testing feature 6/29: add_failed_moves
[2025-10-11T14:06:19.786098] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T14:06:19.922117] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:20.060038] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:20.196806] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:20.335830] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:20.479883] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:20.617170] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:20.754148] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:20.892895] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:21.032972] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:21.173724] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:21.173892] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T14:06:21.173970] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 8.6s/test | Remaining: 111 tests
[2025-10-11T14:06:21.174025] [INFO ] [CONFIGURE ] TXNM: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:06:21.174063] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T14:06:21.308464] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:21.446335] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:21.579280] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:21.712856] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:21.850561] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:22.004563] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:22.140275] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:22.278574] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:22.415633] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:22.550680] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:22.550843] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T14:06:22.550886] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 8.6s/test | Remaining: 110 tests
[2025-10-11T14:06:22.550920] [INFO ] [CONFIGURE ] TXNM: Testing feature 8/29: add_macd
[2025-10-11T14:06:22.550952] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T14:06:22.720186] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:22.889492] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:23.058616] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:23.228462] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:23.404052] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:23.578766] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:23.753135] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:23.928327] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:24.107501] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:24.292107] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:24.292472] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_macd (score: 60.00%)
[2025-10-11T14:06:24.292575] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 8.6s/test | Remaining: 109 tests
[2025-10-11T14:06:24.292632] [INFO ] [CONFIGURE ] TXNM: Testing feature 9/29: add_mfi
[2025-10-11T14:06:24.292705] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T14:06:24.459631] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:24.620847] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:24.780135] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:24.941310] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:25.103533] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:25.258746] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:25.415485] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:25.576859] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:25.740400] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:25.905132] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:25.905320] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T14:06:25.905366] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 8.6s/test | Remaining: 108 tests
[2025-10-11T14:06:25.905404] [INFO ] [CONFIGURE ] TXNM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:06:25.905435] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:06:26.081895] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:26.256535] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:26.431170] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:26.608178] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:26.781130] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:26.954198] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:27.127659] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:27.304015] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:27.477850] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:27.654470] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:27.654634] [INFO ] [CONFIGURE ] TXNM: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-11T14:06:27.654715] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 8.6s/test | Remaining: 107 tests
[2025-10-11T14:06:27.654757] [INFO ] [CONFIGURE ] TXNM: Testing feature 11/29: add_obv_daily
[2025-10-11T14:06:27.654791] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T14:06:27.829482] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:28.011466] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:28.189078] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:28.365139] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:28.543162] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:28.724921] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:28.904006] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:29.083801] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:29.277216] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:29.469393] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:29.469583] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T14:06:29.469638] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 8.5s/test | Remaining: 106 tests
[2025-10-11T14:06:29.469730] [INFO ] [CONFIGURE ] TXNM: Testing feature 12/29: add_obv_interval
[2025-10-11T14:06:29.469788] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T14:06:29.644445] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:29.816949] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:29.989893] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:30.163868] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:30.344148] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:30.519838] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:30.693789] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:30.869321] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:31.062296] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:31.241918] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:31.242094] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T14:06:31.242139] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 8.5s/test | Remaining: 105 tests
[2025-10-11T14:06:31.242175] [INFO ] [CONFIGURE ] TXNM: Testing feature 13/29: add_opening_strength
[2025-10-11T14:06:31.242206] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:06:31.435089] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:31.625596] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:31.819815] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:32.013782] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:32.204605] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:32.394365] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:32.587964] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:32.780765] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:32.972204] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:33.165547] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:33.165802] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T14:06:33.165914] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 8.5s/test | Remaining: 104 tests
[2025-10-11T14:06:33.165969] [INFO ] [CONFIGURE ] TXNM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:06:33.166005] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T14:06:33.356164] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:33.553977] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:33.751179] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:33.948582] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:34.170469] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:34.374288] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:34.571823] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:34.767751] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:34.961930] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:35.158885] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:35.159103] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T14:06:35.159150] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 8.5s/test | Remaining: 103 tests
[2025-10-11T14:06:35.159191] [INFO ] [CONFIGURE ] TXNM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:06:35.159313] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-11T14:06:35.347595] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:35.519805] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:35.695665] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:35.870004] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:36.046101] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:36.222453] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:36.399213] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:36.574997] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:36.751847] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:36.928815] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:36.928990] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T14:06:36.929034] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 8.5s/test | Remaining: 102 tests
[2025-10-11T14:06:36.929069] [INFO ] [CONFIGURE ] TXNM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:06:36.929100] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-11T14:06:37.105835] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:37.283553] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:37.463378] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:37.638351] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:37.816902] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:37.993782] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:38.172595] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:38.357327] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:38.546465] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:38.731473] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:38.731628] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T14:06:38.731705] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 8.5s/test | Remaining: 101 tests
[2025-10-11T14:06:38.731751] [INFO ] [CONFIGURE ] TXNM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:06:38.731783] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-11T14:06:38.896165] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:39.060831] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:39.225359] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:39.391785] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:39.563509] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:39.721785] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:39.878257] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:40.046998] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:40.221072] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:40.394193] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:40.394380] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T14:06:40.394442] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 8.5s/test | Remaining: 100 tests
[2025-10-11T14:06:40.394483] [INFO ] [CONFIGURE ] TXNM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:06:40.394517] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-11T14:06:40.557536] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:40.725035] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:40.894119] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:41.062892] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:41.235916] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:41.404093] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:41.585804] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:41.755549] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:41.930378] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:42.103577] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:42.103794] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T14:06:42.103847] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 8.5s/test | Remaining: 99 tests
[2025-10-11T14:06:42.103883] [INFO ] [CONFIGURE ] TXNM: Testing feature 20/29: add_price_rejection
[2025-10-11T14:06:42.103913] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-11T14:06:42.282207] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:42.457456] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:42.635062] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:42.814821] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:42.994510] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:43.171402] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:43.348602] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:43.528505] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:43.718098] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:43.905711] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:43.905886] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T14:06:43.905930] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 8.5s/test | Remaining: 98 tests
[2025-10-11T14:06:43.905967] [INFO ] [CONFIGURE ] TXNM: Testing feature 21/29: add_range_position
[2025-10-11T14:06:43.905999] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-11T14:06:44.092252] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:44.285998] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:44.487961] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:06:44.688896] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:44.878263] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:45.067891] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:45.261380] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:45.452792] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:45.645935] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:45.841835] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:45.842026] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T14:06:45.842071] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 8.5s/test | Remaining: 97 tests
[2025-10-11T14:06:45.842105] [INFO ] [CONFIGURE ] TXNM: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:06:45.842135] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-11T14:06:46.043068] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:46.271762] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:46.468469] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:46.668629] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:46.868466] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:47.069195] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:47.270067] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:47.471863] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:47.673491] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:47.877224] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:47.877389] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T14:06:47.877433] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 8.5s/test | Remaining: 96 tests
[2025-10-11T14:06:47.877468] [INFO ] [CONFIGURE ] TXNM: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:06:47.877499] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-11T14:06:48.050327] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:48.229400] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:48.404379] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:48.578608] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:48.753405] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:48.930389] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:49.107695] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:06:49.314542] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:49.499033] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:49.683150] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:49.683323] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T14:06:49.683401] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 8.5s/test | Remaining: 95 tests
[2025-10-11T14:06:49.683482] [INFO ] [CONFIGURE ] TXNM: Testing feature 24/29: add_rsi
[2025-10-11T14:06:49.683540] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-11T14:06:49.874616] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:50.065731] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:50.257749] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:50.450276] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:50.643951] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:50.837122] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:51.032059] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:51.237205] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:51.441356] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:51.643975] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:51.644144] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T14:06:51.644187] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 8.5s/test | Remaining: 94 tests
[2025-10-11T14:06:51.644221] [INFO ] [CONFIGURE ] TXNM: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:06:51.644252] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-11T14:06:51.820929] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:52.000778] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:52.179823] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:52.356573] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:52.536756] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:52.722981] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:52.907944] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:53.089095] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:53.270828] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:53.453415] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:53.453563] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T14:06:53.453606] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 8.5s/test | Remaining: 93 tests
[2025-10-11T14:06:53.453659] [INFO ] [CONFIGURE ] TXNM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:06:53.453718] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-11T14:06:53.634264] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:53.814563] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:54.011892] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:54.226066] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:54.417608] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:54.602639] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:54.787544] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:54.974155] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:55.180185] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:55.390400] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:55.390633] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T14:06:55.390718] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 8.5s/test | Remaining: 92 tests
[2025-10-11T14:06:55.390763] [INFO ] [CONFIGURE ] TXNM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:06:55.390797] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-11T14:06:55.584467] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:55.782251] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:55.977237] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:56.173270] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:56.361459] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:56.550932] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:56.742162] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:56.934136] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:57.136554] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:57.330261] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:57.330463] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T14:06:57.330528] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 8.5s/test | Remaining: 91 tests
[2025-10-11T14:06:57.330569] [INFO ] [CONFIGURE ] TXNM: Testing feature 28/29: add_volume_profile
[2025-10-11T14:06:57.330603] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-11T14:06:57.515997] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:57.709117] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:57.894186] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:06:58.071947] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:06:58.250582] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:06:58.433778] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:06:58.621824] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T14:06:58.820979] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:06:59.041590] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:06:59.255879] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:06:59.256047] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T14:06:59.256092] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 8.5s/test | Remaining: 90 tests
[2025-10-11T14:06:59.256146] [INFO ] [CONFIGURE ] TXNM: Testing feature 29/29: add_vwap
[2025-10-11T14:06:59.256205] [INFO ] [CONFIGURE ] TXNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-11T14:06:59.455386] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:06:59.656032] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T14:06:59.840911] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:07:00.016258] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T14:07:00.197941] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:07:00.405828] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T14:07:00.611621] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T14:07:00.833040] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T14:07:01.053719] [DEBUG] [FORECASTER] TXNM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T14:07:01.271447] [DEBUG] [FORECASTER] TXNM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T14:07:01.271629] [INFO ] [CONFIGURE ] TXNM: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T14:07:01.271708] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 8.5s/test | Remaining: 89 tests
[2025-10-11T14:07:01.271781] [INFO ] [CONFIGURE ] TXNM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:07:01.271837] [INFO ] [CONFIGURE ] TXNM: Best accuracy: 80.00%
[2025-10-11T14:07:01.271872] [INFO ] [CONFIGURE ] TXNM: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:07:01.271901] [INFO ] [CONFIGURE ] TXNM: Improvement over baseline: 30.00%
[2025-10-11T14:07:01.271927] [INFO ] [CONFIGURE ] TXNM: Total time: 48.6 seconds
[2025-10-11T14:07:01.271953] [INFO ] [CONFIGURE ] TXNM: Average time per feature: 1.7 seconds
[2025-10-11T14:07:01.271981] [INFO ] [CONFIGURE ] TXNM: Average speed: 0.60 features/sec
[2025-10-11T14:07:01.272675] [INFO ] [LOCAL     ] Saved configuration for TXNM: 4 features, 80.00% accuracy -> ./output/feature-sets/TXNM.json
[2025-10-11T14:07:01.272731] [INFO ] [CONFIGURE ] TXNM: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-11T14:07:01.272781] [INFO ] [sig       ] [219/220] Successfully configured TXNM | 0.00 sym/s | Total: 15.4h | ETA: 4.2m
[2025-10-11T14:07:01.272856] [INFO ] [sig       ] [220/220] Configuring UL...
[2025-10-11T14:07:01.272926] [INFO ] [CONFIGURE ] UL: Configurate test run.
[2025-10-11T14:07:01.272991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-10-11T14:07:01.285264] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UL'.
[2025-10-11T14:07:01.285618] [INFO ] [CONFIGURE ] UL: Testing with 29 available features
[2025-10-11T14:07:01.285703] [INFO ] [CONFIGURE ] UL: Establishing baseline with no features...
[2025-10-11T14:07:01.412727] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:01.518232] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:01.624300] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:01.743785] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:01.864731] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:01.997847] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:02.136198] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:07:02.304566] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:02.456377] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:02.611329] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:02.611532] [INFO ] [CONFIGURE ] UL: Baseline score (no features): 60.00%
[2025-10-11T14:07:02.611601] [INFO ] [CONFIGURE ] UL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T14:07:02.611692] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_bollinger_bands']
[2025-10-11T14:07:02.758227] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:02.901923] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:03.037126] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:03.165999] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:03.293590] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:03.422537] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:03.549882] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:03.679890] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:03.803046] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:03.926033] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:03.926196] [INFO ] [CONFIGURE ] UL: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T14:07:03.926239] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 8.5s/test | Remaining: 88 tests
[2025-10-11T14:07:03.926273] [INFO ] [CONFIGURE ] UL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T14:07:03.926303] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta']
[2025-10-11T14:07:04.052847] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:04.176238] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:04.300620] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:04.462755] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:04.592788] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:04.717379] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:04.835567] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:04.954888] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:05.074637] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:05.201398] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:05.201554] [INFO ] [CONFIGURE ] UL: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-11T14:07:05.201598] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 8.5s/test | Remaining: 87 tests
[2025-10-11T14:07:05.201634] [INFO ] [CONFIGURE ] UL: Testing feature 3/29: add_daily_returns
[2025-10-11T14:07:05.201706] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T14:07:05.325566] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:05.448976] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:05.572401] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:05.697570] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:05.824871] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:05.956157] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:06.087558] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:06.231802] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:06.358962] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:06.496715] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:06.496887] [INFO ] [CONFIGURE ] UL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T14:07:06.496929] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 8.5s/test | Remaining: 86 tests
[2025-10-11T14:07:06.497012] [INFO ] [CONFIGURE ] UL: Testing feature 4/29: add_ema
[2025-10-11T14:07:06.497065] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T14:07:06.633547] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:06.772236] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:06.910734] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:07.064483] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:07:07.209603] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:07.353567] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:07.510844] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:07.660992] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:07.819944] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:07.967570] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:07.967799] [INFO ] [CONFIGURE ] UL: DISCARDED add_ema (score: 50.00%)
[2025-10-11T14:07:07.967862] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 8.5s/test | Remaining: 85 tests
[2025-10-11T14:07:07.967901] [INFO ] [CONFIGURE ] UL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T14:07:07.967931] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T14:07:08.113895] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:08.260387] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:08.403874] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:08.546437] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:08.690932] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:08.834574] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:08.982574] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:09.136975] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:09.290317] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:09.441530] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:09.441706] [INFO ] [CONFIGURE ] UL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T14:07:09.441772] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 8.5s/test | Remaining: 84 tests
[2025-10-11T14:07:09.441809] [INFO ] [CONFIGURE ] UL: Testing feature 6/29: add_failed_moves
[2025-10-11T14:07:09.441840] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T14:07:09.570214] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:09.706776] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:09.858229] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:09.994747] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:10.132083] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:10.270616] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:10.407986] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:10.538445] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:10.675475] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:10.812002] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:10.812160] [INFO ] [CONFIGURE ] UL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T14:07:10.812204] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 8.5s/test | Remaining: 83 tests
[2025-10-11T14:07:10.812240] [INFO ] [CONFIGURE ] UL: Testing feature 7/29: add_lag_shelf
[2025-10-11T14:07:10.812272] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T14:07:10.932372] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:11.052460] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:11.173359] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:11.294665] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:11.416640] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:11.539063] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:11.661530] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:11.785723] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:11.908975] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:12.033508] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:12.033706] [INFO ] [CONFIGURE ] UL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T14:07:12.033764] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 8.5s/test | Remaining: 82 tests
[2025-10-11T14:07:12.033801] [INFO ] [CONFIGURE ] UL: Testing feature 8/29: add_macd
[2025-10-11T14:07:12.033835] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T14:07:12.200389] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:12.363157] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:12.526322] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:12.687371] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:12.853237] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:13.019089] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:13.202027] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:13.374632] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:13.575944] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:13.758994] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:13.759228] [INFO ] [CONFIGURE ] UL: DISCARDED add_macd (score: 70.00%)
[2025-10-11T14:07:13.759293] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 8.5s/test | Remaining: 81 tests
[2025-10-11T14:07:13.759333] [INFO ] [CONFIGURE ] UL: Testing feature 9/29: add_mfi
[2025-10-11T14:07:13.759367] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T14:07:13.902080] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:14.046377] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:14.190321] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:14.338366] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:14.479580] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:14.623091] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:14.765226] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:14.914920] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:15.064154] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:15.219798] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:15.219981] [INFO ] [CONFIGURE ] UL: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T14:07:15.220026] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 8.5s/test | Remaining: 80 tests
[2025-10-11T14:07:15.220064] [INFO ] [CONFIGURE ] UL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T14:07:15.220096] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T14:07:15.372796] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:15.529258] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:15.686560] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:15.842165] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:07:15.997980] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:16.159521] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:16.327284] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:16.493960] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:16.666388] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:16.832416] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:16.832598] [INFO ] [CONFIGURE ] UL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T14:07:16.832666] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 8.5s/test | Remaining: 79 tests
[2025-10-11T14:07:16.832726] [INFO ] [CONFIGURE ] UL: Testing feature 11/29: add_obv_daily
[2025-10-11T14:07:16.832761] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T14:07:16.971879] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:17.110928] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:17.249340] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:17.394905] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:17.534132] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:17.671838] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:17.810353] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:07:17.948611] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:18.088220] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:18.232792] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:18.232975] [INFO ] [CONFIGURE ] UL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T14:07:18.233046] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 8.5s/test | Remaining: 78 tests
[2025-10-11T14:07:18.233084] [INFO ] [CONFIGURE ] UL: Testing feature 12/29: add_obv_interval
[2025-10-11T14:07:18.233115] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T14:07:18.364476] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:18.496686] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:18.642011] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:18.807109] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:18.971235] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:19.124349] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:19.278713] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:19.417665] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:19.553699] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:19.701192] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:19.701409] [INFO ] [CONFIGURE ] UL: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T14:07:19.701466] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 8.5s/test | Remaining: 77 tests
[2025-10-11T14:07:19.701504] [INFO ] [CONFIGURE ] UL: Testing feature 13/29: add_opening_strength
[2025-10-11T14:07:19.701535] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T14:07:19.850821] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:20.000823] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:20.148050] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:20.294470] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:20.440938] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:20.590432] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:20.738753] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:20.886466] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:21.033791] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:21.187592] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:21.187777] [INFO ] [CONFIGURE ] UL: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T14:07:21.187828] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 8.5s/test | Remaining: 76 tests
[2025-10-11T14:07:21.187865] [INFO ] [CONFIGURE ] UL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T14:07:21.187896] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T14:07:21.333783] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:21.479572] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:21.626167] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:21.774576] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:21.922919] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:22.070985] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:22.219229] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:07:22.368105] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:22.519110] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:22.677870] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:22.678129] [INFO ] [CONFIGURE ] UL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T14:07:22.678205] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 8.5s/test | Remaining: 75 tests
[2025-10-11T14:07:22.678278] [INFO ] [CONFIGURE ] UL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T14:07:22.678324] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T14:07:22.808715] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:22.940273] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:23.071078] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:23.204063] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:07:23.336338] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:23.469511] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:23.603242] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:23.741356] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:23.875182] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:24.011111] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:24.011295] [INFO ] [CONFIGURE ] UL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T14:07:24.011341] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 8.5s/test | Remaining: 74 tests
[2025-10-11T14:07:24.011375] [INFO ] [CONFIGURE ] UL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T14:07:24.011405] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T14:07:24.148525] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:24.287614] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:24.433587] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:24.572444] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:24.713184] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:24.855509] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:24.997943] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:25.154868] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:25.304720] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:25.463120] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:25.463283] [INFO ] [CONFIGURE ] UL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T14:07:25.463327] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 8.5s/test | Remaining: 73 tests
[2025-10-11T14:07:25.463363] [INFO ] [CONFIGURE ] UL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T14:07:25.463395] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T14:07:25.607816] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:25.755191] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:25.895168] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:26.036709] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:26.176384] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:26.314398] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:26.451453] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:26.588614] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:26.729375] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:26.873048] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:26.873205] [INFO ] [CONFIGURE ] UL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T14:07:26.873250] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 8.5s/test | Remaining: 72 tests
[2025-10-11T14:07:26.873286] [INFO ] [CONFIGURE ] UL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T14:07:26.873319] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T14:07:27.003536] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:27.136530] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:27.263994] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:27.390494] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:27.519045] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:27.648857] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:27.780034] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:07:27.914912] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:28.051237] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:28.182862] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:28.183016] [INFO ] [CONFIGURE ] UL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T14:07:28.183058] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 8.5s/test | Remaining: 71 tests
[2025-10-11T14:07:28.183093] [INFO ] [CONFIGURE ] UL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T14:07:28.183125] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T14:07:28.305785] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:28.429253] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:28.554378] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:28.705943] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:28.831491] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:28.957069] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:29.083951] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:29.209996] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:29.336103] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:29.463703] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:29.463856] [INFO ] [CONFIGURE ] UL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T14:07:29.463899] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 8.5s/test | Remaining: 70 tests
[2025-10-11T14:07:29.463934] [INFO ] [CONFIGURE ] UL: Testing feature 20/29: add_price_rejection
[2025-10-11T14:07:29.463966] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-11T14:07:29.598326] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:29.740233] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:29.880315] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:30.019174] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:30.158010] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:30.294409] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:30.430972] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:30.567708] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:30.705143] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:30.844313] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:30.844477] [INFO ] [CONFIGURE ] UL: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T14:07:30.844521] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 8.5s/test | Remaining: 69 tests
[2025-10-11T14:07:30.844555] [INFO ] [CONFIGURE ] UL: Testing feature 21/29: add_range_position
[2025-10-11T14:07:30.844585] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-11T14:07:30.985984] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:31.129942] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:31.273278] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:31.417268] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:07:31.561972] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:31.733915] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:31.881688] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:32.026877] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:32.174363] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:32.324249] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:32.324431] [INFO ] [CONFIGURE ] UL: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T14:07:32.324475] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 8.5s/test | Remaining: 68 tests
[2025-10-11T14:07:32.324510] [INFO ] [CONFIGURE ] UL: Testing feature 22/29: add_realized_volatility
[2025-10-11T14:07:32.324540] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T14:07:32.485429] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:32.642516] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:32.801358] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:32.967041] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:33.131834] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:33.297292] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:33.468881] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:33.648603] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:33.814388] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:33.981279] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:33.981443] [INFO ] [CONFIGURE ] UL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T14:07:33.981488] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 8.5s/test | Remaining: 67 tests
[2025-10-11T14:07:33.981525] [INFO ] [CONFIGURE ] UL: Testing feature 23/29: add_recent_range_context
[2025-10-11T14:07:33.981558] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T14:07:34.118201] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:34.254246] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:34.403510] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:34.542076] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:34.702229] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:34.851240] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:34.992330] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:35.131861] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:35.271387] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:35.413753] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:35.413930] [INFO ] [CONFIGURE ] UL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T14:07:35.413974] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 8.5s/test | Remaining: 66 tests
[2025-10-11T14:07:35.414009] [INFO ] [CONFIGURE ] UL: Testing feature 24/29: add_rsi
[2025-10-11T14:07:35.414040] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T14:07:35.571459] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:35.728955] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:35.884414] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T14:07:36.042582] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T14:07:36.212858] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:36.372359] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T14:07:36.529472] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:36.699658] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:36.863119] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:37.029834] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:37.029990] [INFO ] [CONFIGURE ] UL: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T14:07:37.030034] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 8.5s/test | Remaining: 65 tests
[2025-10-11T14:07:37.030092] [INFO ] [CONFIGURE ] UL: Testing feature 25/29: add_tick_distribution
[2025-10-11T14:07:37.030125] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T14:07:37.166245] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T14:07:37.313566] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:37.452859] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:37.586459] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:37.721833] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:37.860109] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:37.999521] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:38.138555] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:38.287448] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:38.441967] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:38.442168] [INFO ] [CONFIGURE ] UL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T14:07:38.442216] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 8.5s/test | Remaining: 64 tests
[2025-10-11T14:07:38.442252] [INFO ] [CONFIGURE ] UL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T14:07:38.442283] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T14:07:38.584281] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:38.731264] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:38.874952] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:39.015244] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:39.150783] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:07:39.282180] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:39.414275] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T14:07:39.548479] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:39.686901] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:39.825167] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:39.825324] [INFO ] [CONFIGURE ] UL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T14:07:39.825366] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 8.5s/test | Remaining: 63 tests
[2025-10-11T14:07:39.825399] [INFO ] [CONFIGURE ] UL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T14:07:39.825429] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T14:07:39.969338] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:40.113394] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:40.264949] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:40.409352] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:40.554368] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:07:40.700054] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:40.847503] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:40.995278] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:41.144134] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:41.297580] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:41.297792] [INFO ] [CONFIGURE ] UL: KEPT add_volume_price_divergence (score: 80.00%)
[2025-10-11T14:07:41.297857] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 8.5s/test | Remaining: 62 tests
[2025-10-11T14:07:41.297895] [INFO ] [CONFIGURE ] UL: Testing feature 28/29: add_volume_profile
[2025-10-11T14:07:41.297926] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-11T14:07:41.456849] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:41.620930] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:41.779629] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:41.941606] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:42.107011] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:42.270510] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:42.432718] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:42.599293] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:42.765875] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:42.933228] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:42.933417] [INFO ] [CONFIGURE ] UL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T14:07:42.933463] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 8.5s/test | Remaining: 61 tests
[2025-10-11T14:07:42.933528] [INFO ] [CONFIGURE ] UL: Testing feature 29/29: add_vwap
[2025-10-11T14:07:42.933587] [INFO ] [CONFIGURE ] UL: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence', 'add_vwap']
[2025-10-11T14:07:43.100048] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T14:07:43.264123] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T14:07:43.430952] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T14:07:43.598469] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T14:07:43.764360] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T14:07:43.931897] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T14:07:44.096421] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T14:07:44.266268] [DEBUG] [FORECASTER] UL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T14:07:44.452548] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T14:07:44.628152] [DEBUG] [FORECASTER] UL: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T14:07:44.628332] [INFO ] [CONFIGURE ] UL: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T14:07:44.628378] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 8.5s/test | Remaining: 60 tests
[2025-10-11T14:07:44.628417] [INFO ] [CONFIGURE ] UL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T14:07:44.628449] [INFO ] [CONFIGURE ] UL: Best accuracy: 80.00%
[2025-10-11T14:07:44.628482] [INFO ] [CONFIGURE ] UL: Best feature set (2 features): ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T14:07:44.628534] [INFO ] [CONFIGURE ] UL: Improvement over baseline: 20.00%
[2025-10-11T14:07:44.628565] [INFO ] [CONFIGURE ] UL: Total time: 42.0 seconds
[2025-10-11T14:07:44.628593] [INFO ] [CONFIGURE ] UL: Average time per feature: 1.4 seconds
[2025-10-11T14:07:44.628622] [INFO ] [CONFIGURE ] UL: Average speed: 0.69 features/sec
[2025-10-11T14:07:44.629120] [INFO ] [LOCAL     ] Saved configuration for UL: 2 features, 80.00% accuracy -> ./output/feature-sets/UL.json
[2025-10-11T14:07:44.629176] [INFO ] [CONFIGURE ] UL: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T14:07:44.629230] [INFO ] [sig       ] [220/220] Successfully configured UL | 0.00 sym/s | Total: 15.4h | ETA: 0s
[2025-10-11T14:07:44.629299] [INFO ] [sig       ] ==================================================
[2025-10-11T14:07:44.629356] [INFO ] [sig       ] Configuration complete: 220/220 symbols succeeded
[2025-10-11T14:07:45.318971] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION'
[2025-10-11T14:07:45.319168] [INFO ] [sig       ] Email notification sent
[2025-10-11T14:07:45.319536] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-10-11T14:07:45.319819] [INFO ] [STATE     ] Last completion updated: 2025-10-11T14:07:45.319625